[2025-11-28T17:05:02.083417] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-28T17:05:02.257028] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-28T17:05:02.453484] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-28T17:05:02.619833] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-28T17:05:02.620153] [WARN ] [STATE     ] State set to: WAITING
[2025-11-28T17:05:02.620214] [INFO ] [STATE     ] Checking TDM service status...
[2025-11-28T17:05:02.626726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:02.631605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:02.636473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:02.640856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:02.640992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:05.645476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:05.649610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:05.654160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:05.658344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:05.658415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:08.663626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:08.667736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:08.671506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:08.675248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:08.675336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:11.680696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:11.685092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:11.689428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:11.694477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:11.694632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:14.699359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:14.703017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:14.706292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:14.709465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:14.709538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:17.713966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:17.717480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:17.721062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:17.724372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:17.724460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:20.729551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:20.733255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:20.736506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:20.739766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:20.739844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:23.744792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:23.748862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:23.752825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:23.756736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:23.756829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:26.761496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:26.765464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:26.769508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:26.773217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:26.773284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:29.778643] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:29.783313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:29.787689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:29.792038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:29.792131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:32.797066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:32.802418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:32.806477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:32.810698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:32.810819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:35.816779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:35.852026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:35.887841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:35.923118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:35.923284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:38.928556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:38.933370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:38.937800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:38.941288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:38.941379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:41.945651] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:41.948998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:41.952129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:41.955296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:41.955364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:44.959844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:44.964676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:44.972137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:44.976456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:44.976602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:47.981137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:47.984525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:47.987793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:47.991740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:47.991824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:50.996901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:51.000963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:51.005027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:51.008732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:51.008841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:54.014116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:54.018478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:54.022970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:54.027356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:54.027459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:05:57.033307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:05:57.037050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:05:57.040610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:05:57.044151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:05:57.044247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:00.048985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:00.052345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:00.056089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:00.060146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:00.060236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:03.064982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:03.068548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:03.071879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:03.075328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:03.075403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:06.080203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:06.084363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:06.088257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:06.092176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:06.092249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:09.096628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:09.100180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:09.103736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:09.107179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:09.107255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:12.113196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:12.118761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:12.124166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:12.129134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:12.129266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:15.135480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:15.140125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:15.144551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:15.149047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:15.149138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:18.154956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:18.160207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:18.165001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:18.169373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:18.169479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:21.174242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:21.178280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:21.181711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:21.185262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:21.185332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:24.190295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:24.194447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:24.197746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:24.201101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:24.201176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:27.205645] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:27.209089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:27.212490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:27.215774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:27.215854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:30.221442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:30.225554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:30.229363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:30.233885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:30.234015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:33.239752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:33.243412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:33.248059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:33.253447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:33.253609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:36.258286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:36.263392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:36.267426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:36.271301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:36.271403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:39.275991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:39.279812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:39.284534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:39.289170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:39.289259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:42.294529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:42.299833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:42.305558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:42.309762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:42.309838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:45.314530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:45.318072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:45.321426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:45.325385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:45.325494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:48.331819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:48.336673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:48.341205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:48.345910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:48.346044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:51.351069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:51.355024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:51.358347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:51.361768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:51.361835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:54.366501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:54.370164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:54.373458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:54.376713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:54.376782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:06:57.381339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:06:57.384722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:06:57.387817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:06:57.390894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:06:57.390959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:00.395413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:00.399800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:00.404177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:00.408096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:00.408182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:03.412518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:03.415908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:03.419815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:03.423613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:03.423692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:06.428450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:06.432368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:06.436101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:06.440274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:06.440349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:09.444624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:09.448241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:09.453706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:09.456917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:09.456987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:12.462994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:12.467750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:12.472241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:12.477225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:12.477329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:15.481938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:15.485168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:15.489015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:15.492648] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:15.492718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:18.497494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:18.500785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:18.503965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:18.507098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:18.507162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:21.512052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:21.515905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:21.519766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:21.523419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:21.523510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:24.528043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:24.531643] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:24.535236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:24.538728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:24.538820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:27.543002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:27.546399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:27.549704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:27.553161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:27.553247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:30.557631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:30.562334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:30.566235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:30.570536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:30.570678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:33.574896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:33.578109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:33.581300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:33.584416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:33.584481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:36.588968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:36.592635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:36.596048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:36.600083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:36.600196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:39.604520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:39.607739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:39.611329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:39.614493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:39.614556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:42.619147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:42.622368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:42.625459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:42.628564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:42.628644] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:45.634160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:45.639182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:45.644082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:45.650146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:45.650335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:48.655027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:48.658477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:48.661694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:48.664785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:48.664850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:51.669126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:51.672366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:51.675461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:51.678817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:51.678888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:54.683396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:54.686782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:54.690076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:54.693318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:54.693387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:07:57.699756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:07:57.705015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:07:57.710212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:07:57.714290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:07:57.714395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:00.718945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:00.722503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:00.725988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:00.729428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:00.729505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:03.734158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:03.737818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:03.741213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:03.744775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:03.744870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:06.750330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:06.754821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:06.759439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:06.763959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:06.764051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:09.768928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:09.772554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:09.775863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:09.779242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:09.779339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:12.783643] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:12.786935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:12.790176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:12.793593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:12.793662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:15.798841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:15.802498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:15.805882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:15.810380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:15.810532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:18.815872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:18.819418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:18.823248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:18.826658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:18.826726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:21.831309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:21.834912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:21.838157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:21.841492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:21.841590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:24.847084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:24.851783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:24.855615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:24.859471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:24.859604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:27.864257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:27.868250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:27.871970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:27.875940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:27.876028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:30.880443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:30.883996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:30.887122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:30.890926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:30.891027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:33.896203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:33.901863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:33.905616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:33.909286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:33.909374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:36.914087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:36.917435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:36.920654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:36.924093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:36.924168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:39.928462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:39.931714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:39.934810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:39.937913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:39.937978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:42.942512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:42.947449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:42.952063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:42.955717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:42.955798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:45.961339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:45.965652] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:45.970769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:45.974655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:45.974763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:48.979395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:48.983438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:48.987383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:48.991198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:48.991292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:51.996680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:52.000312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:52.003538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:52.006704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:52.006767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:55.011237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:55.014800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:55.018001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:55.021359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:55.021432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:08:58.025859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:08:58.029889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:08:58.033676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:08:58.037534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:08:58.037641] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:01.044714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:01.049433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:01.054060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:01.058981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:01.059161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:04.063767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:04.067354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:04.074172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:04.077430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:04.077499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:07.081916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:07.091560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:07.126798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:07.161252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:07.161463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:10.166184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:10.171045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:10.175416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:10.180252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:10.180526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:13.184907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:13.189534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:13.193747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:13.197694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:13.197918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:16.201932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:16.205240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:16.209513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:16.213384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:16.213488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:19.217961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:19.221340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:19.224532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:19.228233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:19.228377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:22.233207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:22.237483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:22.241973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:22.247031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:22.247167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:25.252039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:25.255533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:25.258733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:25.262173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:25.262238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:28.268753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:28.273166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:28.277505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:28.281574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:28.281662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:31.286039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:31.289681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:31.293618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:31.296918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:31.296992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:34.302950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:34.306471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:34.309797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:34.313061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:34.313129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:37.319080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:37.323662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:37.327545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:37.331469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:37.331540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:40.336624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:40.340099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:40.343335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:40.346583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:40.346664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:43.351806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:43.355453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:43.358634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:43.362171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:43.362243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:46.366940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:46.370437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:46.373702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:46.376913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:46.376996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:49.381673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:49.385971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:49.390504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:49.395626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:49.395787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:52.400451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:52.404348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:52.408091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:52.411919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:52.412004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:55.417091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:55.420586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:55.423776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:55.427117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:55.427182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:09:58.431562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:09:58.434939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:09:58.438535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:09:58.441861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:09:58.441931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:01.446812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:01.450561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:01.454563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:01.459033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:01.459107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:04.466382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:04.471199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:04.475626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:04.480037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:04.480152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:07.486163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:07.491703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:07.496549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:07.501101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:07.501214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:10.505888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:10.509740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:10.513553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:10.517721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:10.517853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:13.522773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:13.526285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:13.529471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:13.532681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:13.532753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:16.537145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:16.540535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:16.543746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:16.546912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:16.546981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:19.551548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:19.554996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:19.558747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:19.562304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:19.562418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:22.567677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:22.571490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:22.575350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:22.578911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:22.578985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:25.583723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:25.587366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:25.590698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:25.593923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:25.593998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:28.599618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:28.604190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:28.608647] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:28.614488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:28.614687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:31.619042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:31.622695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:31.626161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:31.629467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:31.629539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:34.635337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:34.639910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:34.643693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:34.647087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:34.647155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:37.651637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:37.655536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:37.660220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:37.664386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:37.664451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:40.668899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:40.673518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:40.678104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:40.682666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:40.682760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:43.687536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:43.690978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:43.694208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:43.697500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:43.697566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:46.702492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:46.706979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:46.710603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:46.714331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:46.714401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:49.718815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:49.723148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:49.726413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:49.729657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:49.729724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:52.734210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:52.737529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:52.740776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:52.743900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:52.743971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:55.748387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:55.752380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:55.756249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:55.759680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:55.759748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:10:58.764213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:10:58.767828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:10:58.771290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:10:58.774593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:10:58.774664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:01.779343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:01.782765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:01.786069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:01.789478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:01.789544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:04.793769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:04.797193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:04.800540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:04.803888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:04.803965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:07.811844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:07.815881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:07.819452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:07.823079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:07.823146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:10.827596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:10.831034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:10.834684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:10.838287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:10.838386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:13.842961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:13.846872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:13.850627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:13.854199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:13.854278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:16.859460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:16.863183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:16.866365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:16.869546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:16.869625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:19.874435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:19.878019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:19.882107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:19.885795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:19.885861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:22.890416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:22.893778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:22.897042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:22.900469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:22.900553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:25.906243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:25.910269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:25.914036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:25.917646] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:25.917747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:28.922268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:28.925877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:28.929132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:28.932427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:28.932492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:31.937112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:31.940663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:31.943915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:31.947297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:31.947375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:34.952679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:34.956997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:34.960541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:34.963870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:34.963939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:37.970407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:37.975783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:37.980202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:37.984710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:37.984826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:40.991484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:40.996356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:41.000910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:41.005152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:41.005274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:44.010036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:44.013359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:44.017025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:44.020391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:44.020476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:47.025348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:47.028880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:47.032128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:47.035250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:47.035315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:50.040188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:50.043585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:50.046737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:50.051757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:50.051843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:53.057641] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:53.062050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:53.065354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:53.068972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:53.069036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:56.073611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:56.077241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:56.084019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:56.088030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:56.088135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:11:59.092361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:11:59.095919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:11:59.099310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:11:59.102691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:11:59.102785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:02.108134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:02.112006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:02.115520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:02.119376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:02.119457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:05.123810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:05.127041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:05.130165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:05.133228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:05.133292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:08.137854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:08.171877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:08.207517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:08.213177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:08.213290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:11.217646] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:11.221241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:11.224526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:11.229126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:11.229264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:14.233709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:14.237391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:14.240902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:14.244422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:14.244507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:17.249355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:17.252886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:17.256231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:17.259660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:17.259728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:20.264229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:20.268258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:20.272708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:20.275895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:20.275961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:23.280674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:23.284339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:23.288780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:23.293307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:23.293412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:26.298836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:26.303649] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:26.307518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:26.311168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:26.311269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:29.316596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:29.320205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:29.323705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:29.327022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:29.327091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:32.333452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:32.337753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:32.342006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:32.346105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:32.346242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:35.350854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:35.354167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:35.357628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:35.361776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:35.361874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:38.366902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:38.374302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:38.378260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:38.382223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:38.382290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:41.387319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:41.391692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:41.396504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:41.400242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:41.400310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:44.404727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:44.408296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:44.411827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:44.415257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:44.415342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:47.421215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:47.425608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:47.429140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:47.432593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:47.432659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:50.437923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:50.441904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:50.445314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:50.448618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:50.448685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:53.453240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:53.457009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:53.460626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:53.464790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:53.464854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:56.469673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:56.474064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:56.477530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:56.481451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:56.481555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:12:59.485916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:12:59.489754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:12:59.493002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:12:59.496353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:12:59.496425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:02.531532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:02.535994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:02.540880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:02.545636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:02.545742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:05.551450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:05.556206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:05.560805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:05.564548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:05.564656] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:08.570195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:08.575655] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:08.580857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:08.585774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:08.585873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:11.591389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:11.595596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:11.599373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:11.602737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:11.602806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:14.607125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:14.610615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:14.614079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:14.617291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:14.617355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:17.622984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:17.628105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:17.633199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:17.637911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:17.638013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:20.642739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:20.646922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:20.650453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:20.654049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:20.654130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:23.659057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:23.663273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:23.667205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:23.670762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:23.670845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:26.676234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:26.684469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:26.689022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:26.693912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:26.694035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:29.698608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:29.702384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:29.706313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:29.710101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:29.710184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:32.714967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:32.718908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:32.722536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:32.726064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:32.726138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:35.731177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:35.735116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:35.738388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:35.741585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:35.741653] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:38.747291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:38.751751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:38.756622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:38.762146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:38.762276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:41.767600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:41.774457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:41.777814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:41.780998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:41.781063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:44.786390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:44.790234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:44.793888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:44.797396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:44.797485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:47.802279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:47.805678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:47.809025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:47.812261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:47.812338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:50.816985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:50.820385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:50.823607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:50.826844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:50.826911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:53.831676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:53.835276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:53.838813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:53.842346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:53.842431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:56.846973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:56.851919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:56.856597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:56.861159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:56.861262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:13:59.866011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:13:59.869798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:13:59.873820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:13:59.877827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:13:59.877937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:02.883280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:02.918445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:02.953527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:02.987728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:02.987848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:05.992620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:05.997593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:06.001662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:06.005700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:06.005810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:09.010712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:09.044763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:09.079555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:09.118317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:09.118452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:12.122697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:12.127327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:12.131931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:12.136411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:12.136490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:15.141259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:15.145193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:15.149206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:15.153002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:15.153067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:18.158002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:18.161558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:18.165022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:18.168289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:18.168362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:21.173427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:21.177023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:21.180930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:21.185319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:21.185433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:24.191363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:24.196145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:24.200881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:24.205423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:24.205521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:27.210631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:27.214805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:27.218404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:27.222086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:27.222165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:30.226677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:30.230164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:30.233387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:30.236529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:30.236620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:33.242421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:33.246020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:33.249632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:33.254730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:33.254864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:36.259467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:36.263382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:36.266774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:36.270093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:36.270172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:39.274737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:39.279618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:39.283973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:39.287881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:39.287946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:42.292469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:42.295868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:42.299087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:42.303124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:42.303228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:45.307850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:45.311133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:45.314274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:45.317432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:45.317500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:48.322327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:48.325792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:48.329042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:48.332214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:48.332278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:51.337800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:51.342494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:51.346301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:51.350218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:51.350294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:54.356070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:54.360502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:54.364864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:54.368608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:54.368683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:14:57.374075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:14:57.378346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:14:57.382045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:14:57.385543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:14:57.385643] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:00.390608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:00.394665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:00.398442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:00.402455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:00.402543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:03.407718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:03.411211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:03.414478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:03.417928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:03.418012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:06.423132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:06.426724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:06.430253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:06.433407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:06.433472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:09.438399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:09.442709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:09.446551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:09.450407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:09.450488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:12.454843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:12.458301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:12.461669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:12.464877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:12.464947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:15.470167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:15.474629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:15.479189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:15.483096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:15.483185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:18.488313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:18.491824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:18.495098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:18.498724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:18.498791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:21.504501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:21.507907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:21.511219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:21.514454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:21.514527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:24.519494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:24.523091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:24.527294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:24.530760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:24.530829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:27.535656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:27.539004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:27.542814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:27.546332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:27.546397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:30.551481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:30.555380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:30.560649] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:30.565903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:30.566052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:33.570856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:33.574516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:33.578228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:33.581468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:33.581540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:36.585801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:36.589218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:36.592383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:36.595509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:36.595594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:39.600534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:39.604431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:39.608119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:39.611872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:39.611944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:42.617181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:42.621733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:42.626448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:42.630882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:42.630973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:45.635362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:45.638895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:45.642218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:45.645617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:45.645695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:48.651735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:48.655371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:48.658614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:48.661739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:48.661804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:51.666334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:51.669721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:51.672845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:51.676112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:51.676178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:54.680506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:54.683917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:54.687183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:54.690527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:54.690623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:15:57.695321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:15:57.699367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:15:57.703137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:15:57.706643] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:15:57.706724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:00.711064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:00.715673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:00.720390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:00.723968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:00.724032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:03.729542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:03.733766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:03.737089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:03.740392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:03.740459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:06.745973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:06.750678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:06.754478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:06.757666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:06.757745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:09.762483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:09.766918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:09.770806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:09.774763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:09.774832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:12.779300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:12.782786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:12.787083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:12.791393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:12.791476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:15.795910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:15.799719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:15.804250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:15.807804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:15.807877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:18.812732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:18.816246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:18.819645] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:18.823045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:18.823122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:21.828289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:21.831987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:21.835394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:21.838696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:21.838763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:24.843272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:24.847152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:24.850748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:24.854378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:24.854458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:27.859488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:27.863130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:27.866563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:27.870825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:27.870937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:30.875369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:30.878951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:30.882937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:30.887187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:30.887292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:33.892078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:33.895915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:33.899536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:33.903130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:33.903227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:36.909229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:36.913010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:36.917688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:36.923883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:36.924053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:39.929114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:39.933649] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:39.937953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:39.942256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:39.942344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:42.947085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:42.950516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:42.953728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:42.956868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:42.956939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:45.965247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:45.969289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:45.972971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:45.976730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:45.976834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:48.981094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:48.984301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:48.987390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:48.990600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:48.990668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:51.996356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:52.000737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:52.004299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:52.007457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:52.007522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:55.013216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:55.017679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:55.021925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:55.025981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:55.026089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:16:58.031638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:16:58.035403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:16:58.038605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:16:58.041724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:16:58.041787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:01.046170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:01.050839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:01.056604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:01.061374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:01.061611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:04.066446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:04.069969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:04.073209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:04.076603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:04.076674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:07.081083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:07.084690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:07.088246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:07.091901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:07.091988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:10.096980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:10.130947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:10.165719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:10.201153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:10.201278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:13.205656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:13.208994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:13.212289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:13.215447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:13.215512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:16.219910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:16.223209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:16.226400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:16.230491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:16.230657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:19.235098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:19.238496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:19.242287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:19.245767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:19.245835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:22.250298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:22.253778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:22.256949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:22.260204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:22.260271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:25.265048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:25.268733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:25.272247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:25.275901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:25.275995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:28.280104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:28.284993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:28.289341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:28.292801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:28.292866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:31.297908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:31.302241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:31.306383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:31.310547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:31.310685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:34.315432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:34.319229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:34.322695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:34.326278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:34.326371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:37.330884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:37.334311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:37.337639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:37.340914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:37.340983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:40.348015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:40.352691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:40.356506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:40.360342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:40.360412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:43.367349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:43.373164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:43.379016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:43.385137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:43.385285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:46.390351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:46.395545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:46.399552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:46.403542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:46.403669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:49.409531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:49.413364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:49.417156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:49.420835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:49.420912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:52.425264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:52.428685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:52.431863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:52.435246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:52.435318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:55.439648] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:55.443294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:55.446742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:55.450110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:55.450188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:17:58.454923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:17:58.458413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:17:58.461909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:17:58.465435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:17:58.465518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:01.470319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:01.476325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:01.480414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:01.484015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:01.484191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:04.488729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:04.492152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:04.495450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:04.498808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:04.498875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:07.503260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:07.506709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:07.509864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:07.513048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:07.513114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:10.517658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:10.521593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:10.525368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:10.529050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:10.529129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:13.534887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:13.538659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:13.542484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:13.546012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:13.546082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:16.551305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:16.554637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:16.557761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:16.560881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:16.560952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:19.566846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:19.572019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:19.576956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:19.582590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:19.582699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:22.586910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:22.591474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:22.595508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:22.599193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:22.599269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:25.604067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:25.607730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:25.611526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:25.614939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:25.615023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:28.620336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:28.624038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:28.627304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:28.631362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:28.631465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:31.636895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:31.640358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:31.643744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:31.646966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:31.647036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:34.651877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:34.655324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:34.658604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:34.661886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:34.661950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:37.666742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:37.670187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:37.673594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:37.677326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:37.677390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:40.683052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:40.687466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:40.692453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:40.698221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:40.698346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:43.703278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:43.707323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:43.711313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:43.715525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:43.715631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:46.720302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:46.724231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:46.728244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:46.732097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:46.732180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:49.736788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:49.740359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:49.743811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:49.747124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:49.747208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:52.752543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:52.756561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:52.760454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:52.764255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:52.764366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:55.769166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:55.773222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:55.777079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:55.781161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:55.781249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:18:58.785881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:18:58.789247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:18:58.792411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:18:58.795561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:18:58.795648] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:01.800592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:01.804072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:01.807531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:01.811017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:01.811082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:04.815698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:04.819036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:04.822855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:04.826199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:04.826268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:07.831106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:07.834451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:07.837675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:07.841025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:07.841112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:10.846801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:10.852788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:10.861118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:10.884012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:10.884132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:13.888443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:13.891823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:13.895062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:13.898331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:13.898432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:16.903019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:16.906612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:16.910016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:16.913391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:16.913472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:19.919151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:19.923104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:19.927055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:19.931812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:19.931975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:22.936272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:22.939818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:22.943315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:22.947012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:22.947107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:25.952548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:25.956671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:25.960229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:25.963631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:25.963715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:28.968470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:28.971961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:28.975735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:28.979098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:28.979183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:31.984147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:31.987848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:31.991680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:31.995086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:31.995161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:35.001147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:35.005711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:35.009064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:35.012513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:35.012602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:38.017423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:38.020770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:38.023923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:38.027037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:38.027105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:41.032839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:41.068322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:41.104551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:41.142190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:41.142365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:44.146993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:44.150303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:44.153665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:44.156879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:44.156943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:47.161274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:47.165002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:47.168927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:47.172406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:47.172473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:50.176791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:50.180161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:50.183612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:50.187130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:50.187203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:53.191674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:53.195297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:53.198693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:53.201919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:53.201985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:56.206991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:56.210414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:56.213660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:56.216862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:56.216928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:19:59.221304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:19:59.224631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:19:59.228279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:19:59.231589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:19:59.231658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:02.238153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:02.243074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:02.247688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:02.252455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:02.252605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:05.258399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:05.262075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:05.266644] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:05.271200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:05.271303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:08.276169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:08.279819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:08.283200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:08.286562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:08.286646] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:11.291371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:11.295559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:11.299602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:11.303765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:11.303843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:14.308074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:14.311410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:14.314616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:14.317798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:14.317880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:17.324066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:17.329208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:17.333959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:17.339249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:17.339386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:20.343845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:20.347477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:20.351098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:20.354772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:20.354857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:23.359601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:23.363209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:23.366588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:23.369929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:23.370004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:26.373960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:26.377278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:26.380527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:26.383723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:26.383788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:29.389274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:29.392808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:29.396098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:29.399425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:29.399492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:32.404009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:32.407862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:32.411594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:32.415185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:32.415273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:35.420878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:35.425552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:35.429827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:35.434488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:35.434655] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:38.439112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:38.442889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:38.446471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:38.450312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:38.450405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:41.454709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:41.458703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:41.462344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:41.466004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:41.466070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:44.472045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:44.477161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:44.482060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:44.486967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:44.487061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:47.493206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:47.498323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:47.503315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:47.508089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:47.508195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:50.512786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:50.516535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:50.520180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:50.523670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:50.523739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:53.528446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:53.531983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:53.535968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:53.540201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:53.540283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:56.545606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:56.549357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:56.553631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:56.557258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:56.557355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:20:59.563199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:20:59.568095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:20:59.573322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:20:59.578402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:20:59.578559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:02.583156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:02.587012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:02.590712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:02.594716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:02.594813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:05.599512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:05.603738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:05.607476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:05.611664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:05.611751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:08.616364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:08.620017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:08.623593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:08.627747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:08.628009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:11.632786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:11.636595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:11.640342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:11.644099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:11.644163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:14.649211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:14.652986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:14.656405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:14.659619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:14.659688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:17.664320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:17.667710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:17.670997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:17.674199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:17.674264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:20.679319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:20.682805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:20.686037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:20.689660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:20.689753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:23.694915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:23.698332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:23.701966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:23.705266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:23.705334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:26.712203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:26.717766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:26.723516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:26.729208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:26.729585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:29.734544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:29.738997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:29.742984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:29.747528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:29.747648] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:32.752391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:32.756124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:32.760454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:32.764971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:32.765071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:35.770546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:35.774119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:35.777736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:35.781444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:35.781512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:38.786269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:38.789765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:38.793002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:38.796225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:38.796294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:41.801270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:41.806113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:41.810232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:41.814380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:41.814458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:44.818948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:44.822338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:44.825600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:44.828803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:44.828870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:47.837295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:47.842242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:47.846965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:47.851820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:47.851927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:50.856703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:50.860360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:50.863756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:50.867039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:50.867121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:53.871981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:53.875422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:53.878779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:53.882170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:53.882245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:56.887721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:56.892892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:56.896882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:56.901340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:56.901441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:21:59.908034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:21:59.913422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:21:59.918095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:21:59.922290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:21:59.922386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:02.927242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:02.931225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:02.935049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:02.938734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:02.938815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:05.944532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:05.948494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:05.952049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:05.955494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:05.955559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:08.961481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:08.965353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:08.968916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:08.972772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:08.972885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:11.979018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:11.986497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:11.992217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:11.997562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:11.997718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:15.002275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:15.006048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:15.009559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:15.013199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:15.013279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:18.018070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:18.021748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:18.025046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:18.028265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:18.028364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:21.033666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:21.038001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:21.042483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:21.045909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:21.045975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:24.050492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:24.053810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:24.056997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:24.060145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:24.060211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:27.065164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:27.068725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:27.072093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:27.075243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:27.075339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:30.080299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:30.084112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:30.087414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:30.091253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:30.091349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:33.097242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:33.101941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:33.105947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:33.110897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:33.111028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:36.115553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:36.119485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:36.122989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:36.126878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:36.126974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:39.131544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:39.135022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:39.138331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:39.141656] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:39.141722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:42.146103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:42.150592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:42.155155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:42.159994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:42.160094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:45.164407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:45.167712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:45.170980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:45.174073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:45.174138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:48.178983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:48.182940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:48.186813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:48.191609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:48.191830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:51.196384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:51.199683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:51.203199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:51.206738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:51.206807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:54.211820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:54.215741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:54.219740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:54.223697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:54.223795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:22:57.228469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:22:57.231919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:22:57.235261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:22:57.238485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:22:57.238558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:00.242880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:00.246246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:00.249462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:00.252594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:00.252664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:03.288427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:03.292253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:03.296843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:03.301426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:03.301540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:06.306211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:06.309998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:06.314274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:06.318457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:06.318557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:09.324008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:09.327397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:09.331026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:09.334205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:09.334279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:12.339083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:12.347564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:12.353174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:12.358595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:12.358735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:15.363285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:15.367287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:15.371464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:15.375469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:15.375557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:18.381864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:18.388331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:18.394384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:18.399455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:18.399588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:21.405541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:21.410433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:21.415022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:21.419300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:21.419421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:24.424564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:24.428404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:24.432042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:24.435344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:24.435414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:27.439828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:27.443278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:27.446863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:27.450229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:27.450313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:30.457202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:30.462327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:30.467346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:30.471401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:30.471485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:33.476546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:33.481257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:33.486394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:33.490967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:33.491067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:36.497858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:36.502078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:36.505412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:36.508914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:36.509019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:39.513472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:39.517062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:39.520289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:39.523610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:39.523676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:42.528764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:42.533567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:42.537672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:42.541941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:42.542014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:45.547478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:45.552378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:45.556126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:45.559956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:45.560041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:48.565536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:48.569812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:48.573889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:48.578457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:48.578555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:51.582995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:51.586650] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:51.589970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:51.593172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:51.593240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:54.597701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:54.601405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:54.604947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:54.608422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:54.608500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:23:57.613617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:23:57.617495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:23:57.621370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:23:57.624870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:23:57.624937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:00.630131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:00.635692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:00.641474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:00.648683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:00.648754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:03.652862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:03.679300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:03.716096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:03.750075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:03.750181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:06.754863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:06.758164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:06.761325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:06.764567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:06.764652] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:09.769207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:09.772702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:09.776270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:09.779881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:09.779967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:12.784226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:12.788237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:12.792456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:12.796959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:12.797034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:15.801527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:15.805848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:15.809523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:15.813151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:15.813238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:18.817876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:18.821984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:18.826193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:18.829515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:18.829603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:21.834639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:21.838218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:21.841606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:21.845134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:21.845207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:24.849905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:24.853260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:24.856499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:24.859733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:24.859799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:27.864969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:27.868448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:27.872415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:27.876368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:27.876478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:30.881747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:30.885247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:30.888906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:30.892158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:30.892229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:33.896516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:33.900049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:33.903522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:33.906845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:33.906914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:36.911565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:36.915275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:36.918757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:36.923103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:36.923199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:39.927786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:39.932085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:39.935802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:39.939012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:39.939079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:42.943984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:42.947958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:42.951717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:42.955374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:42.955447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:45.960325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:45.963970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:45.967250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:45.970459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:45.970527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:48.974854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:48.978542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:48.981806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:48.985057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:48.985130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:51.990840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:51.994745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:51.998110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:52.002544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:52.002648] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:55.007263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:55.011456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:55.015419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:55.019286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:55.019392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:24:58.024284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:24:58.027828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:24:58.031048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:24:58.034210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:24:58.034289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:01.040005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:01.043900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:01.047370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:01.051001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:01.051094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:04.055424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:04.058970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:04.063645] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:04.068247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:04.068367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:07.072942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:07.076155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:07.080739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:07.084781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:07.084856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:10.089983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:10.094469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:10.098678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:10.102131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:10.102206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:13.106589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:13.147439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:13.184130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:13.224912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:13.225015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:16.230088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:16.233386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:16.236591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:16.239760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:16.239826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:19.244501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:19.247982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:19.251212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:19.254404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:19.254472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:22.259538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:22.263082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:22.266271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:22.269458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:22.269527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:25.274308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:25.278698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:25.283236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:25.287554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:25.287678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:28.291932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:28.295293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:28.298735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:28.301951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:28.302027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:31.308156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:31.312775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:31.316882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:31.321022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:31.321291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:34.325841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:34.329632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:34.332869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:34.336066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:34.336132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:37.340673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:37.344099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:37.347301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:37.350546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:37.350626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:40.355295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:40.358770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:40.362009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:40.365391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:40.365455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:43.370379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:43.374745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:43.378488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:43.382861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:43.382928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:46.387628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:46.391266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:46.394768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:46.398190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:46.398269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:49.402988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:49.407033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:49.411129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:49.414785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:49.414853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:52.419125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:52.422776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:52.426138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:52.429542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:52.429626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:55.434436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:55.438263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:55.441973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:55.445587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:55.445671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:25:58.450229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:25:58.453600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:25:58.457010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:25:58.460123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:25:58.460186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:01.466313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:01.470209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:01.474327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:01.477932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:01.478026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:04.483113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:04.487115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:04.490764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:04.494390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:04.494483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:07.499416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:07.503635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:07.508302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:07.512992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:07.513083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:10.519713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:10.525314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:10.531137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:10.535458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:10.535562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:13.540060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:13.543851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:13.552166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:13.556667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:13.556736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:16.561279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:16.564771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:16.568857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:16.572253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:16.572342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:19.577373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:19.581495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:19.585469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:19.588792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:19.588857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:22.594107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:22.598472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:22.601933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:22.605476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:22.605545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:25.610961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:25.615023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:25.618645] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:25.622091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:25.622171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:28.626691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:28.630306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:28.633729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:28.636991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:28.637065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:31.641493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:31.645369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:31.649094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:31.652599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:31.652682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:34.657034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:34.660325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:34.663604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:34.666864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:34.666934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:37.671500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:37.675299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:37.678966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:37.684155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:37.684258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:40.688392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:40.691691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:40.695540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:40.699120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:40.699186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:43.704545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:43.709017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:43.714435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:43.718363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:43.718453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:46.723883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:46.727593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:46.731005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:46.734483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:46.734562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:49.739764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:49.743606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:49.747058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:49.750838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:49.750938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:52.754968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:52.758347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:52.761655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:52.764995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:52.765069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:55.770794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:55.774439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:55.778679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:55.782201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:55.782275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:26:58.788253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:26:58.792721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:26:58.797345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:26:58.801671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:26:58.801771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:01.806898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:01.811336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:01.815440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:01.819352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:01.819419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:04.824426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:04.829183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:04.833597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:04.837615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:04.837681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:07.842033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:07.845395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:07.848779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:07.852221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:07.852310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:10.856686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:10.860218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:10.863619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:10.867731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:10.867844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:13.872877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:13.877143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:13.881140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:13.884972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:13.885045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:16.889457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:16.893143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:16.896628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:16.900092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:16.900159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:19.907000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:19.912069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:19.915790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:19.919369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:19.919432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:22.925424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:22.932452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:22.937086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:22.941093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:22.941214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:25.946679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:25.951262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:25.954896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:25.958175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:25.958246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:28.962527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:28.965853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:28.969043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:28.972360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:28.972430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:31.977963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:31.983408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:31.987786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:31.992999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:31.993103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:34.998856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:35.002559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:35.006031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:35.009675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:35.009758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:38.015840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:38.019722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:38.024354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:38.029858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:38.030001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:41.035105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:41.038520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:41.041731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:41.044894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:41.044958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:44.050949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:44.085411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:44.119880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:44.154948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:44.155052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:47.159690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:47.163327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:47.166765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:47.170185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:47.170263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:50.175918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:50.179451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:50.182775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:50.185983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:50.186072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:53.192058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:53.197296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:53.202961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:53.208000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:53.208104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:56.212680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:56.216333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:56.219721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:56.223007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:56.223146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:27:59.228078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:27:59.231843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:27:59.235184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:27:59.238666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:27:59.238770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:02.243305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:02.246958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:02.250357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:02.254144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:02.254239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:05.259382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:05.263510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:05.268241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:05.272595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:05.272690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:08.277355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:08.280822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:08.284300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:08.287493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:08.287561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:11.292414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:11.297470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:11.302480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:11.306842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:11.306928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:14.311970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:14.318066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:14.323461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:14.327358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:14.327422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:17.332764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:17.336881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:17.341137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:17.345674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:17.345761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:20.350514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:20.354139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:20.357765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:20.361233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:20.361315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:23.365972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:23.370311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:23.374493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:23.379844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:23.380025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:26.385175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:26.389095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:26.392505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:26.395626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:26.395694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:29.400391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:29.403620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:29.406736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:29.410995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:29.411111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:32.415267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:32.418735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:32.422206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:32.425543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:32.425639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:35.430467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:35.434211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:35.437920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:35.441618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:35.441702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:38.446631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:38.450429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:38.453984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:38.457478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:38.457562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:41.462137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:41.465795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:41.469067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:41.472275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:41.472340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:44.476705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:44.480841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:44.484800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:44.489199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:44.489292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:47.493469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:47.496813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:47.500036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:47.503247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:47.503320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:50.508171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:50.511730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:50.515119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:50.518485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:50.518552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:53.524478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:53.528444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:53.532081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:53.535635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:53.535723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:56.540419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:56.545103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:56.548769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:56.552778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:56.552864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:28:59.558395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:28:59.563060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:28:59.566963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:28:59.570498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:28:59.570597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:02.575159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:02.579264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:02.583015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:02.586724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:02.586827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:05.592307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:05.596288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:05.600611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:05.604665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:05.604768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:08.610975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:08.615731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:08.619785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:08.623812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:08.623902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:11.629929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:11.634126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:11.639300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:11.644785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:11.644939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:14.649958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:14.654269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:14.657947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:14.662281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:14.662349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:17.668148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:17.673204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:17.677852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:17.681961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:17.682051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:20.686616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:20.690176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:20.693803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:20.697134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:20.697212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:23.702160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:23.705959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:23.709486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:23.712659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:23.712727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:26.716951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:26.720263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:26.723499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:26.726753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:26.726822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:29.731566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:29.735554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:29.739387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:29.744033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:29.744132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:32.749002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:32.752651] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:32.755803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:32.759930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:32.760034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:35.764338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:35.767670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:35.770870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:35.774033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:35.774100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:38.778964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:38.782386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:38.785730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:38.789018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:38.789089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:41.794279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:41.799011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:41.802773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:41.806172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:41.806259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:44.811224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:44.815046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:44.818742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:44.822369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:44.822436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:47.828803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:47.834068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:47.838972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:47.843389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:47.843475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:50.848209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:50.851548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:50.854676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:50.857848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:50.857911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:53.862467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:53.865783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:53.869104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:53.872426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:53.872510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:56.879132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:56.883272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:56.886641] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:56.890609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:56.890705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:29:59.896061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:29:59.900419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:29:59.903760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:29:59.907446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:29:59.907601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:02.911943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:02.915715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:02.919183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:02.922449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:02.922520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:05.926956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:05.930227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:05.933438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:05.937279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:05.937388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:08.942788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:08.946224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:08.949554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:08.953707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:08.953835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:11.958933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:11.962638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:11.965914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:11.969235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:11.969318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:14.975038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:14.979569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:14.983325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:14.987517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:14.987612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:17.992242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:17.995987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:18.001088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:18.005619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:18.005689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:21.010845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:21.015154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:21.018850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:21.022436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:21.022504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:24.026977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:24.030342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:24.033599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:24.036761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:24.036825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:27.041757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:27.045433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:27.049090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:27.052533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:27.052648] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:30.058042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:30.062734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:30.067439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:30.071926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:30.072011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:33.076896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:33.081306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:33.085123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:33.088903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:33.088974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:36.094699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:36.099422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:36.104305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:36.109161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:36.109292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:39.113639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:39.117284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:39.121004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:39.124626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:39.124701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:42.130173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:42.134307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:42.137953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:42.141198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:42.141263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:45.146286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:45.180781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:45.184941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:45.188647] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:45.188726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:48.193126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:48.196411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:48.199701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:48.204392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:48.204634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:51.208619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:51.211872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:51.215063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:51.218156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:51.218220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:54.222565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:54.225944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:54.229332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:54.232682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:54.232754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:30:57.238118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:30:57.242047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:30:57.245479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:30:57.249012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:30:57.249107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:00.253501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:00.256893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:00.260278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:00.263967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:00.264219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:03.269239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:03.272888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:03.276496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:03.280494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:03.280597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:06.285056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:06.288677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:06.292441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:06.296213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:06.296316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:09.300594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:09.303997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:09.307181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:09.310379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:09.310452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:12.315115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:12.318443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:12.321788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:12.325074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:12.325157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:15.329983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:15.333720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:15.337355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:15.341849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:15.341929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:18.346607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:18.350449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:18.354163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:18.357664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:18.357741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:21.362909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:21.366372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:21.369801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:21.372955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:21.373024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:24.377971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:24.381388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:24.384750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:24.388158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:24.388238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:27.392898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:27.396497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:27.399918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:27.403716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:27.403816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:30.409270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:30.413666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:30.419624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:30.425520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:30.425683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:33.430948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:33.435607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:33.440144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:33.443837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:33.443916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:36.449625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:36.453641] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:36.457207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:36.460513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:36.460603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:39.465424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:39.470145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:39.474715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:39.477990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:39.478075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:42.482614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:42.486095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:42.489266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:42.493074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:42.493199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:45.498895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:45.504248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:45.509664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:45.514067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:45.514160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:48.518534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:48.523136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:48.527929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:48.531957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:48.532043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:51.537684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:51.542337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:51.546862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:51.551364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:51.551447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:54.557848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:54.563213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:54.568520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:54.573109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:54.573225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:31:57.578856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:31:57.583308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:31:57.587927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:31:57.592421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:31:57.592505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:00.597829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:00.601996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:00.605710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:00.609459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:00.609547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:03.614045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:03.617414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:03.620713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:03.623959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:03.624043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:06.628447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:06.632042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:06.635480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:06.639081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:06.639182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:09.643413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:09.646815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:09.650184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:09.653376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:09.653448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:12.658372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:12.661974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:12.665421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:12.668898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:12.668976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:15.674366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:15.679874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:15.685420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:15.690733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:15.690976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:18.695746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:18.700853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:18.706387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:18.711732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:18.711863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:21.717793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:21.722530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:21.727023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:21.731556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:21.731667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:24.736813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:24.740587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:24.744122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:24.747744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:24.747843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:27.753108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:27.757648] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:27.762478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:27.766835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:27.766921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:30.771203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:30.774741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:30.777953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:30.781231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:30.781302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:33.785744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:33.790050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:33.794518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:33.797869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:33.797935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:36.803677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:36.807626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:36.811404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:36.815049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:36.815133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:39.820954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:39.825995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:39.829985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:39.833826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:39.833937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:42.839194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:42.843392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:42.846816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:42.850152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:42.850241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:45.854931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:45.867773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:45.873325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:45.879551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:45.879699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:48.883993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:48.887679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:48.891328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:48.894738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:48.894813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:51.899549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:51.902960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:51.906195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:51.909616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:51.909689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:54.914471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:54.919037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:54.922626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:54.926540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:54.926660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:32:57.931927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:32:57.936121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:32:57.940886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:32:57.945751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:32:57.945867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:00.950619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:00.954544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:00.958344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:00.964509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:00.964685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:03.970503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:03.975834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:03.979963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:03.983183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:03.983248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:06.988245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:06.992540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:06.996855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:07.001102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:07.001214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:10.005526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:10.008885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:10.012451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:10.015800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:10.015880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:13.021065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:13.025590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:13.030245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:13.034549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:13.034660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:16.039638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:16.073197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:16.106307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:16.144909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:16.144988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:19.154360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:19.161083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:19.166104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:19.170973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:19.171111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:22.175815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:22.179224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:22.182671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:22.186201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:22.186277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:25.190526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:25.193896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:25.197180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:25.200389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:25.200466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:28.207255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:28.214160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:28.220742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:28.225988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:28.226095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:31.230954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:31.234226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:31.237376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:31.240550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:31.240629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:34.245110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:34.248858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:34.252110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:34.255329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:34.255399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:37.261238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:37.265899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:37.270853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:37.275955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:37.276065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:40.281505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:40.286190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:40.290867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:40.295446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:40.295548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:43.300480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:43.304547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:43.308145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:43.311560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:43.311646] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:46.316185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:46.320187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:46.324279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:46.327912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:46.327985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:49.332731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:49.336864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:49.340894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:49.344353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:49.344436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:52.349157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:52.353352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:52.356975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:52.360499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:52.360600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:55.365228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:55.368721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:55.372614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:55.376040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:55.376106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:33:58.380603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:33:58.383992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:33:58.387249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:33:58.390524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:33:58.390650] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:01.396218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:01.401606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:01.405924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:01.410544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:01.410821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:04.415268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:04.418721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:04.421973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:04.425143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:04.425209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:07.429592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:07.433008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:07.436646] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:07.440849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:07.440971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:10.445981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:10.449420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:10.452709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:10.458454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:10.458701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:13.464122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:13.468530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:13.472540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:13.476980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:13.477097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:16.481946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:16.486035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:16.490102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:16.494037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:16.494115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:19.499361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:19.502976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:19.506372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:19.509752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:19.509820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:22.514747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:22.518149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:22.521460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:22.524717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:22.524791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:25.530562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:25.534350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:25.537908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:25.541410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:25.541491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:28.547158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:28.550927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:28.555562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:28.560234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:28.560318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:31.565167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:31.568762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:31.572129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:31.575750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:31.575841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:34.581137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:34.585249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:34.589013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:34.592942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:34.593066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:37.598539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:37.602670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:37.606286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:37.610101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:37.610389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:40.614428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:40.617686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:40.620914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:40.624081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:40.624158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:43.629132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:43.632767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:43.636468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:43.640109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:43.640194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:46.645062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:46.649808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:46.653967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:46.657670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:46.657738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:49.662622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:49.666126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:49.669614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:49.673164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:49.673228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:52.677618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:52.680981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:52.684145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:52.687306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:52.687372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:55.691831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:55.695201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:55.698605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:55.702043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:55.702110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:34:58.706640] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:34:58.710005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:34:58.713118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:34:58.716191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:34:58.716253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:01.723017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:01.728968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:01.733189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:01.738307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:01.738440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:04.742459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:04.745849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:04.749023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:04.752211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:04.752280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:07.757151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:07.760852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:07.764546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:07.768716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:07.768795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:10.774745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:10.779358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:10.784040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:10.788597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:10.788706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:13.794163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:13.799154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:13.803043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:13.806795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:13.806892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:16.811617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:16.815904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:16.820351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:16.825140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:16.825265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:19.829844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:19.833110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:19.836287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:19.839545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:19.839627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:22.844182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:22.848349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:22.852222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:22.855662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:22.855751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:25.860225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:25.864340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:25.868625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:25.872229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:25.872311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:28.877322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:28.881905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:28.885544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:28.890011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:28.890099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:31.894502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:31.897781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:31.900940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:31.904033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:31.904099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:34.908351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:34.911791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:34.915106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:34.918312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:34.918380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:37.926389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:37.930022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:37.933478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:37.936898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:37.936981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:40.942233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:40.945937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:40.949488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:40.952885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:40.952988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:43.957695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:43.961631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:43.965032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:43.968468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:43.968537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:46.972779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:46.977242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:46.981324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:46.985787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:46.985882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:49.990984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:49.995304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:49.999203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:50.003183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:50.003284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:53.007941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:53.011453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:53.014742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:53.018068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:53.018139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:56.023121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:56.027232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:56.031043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:56.034497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:56.034611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:35:59.040631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:35:59.045364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:35:59.049774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:35:59.053532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:35:59.053639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:02.058876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:02.062365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:02.065519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:02.068646] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:02.068710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:05.073310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:05.077385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:05.081372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:05.085108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:05.085191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:08.090403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:08.095522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:08.099320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:08.102681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:08.102772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:11.107170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:11.110824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:11.114740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:11.118708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:11.118800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:14.124294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:14.129094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:14.133730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:14.138433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:14.138527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:17.143045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:17.176836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:17.183775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:17.187532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:17.187617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:20.194476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:20.200906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:20.206568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:20.211486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:20.211626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:23.219213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:23.223922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:23.227774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:23.231199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:23.231272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:26.236693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:26.241549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:26.245701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:26.251040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:26.251159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:29.255389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:29.258750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:29.261990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:29.265385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:29.265465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:32.270091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:32.273537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:32.276997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:32.281363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:32.281454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:35.285919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:35.289198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:35.292394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:35.295506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:35.295598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:38.300048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:38.303432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:38.306557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:38.309755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:38.309831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:41.316634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:41.321548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:41.326426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:41.330945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:41.331028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:44.335539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:44.338988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:44.342306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:44.345555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:44.345642] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:47.350297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:47.354139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:47.357809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:47.361460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:47.361530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:50.367278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:50.371484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:50.375291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:50.379085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:50.379150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:53.383656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:53.387206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:53.390526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:53.393751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:53.393830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:56.398450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:56.402020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:56.405418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:56.408867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:56.408933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:36:59.413775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:36:59.417701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:36:59.421564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:36:59.425406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:36:59.425501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:02.430891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:02.435633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:02.439258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:02.442591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:02.442678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:05.447501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:05.451557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:05.455293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:05.458954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:05.459054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:08.464399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:08.468413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:08.472143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:08.475798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:08.475885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:11.480270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:11.484445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:11.488430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:11.492070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:11.492154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:14.496715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:14.500287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:14.503985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:14.507309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:14.507378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:17.511781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:17.516027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:17.520168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:17.524084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:17.524156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:20.530128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:20.535111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:20.539312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:20.542800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:20.542874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:23.548053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:23.552094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:23.555772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:23.559532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:23.559635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:26.563999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:26.567783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:26.571234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:26.575150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:26.575261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:29.580121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:29.583603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:29.586832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:29.590147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:29.590215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:32.594855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:32.598091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:32.601996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:32.605750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:32.605816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:35.610234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:35.613700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:35.616941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:35.620253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:35.620320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:38.625889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:38.629842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:38.633339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:38.636974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:38.637046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:41.645950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:41.650722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:41.655376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:41.659958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:41.660048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:44.664425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:44.667655] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:44.670879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:44.674078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:44.674146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:47.678914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:47.682417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:47.685717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:47.689258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:47.689325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:50.694193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:50.697707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:50.701129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:50.704411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:50.704491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:53.709461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:53.713988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:53.719174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:53.724501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:53.724655] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:56.729615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:56.733862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:56.737701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:56.741708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:56.741828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:37:59.747526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:37:59.752248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:37:59.756809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:37:59.761181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:37:59.761312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:02.767279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:02.772429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:02.776555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:02.780192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:02.780264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:05.786403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:05.790703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:05.794653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:05.798364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:05.798434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:08.802929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:08.806612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:08.810284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:08.814639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:08.814785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:11.820108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:11.823742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:11.827241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:11.830856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:11.830938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:14.835044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:14.838718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:14.841991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:14.845483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:14.845546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:17.850357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:17.854321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:17.858309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:17.861529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:17.861609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:20.866906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:20.870650] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:20.874720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:20.878374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:20.878451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:23.883394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:23.887097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:23.891273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:23.895178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:23.895258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:26.899593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:26.903412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:26.906756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:26.910277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:26.910356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:29.914423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:29.919015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:29.923455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:29.927712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:29.927792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:32.932663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:32.936625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:32.940514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:32.944302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:32.944396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:35.948934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:35.953807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:35.957895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:35.961729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:35.961852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:38.966347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:38.970526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:38.973769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:38.976936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:38.977000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:41.981527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:41.985337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:41.988682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:41.992215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:41.992296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:44.997027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:45.004082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:45.007948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:45.011380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:45.011455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:48.016074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:48.019896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:48.023366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:48.026696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:48.026763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:51.031710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:51.035035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:51.039200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:51.044164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:51.044284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:54.049250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:54.052986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:54.056843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:54.062913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:54.063009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:38:57.067758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:38:57.071316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:38:57.074720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:38:57.077849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:38:57.077916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:00.084064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:00.089562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:00.094141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:00.099234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:00.099460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:03.103368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:03.107627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:03.111522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:03.114733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:03.114810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:06.118561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:06.121734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:06.124877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:06.127951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:06.128016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:09.133004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:09.137341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:09.141717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:09.145369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:09.145436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:12.149216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:12.152440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:12.155638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:12.158790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:12.158859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:15.163758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:15.167875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:15.171201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:15.174499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:15.174593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:18.339091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:18.342778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:18.373946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:18.378006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:18.378209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:21.383330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:21.387393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:21.391816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:21.397553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:21.397899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:24.403219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:24.407479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:24.411427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:24.415176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:24.415285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:27.421325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:27.426840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:27.432345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:27.437873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:27.438016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:30.443481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:30.447664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:30.451611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:30.455045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:30.455109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:33.460254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:33.464256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:33.468106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:33.472166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:33.472297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:36.476887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:36.481721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:36.485399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:36.489390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:36.489459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:39.495014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:39.499369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:39.502912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:39.507176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:39.507414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:42.512327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:42.516135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:42.519748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:42.523480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:42.524142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:45.528874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:45.532483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:45.536013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:45.540083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:45.540177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:48.546051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:48.550558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:48.554879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:48.560259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:48.560405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:51.565333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:51.569130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:51.572908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:51.578051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:51.578136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:54.582525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:54.585854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:54.589089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:54.592215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:54.592280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:39:57.598027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:39:57.602917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:39:57.607457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:39:57.611326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:39:57.611419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:00.615644] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:00.619075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:00.622377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:00.625662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:00.625750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:03.631602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:03.636536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:03.641646] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:03.646791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:03.646938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:06.651477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:06.655736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:06.659032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:06.662448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:06.662543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:09.666968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:09.670420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:09.673664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:09.676912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:09.676996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:12.682816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:12.687677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:12.692311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:12.696796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:12.696900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:15.705196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:15.709733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:15.714456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:15.719014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:15.719115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:18.724628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:18.728704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:18.732615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:18.736626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:18.736720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:21.742662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:21.747605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:21.753334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:21.758012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:21.758120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:24.763094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:24.766824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:24.770193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:24.774129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:24.774256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:27.778546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:27.781816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:27.785301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:27.788619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:27.788712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:30.793297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:30.796886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:30.800254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:30.803474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:30.803540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:33.808113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:33.811765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:33.815199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:33.818367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:33.818434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:36.822632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:36.826470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:36.829688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:36.832834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:36.832900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:39.838287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:39.842529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:39.846229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:39.849826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:39.849906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:42.855286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:42.859863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:42.863543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:42.866993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:42.867059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:45.872313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:45.877245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:45.881687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:45.886937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:45.887068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:48.892808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:48.898012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:48.902080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:48.905978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:48.906044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:51.910663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:51.914875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:51.920743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:51.925212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:51.925358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:54.929876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:54.933413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:54.936718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:54.939942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:54.940009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:40:57.944224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:40:57.947511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:40:57.950700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:40:57.953824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:40:57.953889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:00.958410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:00.962275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:00.966200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:00.969866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:00.970044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:03.974497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:03.978056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:03.981306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:03.984525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:03.984633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:06.989561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:06.993480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:06.997237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:07.000807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:07.000874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:10.006143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:10.010470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:10.013979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:10.017170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:10.017239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:13.021887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:13.025116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:13.028208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:13.031300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:13.031364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:16.037270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:16.041523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:16.044930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:16.048075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:16.048140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:19.230931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:19.236691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:19.241504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:19.245873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:19.245987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:22.249705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:22.253009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:22.256899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:22.260319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:22.260396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:25.264259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:25.268068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:25.272244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:25.276937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:25.277024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:28.283120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:28.288308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:28.292242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:28.296233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:28.296339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:31.302390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:31.307495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:31.311837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:31.316442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:31.316543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:34.322193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:34.326531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:34.331005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:34.335352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:34.335541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:37.341476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:37.346238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:37.349866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:37.353365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:37.353544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:40.358553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:40.362221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:40.365920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:40.370036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:40.370130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:43.374725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:43.379958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:43.383696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:43.387410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:43.387504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:46.392685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:46.397449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:46.402269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:46.406348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:46.406458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:49.411885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:49.416348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:49.420297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:49.424073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:49.424137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:52.428618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:52.432307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:52.436223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:52.439668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:52.439737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:55.444067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:55.447600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:55.450873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:55.454045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:55.454117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:41:58.458953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:41:58.462796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:41:58.466527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:41:58.470143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:41:58.470234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:01.475202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:01.480358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:01.484050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:01.487516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:01.487613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:04.492209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:04.496062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:04.500187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:04.503777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:04.503841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:07.508249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:07.511969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:07.516563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:07.521343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:07.521474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:10.526493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:10.530876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:10.534352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:10.537592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:10.537658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:13.542611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:13.546365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:13.549864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:13.553383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:13.553464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:16.558396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:16.561712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:16.565133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:16.568385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:16.568453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:19.573405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:19.577856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:19.582441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:19.588184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:19.588300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:22.593274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:22.597011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:22.600492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:22.604705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:22.604825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:25.609241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:25.612744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:25.616228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:25.619967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:25.620038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:28.624636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:28.628073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:28.631710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:28.635080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:28.635164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:31.641411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:31.646100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:31.650739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:31.655472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:31.655600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:34.660551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:34.664366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:34.668090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:34.671769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:34.671855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:37.677418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:37.681390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:37.685246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:37.688761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:37.688839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:40.694445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:40.698673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:40.702452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:40.706604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:40.706739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:43.711311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:43.715918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:43.719785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:43.723466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:43.723565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:46.728182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:46.731511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:46.734735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:46.737951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:46.738019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:49.745066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:49.751684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:49.755855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:49.759739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:49.759808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:52.765954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:52.770357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:52.775453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:52.780508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:52.780826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:55.785710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:55.789965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:55.794184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:55.798062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:55.798138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:42:58.802617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:42:58.806629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:42:58.810420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:42:58.813873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:42:58.813935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:01.818394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:01.821862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:01.825231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:01.828343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:01.828408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:04.896902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:04.900774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:04.904331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:04.908091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:04.908194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:07.913490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:07.917318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:07.920939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:07.924022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:07.924089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:10.929109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:10.933144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:10.936542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:10.940468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:10.940585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:13.945646] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:13.951344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:13.956332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:13.961189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:13.961297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:16.967127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:16.971212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:16.974827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:16.978408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:16.978483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:19.984486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:19.989404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:19.995441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:20.001226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:20.001416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:23.005992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:23.009807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:23.013331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:23.016716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:23.016782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:26.021632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:26.025501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:26.029449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:26.033056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:26.033138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:29.037850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:29.041435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:29.044651] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:29.047962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:29.048035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:32.052894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:32.056797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:32.060628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:32.064750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:32.064850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:35.068962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:35.072333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:35.076291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:35.080261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:35.080328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:38.085985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:38.090886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:38.095248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:38.100304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:38.100440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:41.105197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:41.109202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:41.113452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:41.117514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:41.117605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:44.123428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:44.127875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:44.131772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:44.136294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:44.136407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:47.141865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:47.145718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:47.149764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:47.155620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:47.155760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:50.162479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:50.166820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:50.170859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:50.175004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:50.175087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:53.179754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:53.183558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:53.186935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:53.191718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:53.191790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:56.196465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:56.200386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:56.203961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:56.207178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:56.207259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:43:59.211733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:43:59.215489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:43:59.219013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:43:59.222838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:43:59.222939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:02.228234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:02.232429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:02.236555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:02.240660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:02.240756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:05.245752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:05.254794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:05.259143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:05.263197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:05.263330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:08.268290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:08.272508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:08.276139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:08.279935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:08.280039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:11.285002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:11.288452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:11.291889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:11.296119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:11.296231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:14.300763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:14.304151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:14.307501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:14.310789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:14.310852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:17.315268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:17.318712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:17.321893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:17.325065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:17.325132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:20.330753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:20.335320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:20.340213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:20.344251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:20.344330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:23.350136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:23.354522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:23.358732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:23.363127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:23.363251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:26.367396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:26.370699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:26.374728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:26.378378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:26.378448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:29.384639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:29.389483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:29.393625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:29.397401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:29.397485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:32.401923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:32.405271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:32.408607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:32.411937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:32.412022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:35.416405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:35.420412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:35.424033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:35.427873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:35.427975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:38.432750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:38.436510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:38.440361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:38.444420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:38.444504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:41.449644] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:41.453811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:41.457502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:41.461331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:41.461430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:44.467037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:44.472534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:44.480656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:44.485743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:44.485880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:47.491866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:47.496861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:47.501655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:47.506384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:47.506487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:50.512464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:50.518278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:50.523590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:50.528030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:50.528113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:53.535183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:53.540855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:53.546013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:53.550830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:53.550926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:56.555653] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:56.559477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:56.563423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:56.567003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:56.567094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:44:59.572173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:44:59.576014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:44:59.579847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:44:59.583542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:44:59.583651] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:02.589027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:02.593264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:02.597348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:02.601613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:02.601712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:05.605968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:05.609484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:05.612791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:05.616053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:05.616120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:08.621127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:08.625085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:08.628391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:08.631862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:08.631929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:11.637768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:11.643824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:11.649611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:11.654892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:11.655040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:14.659756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:14.664297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:14.667994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:14.672871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:14.673078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:17.677536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:17.681547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:17.685320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:17.689035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:17.689126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:20.694713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:20.698434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:20.702138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:20.706524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:20.706600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:23.711604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:23.715091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:23.718551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:23.721997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:23.722077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:26.727625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:26.732156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:26.736214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:26.740754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:26.740901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:29.745013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:29.748236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:29.751435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:29.754606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:29.754674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:32.760157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:32.763759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:32.767017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:32.770424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:32.770508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:35.775657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:35.779101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:35.782394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:35.785865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:35.785941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:38.791974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:38.796585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:38.800692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:38.804009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:38.804090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:41.809810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:41.814798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:41.818807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:41.822284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:41.822366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:44.826958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:44.831504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:44.835124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:44.838451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:44.838516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:47.843239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:47.847115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:47.850713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:47.854110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:47.854180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:50.859000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:50.862687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:50.866737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:50.870651] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:50.870733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:53.876418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:53.881013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:53.885414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:53.889837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:53.889935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:56.895670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:56.900219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:56.904727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:56.909377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:56.909492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:45:59.914468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:45:59.918292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:45:59.921952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:45:59.926150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:45:59.926240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:02.930840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:02.934223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:02.937417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:02.940643] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:02.940708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:05.945852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:05.949720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:05.953514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:05.957228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:05.957319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:08.961626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:08.965182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:08.969637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:08.974097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:08.974197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:11.980475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:11.985968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:11.991454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:11.997311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:11.997474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:15.002184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:15.006024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:15.010473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:15.013968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:15.014050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:18.018612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:18.022346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:18.025998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:18.029300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:18.029365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:21.068627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:21.102848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:21.136800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:21.171163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:21.171277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:24.175940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:24.179756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:24.183539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:24.188040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:24.188139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:27.193247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:27.198948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:27.205070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:27.214816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:27.215041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:30.219362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:30.223850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:30.227852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:30.231094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:30.231158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:33.236383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:33.240114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:33.243371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:33.246587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:33.246675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:36.251515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:36.254867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:36.258048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:36.261309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:36.261389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:39.266149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:39.269494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:39.272922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:39.276232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:39.276316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:42.280494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:42.284175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:42.287781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:42.291081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:42.291162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:45.296078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:45.299405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:45.302610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:45.305763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:45.305830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:48.311437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:48.315615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:48.320702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:48.325215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:48.325322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:51.330883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:51.334946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:51.339075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:51.343505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:51.343599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:54.348374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:54.351902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:54.355200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:54.358783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:54.358853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:46:57.363542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:46:57.367177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:46:57.370448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:46:57.373959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:46:57.374024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:00.378289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:00.381940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:00.385281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:00.388683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:00.388755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:03.394358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:03.399222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:03.403727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:03.408690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:03.408808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:06.413366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:06.418843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:06.423693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:06.428124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:06.428238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:09.434194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:09.439557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:09.445609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:09.449511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:09.449625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:12.458231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:12.463257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:12.467157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:12.471472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:12.471601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:15.476755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:15.481216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:15.484590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:15.488206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:15.488439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:18.493227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:18.497361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:18.501219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:18.505006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:18.505098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:21.511142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:21.515019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:21.518655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:21.522194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:21.522259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:24.527331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:24.530785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:24.533966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:24.537084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:24.537152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:27.542036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:27.545288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:27.549110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:27.552384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:27.552448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:30.556886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:30.560354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:30.563619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:30.566895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:30.566962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:33.572022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:33.576682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:33.580660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:33.584619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:33.584715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:36.588995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:36.592483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:36.595856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:36.599310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:36.599387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:39.604078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:39.607966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:39.611615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:39.615070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:39.615169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:42.620398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:42.624096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:42.627371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:42.630607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:42.630671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:45.635032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:45.638419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:45.642091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:45.645805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:45.645884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:48.650637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:48.654032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:48.657272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:48.660594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:48.660667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:51.665987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:51.671100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:51.676126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:51.680558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:51.680651] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:54.685520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:54.689725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:54.693599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:54.697348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:54.697431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:47:57.703631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:47:57.708205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:47:57.712692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:47:57.716446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:47:57.716542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:00.721068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:00.724603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:00.728704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:00.732283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:00.732355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:03.737476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:03.741006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:03.744079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:03.747151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:03.747217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:06.752473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:06.756194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:06.759547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:06.762783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:06.762855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:09.767213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:09.771211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:09.775111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:09.778774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:09.778863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:12.784007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:12.788152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:12.792070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:12.796038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:12.796136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:15.800924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:15.804720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:15.808601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:15.812121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:15.812187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:18.818002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:18.826077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:18.830806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:18.835015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:18.835108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:21.842114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:21.848202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:21.853175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:21.857491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:21.857557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:24.862267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:24.865921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:24.869369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:24.872817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:24.872893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:27.878007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:27.882469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:27.886091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:27.889348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:27.889412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:30.893795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:30.897184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:30.900590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:30.903738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:30.903804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:33.908147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:33.911761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:33.915136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:33.918559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:33.918651] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:36.923049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:36.926482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:36.929917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:36.933265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:36.933337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:39.937548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:39.941031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:39.944392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:39.947707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:39.947772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:42.952473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:42.956772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:42.960416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:42.963981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:42.964058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:45.970394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:45.975660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:45.979734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:45.983590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:45.983676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:48.988529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:48.992177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:48.996168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:49.000215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:49.000306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:52.005192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:52.044146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:52.078337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:52.120777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:52.120868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:55.125636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:55.129294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:55.132678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:55.136685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:55.136797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:48:58.141184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:48:58.144562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:48:58.149171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:48:58.154078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:48:58.154171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:01.159349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:01.163743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:01.168047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:01.172215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:01.172335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:04.178014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:04.182157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:04.185617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:04.189376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:04.189471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:07.194686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:07.198390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:07.201637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:07.204790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:07.204859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:10.210385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:10.215038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:10.221774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:10.225120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:10.225190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:13.230649] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:13.236125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:13.240797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:13.245850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:13.245977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:16.250984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:16.254174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:16.257295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:16.260386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:16.260450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:19.265303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:19.268878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:19.272158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:19.275359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:19.275443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:22.280719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:22.285516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:22.289797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:22.294035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:22.294123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:25.300063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:25.305349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:25.308939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:25.312184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:25.312258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:28.318168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:28.322155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:28.325469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:28.328841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:28.328909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:31.333481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:31.336966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:31.340269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:31.343395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:31.343460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:34.348383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:34.351828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:34.354994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:34.358133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:34.358198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:37.363137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:37.367046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:37.370495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:37.373686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:37.373749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:40.378454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:40.382641] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:40.386902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:40.391353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:40.391454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:43.397669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:43.402419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:43.407619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:43.412402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:43.412518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:46.417690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:46.421757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:46.425343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:46.429121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:46.429233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:49.433697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:49.437221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:49.440611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:49.443942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:49.444013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:52.449090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:52.453246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:52.458760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:52.463744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:52.463848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:55.468071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:55.471437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:55.474952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:55.478162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:55.478229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:49:58.484080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:49:58.488562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:49:58.494477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:49:58.498333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:49:58.498435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:01.504695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:01.510525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:01.516488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:01.521982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:01.522125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:04.526861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:04.531680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:04.536215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:04.540625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:04.540719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:07.545195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:07.549218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:07.553529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:07.557333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:07.557409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:10.561911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:10.565257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:10.568443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:10.571683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:10.571756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:13.575997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:13.579818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:13.583068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:13.586249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:13.586319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:16.590861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:16.594165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:16.597337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:16.601478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:16.601541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:19.606840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:19.611161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:19.614857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:19.618653] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:19.618722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:22.623851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:22.627812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:22.632047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:22.636420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:22.636519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:25.641563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:25.645304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:25.649384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:25.652782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:25.652860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:28.657687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:28.661132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:28.664950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:28.668551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:28.668630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:31.673602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:31.677297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:31.680952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:31.684433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:31.684515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:34.689420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:34.693601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:34.697249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:34.700674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:34.700741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:37.705931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:37.709772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:37.713386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:37.717690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:37.717800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:40.722738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:40.726479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:40.730337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:40.734195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:40.734283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:43.740357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:43.744152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:43.747566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:43.751042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:43.751123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:46.756912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:46.761623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:46.765639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:46.769783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:46.769891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:49.774759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:49.778303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:49.781781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:49.785256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:49.785320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:52.789971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:52.793842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:52.797605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:52.801605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:52.801678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:55.807032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:55.811422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:55.815700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:55.819133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:55.819221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:50:58.825045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:50:58.830356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:50:58.835049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:50:58.839674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:50:58.839813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:01.845748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:01.851471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:01.855313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:01.858850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:01.858914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:04.863908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:04.867792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:04.871334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:04.875423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:04.875510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:07.881230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:07.886841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:07.892234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:07.898530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:07.899083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:10.903671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:10.907301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:10.910878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:10.914606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:10.914708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:13.920247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:13.923882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:13.927313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:13.930901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:13.930981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:16.937018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:16.941721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:16.946078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:16.950619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:16.950733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:19.955722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:19.959334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:19.962587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:19.965737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:19.965801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:22.971420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:22.975499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:22.979443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:22.983535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:22.983629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:25.990757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:25.995944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:26.000684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:26.005501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:26.005640] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:29.010804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:29.015421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:29.020158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:29.024663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:29.024752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:32.030048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:32.034283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:32.037841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:32.041239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:32.041306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:35.046174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:35.050168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:35.054508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:35.058735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:35.058856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:38.063883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:38.068443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:38.072602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:38.076123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:38.076214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:41.082629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:41.086603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:41.091148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:41.094883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:41.094954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:44.099364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:44.103911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:44.107633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:44.111616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:44.111717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:47.116378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:47.121429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:47.125684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:47.129440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:47.129522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:50.134157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:50.138521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:50.142196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:50.145916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:50.145994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:53.150798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:53.154882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:53.158839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:53.162670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:53.162734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:56.167174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:56.170890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:56.174421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:56.178135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:56.178245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:51:59.182616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:51:59.185947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:51:59.189188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:51:59.192835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:51:59.192913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:02.198721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:02.203694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:02.208039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:02.212358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:02.212456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:05.218285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:05.222262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:05.225560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:05.229044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:05.229111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:08.235205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:08.240790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:08.245044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:08.248616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:08.248703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:11.253380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:11.257056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:11.261184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:11.265382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:11.265491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:14.269983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:14.273477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:14.277026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:14.280602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:14.280690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:17.284933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:17.289105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:17.292635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:17.296802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:17.296900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:20.302468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:20.306006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:20.311625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:20.317011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:20.317098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:23.323395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:23.327373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:23.331171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:23.335328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:23.335402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:26.339936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:26.343502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:26.347118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:26.351702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:26.351797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:29.356554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:29.360186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:29.363656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:29.366998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:29.367064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:32.373433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:32.378127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:32.382009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:32.385908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:32.385990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:35.390652] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:35.393915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:35.397221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:35.400505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:35.400585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:38.405119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:38.409875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:38.414778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:38.419200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:38.419280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:41.424602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:41.429192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:41.432835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:41.436402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:41.436480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:44.441794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:44.445307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:44.448446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:44.451777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:44.451852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:47.456360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:47.459957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:47.463268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:47.467743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:47.467838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:50.472292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:50.477050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:50.481194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:50.484765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:50.484864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:53.490076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:53.494877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:53.499005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:53.503225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:53.503289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:56.507838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:56.511493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:56.514820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:56.517971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:56.518036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:52:59.522368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:52:59.525702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:52:59.528836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:52:59.531939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:52:59.532004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:02.538912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:02.545138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:02.551160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:02.556159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:02.556264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:05.592520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:05.596943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:05.600721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:05.604733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:05.605020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:08.611722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:08.615904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:08.619321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:08.622847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:08.622911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:11.627541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:11.631208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:11.634649] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:11.638086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:11.638168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:14.643889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:14.648669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:14.653883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:14.658258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:14.658368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:17.662823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:17.666187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:17.669482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:17.672667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:17.672748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:20.678774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:20.684395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:20.689299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:20.694658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:20.694773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:23.701049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:23.708049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:23.714339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:23.721055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:23.721146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:26.727326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:26.731873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:26.736883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:26.741694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:26.741761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:29.748006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:29.752189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:29.755769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:29.759375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:29.759453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:32.763753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:32.767308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:32.770938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:32.774491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:32.774594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:35.778872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:35.782907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:35.787332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:35.790727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:35.790793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:38.795596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:38.799788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:38.803861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:38.807948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:38.808064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:41.814084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:41.818703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:41.823171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:41.827663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:41.827775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:44.832135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:44.835544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:44.838932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:44.842293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:44.842360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:47.846912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:47.850709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:47.854777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:47.859033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:47.859149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:50.863806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:50.867967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:50.872191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:50.876163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:50.876267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:53.883464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:53.891961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:53.898299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:53.903232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:53.903301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:56.909213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:56.913074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:56.916997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:56.920594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:56.920671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:53:59.925653] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:53:59.930536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:53:59.935269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:53:59.939769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:53:59.939854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:02.944608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:02.949130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:02.953050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:02.957222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:02.957326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:05.962932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:05.967785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:05.972781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:05.977420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:05.977548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:08.982670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:08.987921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:08.992509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:08.996736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:08.996847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:12.001635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:12.005095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:12.008648] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:12.011991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:12.012057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:15.016887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:15.020642] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:15.024134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:15.027554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:15.027677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:18.032749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:18.036779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:18.040629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:18.044156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:18.044233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:21.049238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:21.054192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:21.059595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:21.064126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:21.064253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:24.235635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:24.271188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:24.307142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:24.340821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:24.340925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:27.345438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:27.351765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:27.355122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:27.358647] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:27.358718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:30.363034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:30.366980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:30.370621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:30.374055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:30.374136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:33.379004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:33.383254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:33.387039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:33.391229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:33.391346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:36.397316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:36.400907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:36.404341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:36.407882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:36.407965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:39.413287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:39.417564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:39.422112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:39.425732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:39.425817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:42.431548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:42.435487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:42.439259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:42.443006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:42.443130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:45.447645] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:45.451670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:45.455249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:45.458796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:45.458878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:48.464794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:48.468703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:48.472396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:48.475949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:48.476038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:51.481163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:51.484971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:51.488606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:51.492261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:51.492336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:54.497689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:54.501805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:54.505472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:54.510454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:54.510540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:54:57.515617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:54:57.519133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:54:57.522783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:54:57.525971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:54:57.526040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:00.531604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:00.535765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:00.539113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:00.542451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:00.542624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:03.547192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:03.551938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:03.555289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:03.558564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:03.558663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:06.563219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:06.566551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:06.569784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:06.572884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:06.572946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:09.577330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:09.580710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:09.584465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:09.587878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:09.587953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:12.593601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:12.598620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:12.602804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:12.606705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:12.606806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:15.611449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:15.615361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:15.618966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:15.622789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:15.622902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:18.629516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:18.635034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:18.640557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:18.646440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:18.646634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:21.651185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:21.654819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:21.659635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:21.664664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:21.664773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:24.669505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:24.673386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:24.677122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:24.680815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:24.680882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:27.685400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:27.689096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:27.692568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:27.695886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:27.695957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:30.700318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:30.703607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:30.707207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:30.710520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:30.710607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:33.715236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:33.719742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:33.723462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:33.726667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:33.726734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:36.733947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:36.738170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:36.741743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:36.744980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:36.745046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:39.751539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:39.755597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:39.760012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:39.764421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:39.764496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:42.771102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:42.774962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:42.778454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:42.781933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:42.782011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:45.787714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:45.791929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:45.796017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:45.800206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:45.800328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:48.805854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:48.810189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:48.814882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:48.819535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:48.819676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:51.825167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:51.828940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:51.832374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:51.835624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:51.835695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:54.842464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:54.846515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:54.850865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:54.855584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:54.855717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:55:57.860383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:55:57.863952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:55:57.867517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:55:57.870850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:55:57.870936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:00.875805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:00.880107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:00.884037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:00.887321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:00.887390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:03.892701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:03.897272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:03.901417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:03.905646] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:03.905736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:06.911496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:06.915816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:06.920874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:06.925034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:06.925107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:09.929404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:09.933024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:09.937090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:09.940961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:09.941038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:12.945899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:12.949616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:12.953643] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:12.957302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:12.957387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:15.963104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:15.968016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:15.972928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:15.977599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:15.977710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:18.983844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:18.988941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:18.992408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:18.995603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:18.995675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:22.000121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:22.003743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:22.007219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:22.010615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:22.010686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:25.175420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:25.180008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:25.214419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:25.249843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:25.249972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:28.254635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:28.258123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:28.261934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:28.265745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:28.265836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:31.270416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:31.273842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:31.277256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:31.280687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:31.280749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:34.285849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:34.289629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:34.293226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:34.296531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:34.296612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:37.301962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:37.305964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:37.310739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:37.315483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:37.315593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:40.320641] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:40.324269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:40.327502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:40.330824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:40.330887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:43.335451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:43.338994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:43.342885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:43.346470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:43.346549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:46.351001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:46.355020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:46.358440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:46.362947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:46.363087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:49.367514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:49.371065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:49.374757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:49.379707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:49.379935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:52.384246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:52.387846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:52.391802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:52.395627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:52.395725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:55.402420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:55.408137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:55.414104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:55.419073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:55.419157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:56:58.423496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:56:58.426763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:56:58.429933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:56:58.433120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:56:58.433186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:01.437839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:01.441403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:01.444764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:01.448218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:01.448301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:04.454321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:04.460777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:04.466566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:04.473461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:04.473697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:07.480256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:07.485874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:07.494740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:07.499320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:07.499450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:10.505052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:10.508758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:10.513201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:10.517934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:10.518047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:13.523127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:13.526631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:13.529791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:13.532899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:13.532965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:16.537839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:16.541950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:16.546298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:16.550068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:16.550134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:19.555188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:19.560088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:19.563903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:19.568025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:19.568103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:22.572408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:22.576063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:22.580417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:22.585139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:22.585242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:25.591077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:25.595274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:25.599594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:25.603382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:25.603449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:28.608034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:28.611357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:28.614626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:28.618363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:28.618429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:31.622940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:31.626465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:31.630760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:31.634389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:31.634468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:34.639688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:34.643369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:34.647737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:34.651998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:34.652121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:37.657553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:37.661760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:37.665054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:37.668176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:37.668240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:40.672727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:40.676231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:40.679532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:40.683014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:40.683090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:43.687898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:43.691592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:43.694859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:43.698040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:43.698106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:46.703047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:46.707238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:46.711418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:46.715430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:46.715535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:49.723622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:49.727546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:49.731045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:49.734355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:49.734442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:52.739116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:52.742835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:52.746447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:52.750430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:52.750533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:55.755641] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:55.759921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:55.763755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:55.767428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:55.767499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:57:58.771944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:57:58.775324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:57:58.778607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:57:58.781821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:57:58.781894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:01.788080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:01.791939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:01.795295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:01.798880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:01.798970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:04.804869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:04.809169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:04.812943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:04.816913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:04.816993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:07.821325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:07.824910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:07.828252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:07.831664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:07.831732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:10.836277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:10.839746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:10.842930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:10.846119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:10.846184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:13.851192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:13.855004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:13.859057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:13.862857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:13.862933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:16.868536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:16.872428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:16.875927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:16.880562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:16.880687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:19.885308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:19.888863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:19.892278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:19.895684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:19.895755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:22.900661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:22.905784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:22.910521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:22.913769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:22.913847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:25.919689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:25.924233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:25.928353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:25.932055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:25.932118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:28.937026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:28.940942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:28.945339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:28.949221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:28.949307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:31.954227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:31.957936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:31.961393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:31.964798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:31.964880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:34.969690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:34.972993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:34.976593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:34.979778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:34.979840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:37.984025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:37.987711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:37.991368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:37.995032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:37.995120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:40.999756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:41.003267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:41.006521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:41.009710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:41.009773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:44.014220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:44.017519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:44.020757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:44.023911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:44.023979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:47.029106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:47.033124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:47.036702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:47.040213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:47.040297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:50.045428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:50.049467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:50.053657] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:50.057539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:50.057665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:53.062182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:53.066014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:53.069755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:53.073516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:53.073637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:56.253924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:56.288164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:56.322937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:56.356923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:56.357013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:58:59.361492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:58:59.365306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:58:59.369016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:58:59.372436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:58:59.372513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:02.376804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:02.380152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:02.383356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:02.386541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:02.386626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:05.391428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:05.395281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:05.398951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:05.402989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:05.403118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:08.407642] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:08.411673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:08.415119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:08.418433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:08.418518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:11.423357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:11.427235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:11.431811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:11.436778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:11.436912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:14.442380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:14.446795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:14.451084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:14.454756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:14.454859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:17.461472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:17.466845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:17.471529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:17.475898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:17.476004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:20.482004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:20.486287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:20.490065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:20.493618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:20.493692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:23.498439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:23.501843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:23.505001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:23.508374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:23.508457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:26.513394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:26.517396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:26.523279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:26.527675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:26.527756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:29.531970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:29.535401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:29.538703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:29.542267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:29.542344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:32.547398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:32.551566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:32.555080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:32.558334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:32.558401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:35.563461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:35.567068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:35.570451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:35.573842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:35.573908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:38.578702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:38.582217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:38.585482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:38.588849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:38.588915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:41.593555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:41.597800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:41.603833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:41.609445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:41.609557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:44.614207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:44.618438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:44.621975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:44.625406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:44.625496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:47.631221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:47.635501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:47.639501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:47.643097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:47.643212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:50.647960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:50.651424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:50.654976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:50.658438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:50.658503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:53.662974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:53.666401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:53.669953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:53.673346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:53.673446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:56.678527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:56.682421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:56.686305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:56.690494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:56.690565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T17:59:59.695016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T17:59:59.698969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T17:59:59.702624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T17:59:59.706609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T17:59:59.706711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:02.711489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:02.715784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:02.719836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:02.723518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:02.723622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:05.730823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:05.736965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:05.743334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:05.748496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:05.748618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:08.753385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:08.757614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:08.761993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:08.767027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:08.767139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:11.773861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:11.778023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:11.783494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:11.789142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:11.789349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:14.795435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:14.799242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:14.802802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:14.806649] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:14.806777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:17.812480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:17.816773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:17.821132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:17.826013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:17.826176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:20.831113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:20.834454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:20.837684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:20.840887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:20.840953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:23.845896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:23.850164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:23.853709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:23.856969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:23.857035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:26.862288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:26.866261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:26.869896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:26.873449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:26.873518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:29.877903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:29.881495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:29.884775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:29.887965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:29.888031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:32.892893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:32.896271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:32.899651] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:32.903255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:32.903367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:35.908129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:35.911695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:35.915286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:35.918665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:35.918738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:38.925013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:38.931152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:38.937080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:38.944125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:38.944263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:41.949372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:41.953283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:41.956708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:41.959889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:41.959955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:44.964824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:44.968461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:44.971992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:44.975261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:44.975331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:47.980661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:47.984420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:47.988029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:47.992389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:47.992486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:50.997866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:51.001674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:51.005086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:51.008356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:51.008426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:54.013849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:54.017480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:54.021024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:54.024981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:54.025052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:00:57.093556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:00:57.128755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:00:57.162869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:00:57.196960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:00:57.197059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:00.201999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:00.208473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:00.212927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:00.216742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:00.216814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:03.221303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:03.224794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:03.228092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:03.231377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:03.231448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:06.237159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:06.244911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:06.250207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:06.255267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:06.255393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:09.261154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:09.265345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:09.269255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:09.272895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:09.272983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:12.277450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:12.280989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:12.284259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:12.287481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:12.287552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:15.292646] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:15.295985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:15.299514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:15.302802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:15.302865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:18.307426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:18.310906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:18.314038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:18.318075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:18.318173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:21.322346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:21.325804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:21.329098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:21.332294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:21.332361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:24.337163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:24.341638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:24.345920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:24.349999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:24.350104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:27.356220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:27.360814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:27.365922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:27.370328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:27.370428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:30.375464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:30.379454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:30.383371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:30.387261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:30.387367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:33.393720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:33.397888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:33.402817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:33.407789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:33.407889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:36.413261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:36.417515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:36.421533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:36.425140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:36.425217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:39.431122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:39.436059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:39.440612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:39.445002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:39.445106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:42.450463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:42.454788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:42.458541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:42.462504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:42.462603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:45.467054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:45.470809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:45.474231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:45.477926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:45.478024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:48.483035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:48.486518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:48.490406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:48.493793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:48.493869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:51.498494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:51.502436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:51.506367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:51.509916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:51.510005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:54.515120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:54.518937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:54.522874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:54.526615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:54.526718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:01:57.532907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:01:57.537727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:01:57.542158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:01:57.546436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:01:57.546512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:00.551947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:00.555160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:00.558523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:00.561759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:00.561822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:03.566670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:03.570524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:03.574466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:03.578239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:03.578354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:06.583020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:06.587875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:06.592812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:06.597297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:06.597398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:09.602522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:09.606194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:09.609959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:09.613854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:09.613957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:12.618393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:12.622610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:12.626294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:12.630098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:12.630172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:15.634428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:15.637703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:15.640867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:15.643970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:15.644037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:18.648957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:18.652945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:18.656338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:18.659885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:18.659977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:21.666499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:21.671228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:21.676468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:21.682194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:21.682363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:24.687564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:24.691303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:24.694931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:24.698404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:24.698479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:27.705001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:27.709867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:27.715208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:27.719487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:27.719608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:30.725686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:30.729218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:30.732848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:30.737049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:30.737133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:33.742461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:33.746409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:33.750853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:33.755414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:33.755520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:36.760001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:36.763802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:36.767459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:36.771247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:36.771341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:39.777497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:39.781745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:39.785897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:39.789991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:39.790127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:42.796685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:42.801554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:42.806283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:42.810936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:42.811043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:45.815957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:45.821409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:45.826455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:45.831286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:45.831395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:48.837201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:48.841042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:48.845708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:48.850278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:48.850356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:51.855505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:51.859134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:51.862315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:51.865544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:51.865624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:54.870640] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:54.874286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:54.877799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:54.881657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:54.881758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:02:57.886727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:02:57.891157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:02:57.896079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:02:57.900426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:02:57.900536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:00.905386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:00.909118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:00.912841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:00.916288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:00.916368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:03.921789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:03.925421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:03.929177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:03.932480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:03.932548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:06.937213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:06.940523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:06.944331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:06.947931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:06.947996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:09.952520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:09.956827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:09.961439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:09.965924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:09.966021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:12.972607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:12.978148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:12.984064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:12.989207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:12.989303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:15.993588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:15.997016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:16.001300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:16.005766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:16.005861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:19.011450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:19.014923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:19.019252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:19.023508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:19.023647] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:22.028260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:22.032198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:22.035608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:22.039077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:22.039146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:25.043517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:25.047176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:25.051880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:25.056214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:25.056319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:28.232009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:28.267550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:28.303127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:28.333765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:28.333848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:31.339592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:31.345353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:31.349608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:31.354792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:31.354926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:34.360286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:34.363538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:34.366723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:34.370950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:34.371039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:37.376022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:37.380663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:37.384782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:37.388866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:37.388958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:40.393426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:40.398166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:40.402904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:40.407090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:40.407176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:43.412663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:43.417246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:43.421602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:43.425385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:43.425463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:46.430642] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:46.434776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:46.438236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:46.441450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:46.441515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:49.446300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:49.450165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:49.453846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:49.457019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:49.457084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:52.463701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:52.468343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:52.473350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:52.478234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:52.478345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:55.484819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:55.488812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:55.492123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:55.495669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:55.495930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:03:58.501946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:03:58.507514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:03:58.512218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:03:58.516491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:03:58.516560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:01.521585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:01.525002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:01.528489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:01.531783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:01.531849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:04.536657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:04.540793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:04.544607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:04.548367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:04.548450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:07.553050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:07.557074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:07.560733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:07.564547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:07.564649] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:10.569754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:10.573386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:10.578053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:10.583216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:10.583367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:13.589036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:13.593470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:13.597783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:13.601361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:13.601452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:16.606423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:16.611614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:16.617262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:16.622814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:16.622950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:19.628627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:19.633954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:19.639022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:19.643520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:19.643636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:22.649397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:22.653971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:22.658968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:22.663967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:22.664113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:25.668841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:25.672554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:25.675992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:25.679157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:25.679223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:28.685345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:28.690838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:28.695720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:28.699942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:28.700020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:31.706114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:31.710688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:31.714937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:31.718700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:31.718789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:34.723624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:34.728235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:34.732274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:34.737045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:34.737295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:37.743134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:37.748485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:37.753760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:37.758981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:37.759113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:40.763874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:40.767479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:40.771256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:40.774812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:40.774890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:43.780830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:43.784852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:43.788403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:43.792127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:43.792199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:46.799002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:46.803997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:46.807899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:46.811603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:46.811686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:49.816103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:49.819606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:49.823030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:49.826388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:49.826466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:52.831493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:52.836003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:52.839735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:52.843270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:52.843344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:55.847637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:55.851682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:55.855433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:55.859154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:55.859228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:04:58.864451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:04:58.868471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:04:58.872296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:04:58.876017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:04:58.876083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:01.880967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:01.885196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:01.889226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:01.893195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:01.893283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:04.903451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:04.909446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:04.915548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:04.921665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:04.921816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:07.928211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:07.933650] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:07.938337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:07.943390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:07.943597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:10.947842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:10.951757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:10.955226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:10.958448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:10.958513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:13.965134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:13.971015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:13.975621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:13.980104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:13.980213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:16.987171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:16.992040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:16.995772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:16.998937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:16.999003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:20.003861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:20.007870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:20.011714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:20.015280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:20.015377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:23.019930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:23.023390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:23.027296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:23.031200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:23.031307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:26.037484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:26.041815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:26.045583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:26.048906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:26.048975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:29.119238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:29.156090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:29.193230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:29.228481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:29.228611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:32.234742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:32.239290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:32.243495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:32.248796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:32.248991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:35.254237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:35.257872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:35.261559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:35.264808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:35.264872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:38.269848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:38.274459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:38.278469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:38.282095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:38.282180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:41.288638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:41.293045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:41.297555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:41.302844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:41.303047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:44.308677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:44.312923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:44.316237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:44.319845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:44.319917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:47.324400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:47.327767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:47.331107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:47.334388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:47.334453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:50.338927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:50.342364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:50.345720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:50.350146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:50.350252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:53.356488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:53.361118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:53.364744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:53.368821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:53.368902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:56.374507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:56.378259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:56.382745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:56.386798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:56.386897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:05:59.392153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:05:59.396442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:05:59.400286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:05:59.404615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:05:59.404719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:02.409282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:02.412737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:02.416214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:02.419751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:02.419837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:05.424431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:05.427749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:05.431965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:05.435663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:05.435747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:08.440988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:08.444898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:08.448424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:08.451934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:08.452013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:11.457122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:11.460877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:11.464265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:11.467764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:11.467846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:14.472980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:14.477515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:14.481759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:14.486015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:14.486144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:17.491292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:17.495733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:17.499750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:17.503115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:17.503189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:20.507851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:20.511823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:20.515294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:20.518625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:20.518698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:23.524330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:23.528600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:23.532319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:23.536104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:23.536213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:26.540727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:26.544106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:26.547363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:26.550650] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:26.550716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:29.555688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:29.559372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:29.563435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:29.568106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:29.568226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:32.573996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:32.578457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:32.583311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:32.588044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:32.588141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:35.593963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:35.598089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:35.602031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:35.606931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:35.607050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:38.612086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:38.616002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:38.620364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:38.624782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:38.624896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:41.629463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:41.632832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:41.635983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:41.642319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:41.642392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:44.647003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:44.650955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:44.654690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:44.658565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:44.658683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:47.664238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:47.668454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:47.672123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:47.675297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:47.675364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:50.679901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:50.683681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:50.687278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:50.690879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:50.690958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:53.695725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:53.699553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:53.703440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:53.706825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:53.706889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:56.712193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:56.715688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:56.719216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:56.722630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:56.722695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:06:59.727937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:06:59.732190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:06:59.735821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:06:59.739351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:06:59.739415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:02.744159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:02.748384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:02.752497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:02.756506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:02.756631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:05.761857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:05.765769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:05.770013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:05.773398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:05.773464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:08.778022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:08.782249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:08.786039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:08.789733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:08.789812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:11.796126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:11.801362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:11.806458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:11.811422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:11.811532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:14.816433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:14.821089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:14.826073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:14.832212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:14.832344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:17.838070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:17.842796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:17.848885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:17.855137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:17.855356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:20.860234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:20.863934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:20.867495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:20.871191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:20.871283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:23.875699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:23.879081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:23.882383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:23.886445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:23.886595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:26.892337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:26.896798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:26.900191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:26.904273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:26.904400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:29.911985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:29.916703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:29.932163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:29.937190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:29.937293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:32.941767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:32.945599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:32.949237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:32.952879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:32.952974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:35.957370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:35.961215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:35.964767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:35.968854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:35.968945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:38.973406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:38.976967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:38.980880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:38.984296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:38.984380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:41.989004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:41.992970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:41.996861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:42.000758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:42.000838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:45.005882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:45.009694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:45.013661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:45.016903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:45.016991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:48.021475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:48.025861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:48.029715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:48.033255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:48.033337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:51.037466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:51.041822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:51.045210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:51.048848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:51.048911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:54.053493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:54.057136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:54.060721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:54.064150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:54.064220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:07:57.069399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:07:57.073280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:07:57.076546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:07:57.080211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:07:57.080293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:00.151496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:00.156062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:00.192169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:00.227558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:00.227697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:03.232513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:03.236040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:03.239512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:03.242783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:03.242864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:06.247325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:06.250828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:06.254225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:06.257520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:06.257624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:09.263507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:09.268499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:09.273296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:09.278109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:09.278208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:12.282855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:12.286961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:12.290866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:12.294057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:12.294122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:15.298799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:15.302243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:15.306132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:15.310159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:15.310252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:18.314591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:18.317835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:18.321017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:18.324206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:18.324272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:21.328468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:21.332712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:21.336295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:21.340076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:21.340144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:24.344688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:24.348612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:24.352334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:24.355621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:24.355688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:27.359990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:27.363334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:27.366461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:27.369747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:27.369817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:30.375015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:30.379116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:30.383175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:30.387172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:30.387272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:33.391627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:33.395131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:33.398434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:33.401639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:33.401710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:36.406375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:36.409954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:36.413918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:36.417845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:36.417920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:39.422192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:39.425515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:39.428727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:39.431879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:39.431943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:42.437042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:42.441954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:42.445951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:42.450700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:42.450824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:45.455293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:45.458640] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:45.461909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:45.465205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:45.465276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:48.469973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:48.474885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:48.479555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:48.484008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:48.484103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:51.490049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:51.494778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:51.499557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:51.504329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:51.504453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:54.509208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:54.513331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:54.517072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:54.520310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:54.520375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:08:57.524677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:08:57.528042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:08:57.531329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:08:57.534600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:08:57.534667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:00.539637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:00.544604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:00.548687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:00.552890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:00.552997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:03.557265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:03.560563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:03.564381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:03.568277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:03.568386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:06.573134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:06.576986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:06.580917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:06.584896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:06.585011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:09.589682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:09.593708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:09.597538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:09.601321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:09.601390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:12.608035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:12.612700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:12.617695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:12.622786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:12.622943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:15.629270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:15.633754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:15.638300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:15.642686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:15.642786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:18.648795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:18.654334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:18.659990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:18.665684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:18.665821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:21.670158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:21.673883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:21.677866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:21.681127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:21.681197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:24.686936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:24.691713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:24.696253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:24.701318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:24.701427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:27.706533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:27.710786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:27.714283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:27.717504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:27.717567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:30.722546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:30.726696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:30.730759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:30.735377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:30.735501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:33.739716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:33.743358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:33.747210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:33.750810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:33.750883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:36.756313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:36.759641] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:36.762960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:36.766216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:36.766283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:39.771055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:39.774467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:39.777711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:39.781554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:39.781693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:42.786940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:42.791137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:42.795353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:42.799379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:42.799479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:45.804251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:45.807470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:45.810597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:45.813695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:45.813761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:48.820067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:48.824861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:48.828201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:48.831764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:48.831870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:51.837618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:51.841933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:51.845615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:51.850004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:51.850128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:54.855066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:54.859301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:54.863639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:54.868834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:54.868998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:09:57.875073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:09:57.880046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:09:57.884801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:09:57.889464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:09:57.889645] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:00.896338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:00.900609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:00.904323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:00.908242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:00.908358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:03.914211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:03.917909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:03.921542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:03.925184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:03.925260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:06.929538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:06.933061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:06.936458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:06.940089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:06.940153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:09.944820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:09.948281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:09.952118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:09.955591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:09.955658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:12.960249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:12.963478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:12.967023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:12.970889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:12.970993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:15.976750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:15.981536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:15.985255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:15.989409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:15.989559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:18.994816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:18.999005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:19.003509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:19.007968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:19.008045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:22.012518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:22.015995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:22.021971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:22.026914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:22.027059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:25.032115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:25.035704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:25.039114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:25.042873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:25.042947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:28.047766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:28.051056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:28.054284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:28.057456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:28.057524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:31.063144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:31.099501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:31.134023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:31.167976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:31.168093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:34.173154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:34.176639] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:34.179981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:34.183833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:34.183931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:37.189671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:37.193557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:37.197863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:37.202391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:37.202467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:40.207000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:40.211113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:40.215107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:40.219031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:40.219118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:43.223524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:43.226955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:43.230468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:43.233821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:43.233906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:46.239738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:46.244393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:46.249152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:46.253812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:46.253918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:49.258824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:49.262463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:49.266162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:49.269824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:49.269933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:52.276100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:52.281120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:52.285533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:52.290217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:52.290300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:55.294882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:55.298301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:55.301627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:55.305012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:55.305082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:10:58.309814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:10:58.314188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:10:58.317968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:10:58.321868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:10:58.321979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:01.327359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:01.333189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:01.338015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:01.343016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:01.343112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:04.347834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:04.352763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:04.357810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:04.362630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:04.362732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:07.367391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:07.370852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:07.374301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:07.377602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:07.377667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:10.382472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:10.387003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:10.391678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:10.395915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:10.395991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:13.400626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:13.405017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:13.408828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:13.412171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:13.412236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:16.416953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:16.420505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:16.423877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:16.427090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:16.427156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:19.433506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:19.438719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:19.443852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:19.448624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:19.448722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:22.454094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:22.457995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:22.461527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:22.464931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:22.465009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:25.469862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:25.473909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:25.477144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:25.480397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:25.480464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:28.485091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:28.488434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:28.492297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:28.495847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:28.495914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:31.501471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:31.505590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:31.509240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:31.513602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:31.513670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:34.518446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:34.522628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:34.526783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:34.531010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:34.531102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:37.535484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:37.539092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:37.542604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:37.546336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:37.546418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:40.550650] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:40.554121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:40.557251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:40.560378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:40.560443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:43.564877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:43.568543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:43.572094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:43.575257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:43.575321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:46.579372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:46.582597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:46.585780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:46.590216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:46.590282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:49.594696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:49.598130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:49.601865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:49.605111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:49.605182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:52.609904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:52.613915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:52.617962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:52.621875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:52.621987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:55.626820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:55.630787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:55.635232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:55.639766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:55.639845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:11:58.644293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:11:58.647590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:11:58.650738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:11:58.653977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:11:58.654058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:01.662201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:01.666696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:01.670854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:01.674971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:01.675037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:04.679402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:04.684354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:04.688343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:04.691862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:04.691957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:07.696843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:07.701891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:07.705132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:07.708398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:07.708464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:10.714227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:10.718119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:10.723210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:10.727864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:10.727989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:13.732349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:13.735800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:13.739474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:13.742703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:13.742769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:16.748270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:16.752613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:16.756320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:16.760386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:16.760474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:19.766857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:19.772788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:19.778149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:19.782266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:19.782346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:22.787685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:22.791476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:22.795077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:22.798842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:22.798932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:25.803971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:25.808723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:25.813104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:25.816481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:25.816558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:28.821313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:28.825312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:28.829103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:28.832823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:28.832921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:31.837787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:31.841828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:31.846162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:31.850181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:31.850260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:34.854823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:34.858917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:34.862745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:34.866277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:34.866350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:37.871054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:37.875814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:37.879256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:37.882695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:37.882791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:40.887377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:40.891173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:40.894564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:40.898423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:40.898514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:43.903506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:43.907491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:43.910926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:43.914357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:43.914421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:46.919354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:46.922998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:46.927131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:46.931072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:46.931144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:49.935413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:49.939340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:49.942910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:49.946902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:49.946972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:52.951813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:52.955834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:52.959279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:52.962739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:52.962804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:55.968554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:55.972313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:55.975793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:55.979085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:55.979149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:12:58.983470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:12:58.986889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:12:58.992199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:12:58.995556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:12:58.995641] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:02.002564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:02.008379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:02.014115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:02.019561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:02.019713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:05.024946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:05.028810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:05.033600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:05.038885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:05.039003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:08.043307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:08.046989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:08.050246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:08.053548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:08.053638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:11.059861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:11.063817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:11.067704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:11.071215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:11.071280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:14.075536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:14.079072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:14.082379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:14.085740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:14.085811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:17.090460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:17.093818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:17.097390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:17.102368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:17.102466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:20.106988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:20.111060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:20.115152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:20.118783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:20.118873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:23.124206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:23.128697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:23.132936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:23.137334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:23.137410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:26.142105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:26.145633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:26.148920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:26.152293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:26.152377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:29.157336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:29.160801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:29.164233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:29.167416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:29.167486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:32.173516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:32.178063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:32.182610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:32.186913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:32.186992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:35.191510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:35.195235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:35.198595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:35.201807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:35.201873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:38.206522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:38.209925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:38.213344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:38.216551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:38.216644] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:41.221352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:41.224824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:41.228002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:41.231162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:41.231226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:44.236988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:44.242139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:44.247035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:44.251272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:44.251362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:47.255691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:47.259331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:47.262844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:47.266404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:47.266488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:50.271615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:50.276835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:50.281903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:50.285641] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:50.285708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:53.291932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:53.296531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:53.300882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:53.304785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:53.304880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:56.309697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:56.313661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:56.317865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:56.321954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:56.322056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:13:59.326968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:13:59.330404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:13:59.334219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:13:59.337469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:13:59.337534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:02.342875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:02.348371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:02.354173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:02.359930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:02.360112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:05.364400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:05.368413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:05.372380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:05.375783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:05.375861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:08.381643] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:08.385260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:08.388715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:08.392508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:08.392676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:11.398113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:11.403491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:11.408354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:11.412871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:11.412976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:14.418783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:14.422548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:14.426101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:14.429595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:14.429679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:17.434210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:17.437942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:17.441624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:17.445527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:17.445658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:20.452950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:20.457613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:20.460911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:20.464120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:20.464190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:23.468965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:23.472808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:23.476351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:23.479789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:23.479853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:26.484864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:26.489411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:26.494267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:26.498960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:26.499077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:29.504009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:29.507924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:29.511981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:29.515486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:29.515562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:32.521055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:32.526213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:32.530954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:32.535741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:32.535853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:35.541863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:35.546481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:35.550191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:35.553432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:35.553517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:38.558516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:38.561879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:38.565121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:38.568436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:38.568523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:41.573269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:41.577032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:41.580866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:41.584854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:41.584976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:44.589525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:44.593843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:44.598006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:44.601979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:44.602064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:47.607010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:47.610607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:47.613925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:47.617347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:47.617431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:50.622182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:50.626088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:50.629567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:50.633125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:50.633202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:53.639003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:53.644083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:53.648801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:53.652057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:53.652124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:56.656402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:56.659946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:56.663419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:56.667599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:56.667720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:14:59.672999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:14:59.677046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:14:59.680537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:14:59.684001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:14:59.684080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:02.692814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:02.697872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:02.703625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:02.709608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:02.709735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:05.714245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:05.718629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:05.722846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:05.726162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:05.726227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:08.730655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:08.733835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:08.736941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:08.740101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:08.740185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:11.747182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:11.753853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:11.759120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:11.764109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:11.764225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:14.769061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:14.772870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:14.776445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:14.779880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:14.779980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:17.784794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:17.788642] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:17.792191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:17.795639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:17.795722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:20.801515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:20.805463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:20.809292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:20.813234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:20.813319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:23.818656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:23.823241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:23.828081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:23.833353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:23.833474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:26.837972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:26.841598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:26.845226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:26.848763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:26.848838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:29.853067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:29.856345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:29.859508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:29.862630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:29.862697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:32.868781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:32.872753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:32.876533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:32.880590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:32.880718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:35.887093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:35.892158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:35.896058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:35.903444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:35.903670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:38.908196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:38.911967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:38.915550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:38.919075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:38.919158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:41.923653] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:41.927004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:41.930541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:41.933842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:41.933910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:44.940003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:44.945388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:44.950037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:44.954154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:44.954279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:47.958781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:47.962151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:47.965762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:47.969653] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:47.969738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:50.975060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:50.979655] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:50.983694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:50.987230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:50.987305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:53.992142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:53.995640] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:53.999025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:54.002439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:54.002523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:15:57.008993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:15:57.013184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:15:57.017400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:15:57.021630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:15:57.021933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:00.027434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:00.031730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:00.035983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:00.040277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:00.040370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:03.107971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:03.142313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:03.176744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:03.211077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:03.211171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:06.216032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:06.219895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:06.223902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:06.227700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:06.227812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:09.232145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:09.235973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:09.241235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:09.245954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:09.246065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:12.251329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:12.254928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:12.258055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:12.261537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:12.261615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:15.267168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:15.270736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:15.274051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:15.277408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:15.277479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:18.281920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:18.285235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:18.288639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:18.292030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:18.292101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:21.296866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:21.300165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:21.303384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:21.306562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:21.306642] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:24.311035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:24.315022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:24.318630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:24.322693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:24.322769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:27.329141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:27.334917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:27.340027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:27.344294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:27.344392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:30.350341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:30.354440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:30.357638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:30.361138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:30.361249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:33.366635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:33.370521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:33.374681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:33.378375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:33.378444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:36.382931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:36.386838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:36.390677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:36.394567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:36.394661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:39.399552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:39.403179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:39.406667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:39.409948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:39.410011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:42.414136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:42.417918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:42.421885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:42.425166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:42.425231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:45.429993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:45.433553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:45.436970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:45.440261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:45.440331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:48.445122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:48.449026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:48.452358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:48.455978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:48.456056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:51.461774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:51.466927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:51.470872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:51.475070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:51.475184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:54.480377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:54.485251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:54.488903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:54.492349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:54.492418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:16:57.497323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:16:57.500971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:16:57.504554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:16:57.508008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:16:57.508093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:00.513240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:00.516659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:00.519793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:00.523003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:00.523070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:03.533115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:03.544117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:03.551114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:03.566686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:03.566764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:06.571537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:06.575323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:06.579425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:06.583114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:06.583209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:09.588396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:09.592045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:09.595816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:09.599556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:09.599670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:12.605315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:12.610272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:12.614072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:12.617953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:12.618032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:15.623072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:15.627929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:15.632776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:15.637019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:15.637143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:18.641643] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:18.646008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:18.649918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:18.653167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:18.653252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:21.658760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:21.662253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:21.665509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:21.669683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:21.669797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:24.674298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:24.678373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:24.682284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:24.686409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:24.686550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:27.691706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:27.695313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:27.699689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:27.703441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:27.703509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:30.708822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:30.712282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:30.715670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:30.719400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:30.719508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:33.724553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:33.728741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:33.732538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:33.736352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:33.736444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:36.740971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:36.744305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:36.747841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:36.751223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:36.751311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:39.756146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:39.759495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:39.762849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:39.766037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:39.766128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:42.770977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:42.774895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:42.778803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:42.782477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:42.782549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:45.787413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:45.791016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:45.794334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:45.797735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:45.797804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:48.802646] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:48.806055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:48.809330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:48.812497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:48.812566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:51.817175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:51.821539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:51.824814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:51.828128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:51.828201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:54.832749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:54.836087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:54.839405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:54.842835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:54.842919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:17:57.847358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:17:57.851337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:17:57.854942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:17:57.858172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:17:57.858249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:00.863182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:00.867725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:00.871850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:00.875331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:00.875406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:03.881088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:03.885227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:03.889097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:03.892758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:03.892826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:06.897768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:06.901775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:06.907115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:06.912004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:06.912128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:09.916874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:09.921820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:09.925674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:09.929114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:09.929186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:12.933753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:12.937390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:12.940961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:12.944758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:12.944838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:15.949860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:15.953613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:15.957433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:15.961183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:15.961265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:18.966142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:18.969621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:18.972941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:18.976209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:18.976300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:21.980791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:21.984341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:21.987486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:21.990827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:21.990905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:24.995427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:24.999087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:25.002398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:25.005537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:25.005619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:28.011373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:28.015178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:28.018830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:28.023045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:28.023198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:31.029670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:31.035383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:31.041470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:31.046089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:31.046200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:34.253665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:34.287900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:34.292153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:34.326864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:34.327074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:37.332062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:37.336301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:37.341808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:37.346471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:37.346607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:40.353702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:40.359881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:40.365646] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:40.370245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:40.370323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:43.375026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:43.378421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:43.381613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:43.384860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:43.384930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:46.389598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:46.393385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:46.396963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:46.400965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:46.401049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:49.405770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:49.410303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:49.415061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:49.419554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:49.419660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:52.424394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:52.427802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:52.431854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:52.435984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:52.436073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:55.442921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:55.448305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:55.452391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:55.456137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:55.456207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:18:58.465287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:18:58.472511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:18:58.483609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:18:58.491061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:18:58.491242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:01.498237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:01.504136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:01.510382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:01.515868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:01.516229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:04.521788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:04.526166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:04.530519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:04.534600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:04.534665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:07.538935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:07.542673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:07.546461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:07.550275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:07.550367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:10.554729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:10.558242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:10.561671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:10.565229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:10.565309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:13.570434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:13.574378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:13.577891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:13.582352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:13.582457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:16.587456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:16.592975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:16.596534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:16.600446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:16.600555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:19.606235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:19.610944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:19.614495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:19.617857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:19.617926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:22.624050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:22.629076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:22.634254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:22.639018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:22.639123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:25.643688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:25.647768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:25.652607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:25.657794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:25.657945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:28.663855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:28.668922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:28.673058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:28.676706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:28.676775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:31.681594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:31.685197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:31.689001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:31.692410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:31.692476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:34.697772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:34.701770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:34.706171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:34.711406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:34.711471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:37.716439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:37.720069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:37.723380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:37.726702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:37.726781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:40.731000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:40.734590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:40.738389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:40.741961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:40.742043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:43.748901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:43.754333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:43.758837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:43.762523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:43.762649] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:46.772519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:46.778052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:46.783196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:46.787120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:46.787203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:49.791769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:49.795136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:49.798607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:49.801787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:49.801859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:52.806107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:52.809480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:52.812705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:52.815961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:52.816038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:55.820925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:55.824819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:55.828328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:55.831971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:55.832054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:19:58.836759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:19:58.840716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:19:58.844744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:19:58.849001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:19:58.849129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:01.855152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:01.859104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:01.862829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:01.866382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:01.866466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:04.871594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:04.875628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:04.879561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:04.883345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:04.883430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:07.887776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:07.891188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:07.894605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:07.897897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:07.897969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:10.902547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:10.906486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:10.910373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:10.914042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:10.914145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:13.919116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:13.923310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:13.926817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:13.930044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:13.930107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:16.935814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:16.940389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:16.945378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:16.951088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:16.951263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:19.957294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:19.961972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:19.966721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:19.970667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:19.970764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:22.975780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:22.979295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:22.982946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:22.986586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:22.986653] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:25.993093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:25.998330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:26.003285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:26.008671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:26.008808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:29.014025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:29.017421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:29.021327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:29.025196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:29.025296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:32.030883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:32.035679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:32.040668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:32.045069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:32.045146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:35.114337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:35.149382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:35.184150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:35.219426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:35.219546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:38.223892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:38.227202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:38.230434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:38.233648] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:38.233714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:41.239201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:41.243372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:41.247410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:41.251480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:41.251555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:44.256608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:44.260427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:44.263931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:44.267997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:44.268103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:47.272647] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:47.276200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:47.279516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:47.282803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:47.282870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:50.287537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:50.291146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:50.294516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:50.298006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:50.298101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:53.302749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:53.306915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:53.310209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:53.313515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:53.313632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:56.319278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:56.323378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:56.327429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:56.331301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:56.331397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:20:59.338626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:20:59.342782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:20:59.349102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:20:59.355436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:20:59.355637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:02.360406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:02.364250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:02.367978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:02.371863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:02.371963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:05.378696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:05.384062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:05.389018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:05.393245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:05.393340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:08.398264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:08.402363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:08.405562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:08.408737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:08.408806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:11.416075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:11.420503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:11.424240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:11.428209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:11.428299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:14.434617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:14.438601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:14.442017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:14.445556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:14.445639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:17.452188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:17.457754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:17.462174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:17.466058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:17.466142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:20.471897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:20.476257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:20.480044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:20.484056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:20.484187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:23.488590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:23.492390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:23.496522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:23.499885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:23.499952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:26.505769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:26.510052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:26.514031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:26.517473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:26.517546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:29.522227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:29.525959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:29.529158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:29.532378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:29.532446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:32.537627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:32.541675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:32.545173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:32.548867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:32.548970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:35.555733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:35.560783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:35.576026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:35.580946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:35.581041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:38.585452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:38.589086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:38.592608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:38.595922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:38.595987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:41.600725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:41.604271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:41.607494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:41.610835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:41.610904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:44.615565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:44.619030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:44.622468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:44.625997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:44.626069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:47.633103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:47.637806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:47.641391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:47.646098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:47.646237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:50.651309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:50.655693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:50.660810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:50.665031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:50.665106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:53.669600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:53.673079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:53.676355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:53.679798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:53.679901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:56.684784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:56.688928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:56.692862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:56.697149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:56.697267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:21:59.702524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:21:59.706930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:21:59.710614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:21:59.713981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:21:59.714063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:02.718593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:02.722457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:02.726362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:02.729857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:02.729925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:05.735873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:05.741472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:05.746298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:05.752672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:05.752851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:08.757118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:08.761509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:08.765603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:08.769245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:08.769314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:11.774656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:11.778514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:11.782048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:11.785616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:11.785695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:14.790428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:14.794730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:14.798614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:14.802188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:14.802270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:17.806998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:17.810510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:17.813972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:17.817317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:17.817386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:20.822517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:20.826894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:20.831308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:20.835528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:20.835648] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:23.840235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:23.844205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:23.848396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:23.852046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:23.852122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:26.857600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:26.862404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:26.866948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:26.871185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:26.871288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:29.876966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:29.881888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:29.886897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:29.891380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:29.891471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:32.895810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:32.899148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:32.902273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:32.905400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:32.905465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:35.911159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:35.915737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:35.920693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:35.925482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:35.925623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:38.930599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:38.934532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:38.938342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:38.942430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:38.942515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:41.947412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:41.952353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:41.956973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:41.960514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:41.960620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:44.965223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:44.968925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:44.972304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:44.975751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:44.975836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:47.980775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:47.984807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:47.988567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:47.991751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:47.991816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:50.996482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:51.000015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:51.003449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:51.006852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:51.006921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:54.011777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:54.016753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:54.021821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:54.025795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:54.025888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:22:57.031199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:22:57.035340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:22:57.038696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:22:57.041997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:22:57.042063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:00.046602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:00.050466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:00.054274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:00.057988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:00.058100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:03.064348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:03.069845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:03.073684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:03.077908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:03.078022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:06.083435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:06.117695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:06.152071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:06.186597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:06.186707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:09.191912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:09.195339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:09.198804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:09.202992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:09.203082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:12.208720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:12.213153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:12.218212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:12.223525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:12.223664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:15.229798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:15.234626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:15.238457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:15.242292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:15.242370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:18.248668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:18.252649] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:18.256317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:18.260023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:18.260118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:21.265035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:21.268847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:21.272355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:21.275817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:21.275914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:24.281446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:24.285330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:24.289494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:24.294079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:24.294379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:27.298765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:27.302603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:27.306019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:27.309666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:27.309750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:30.314295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:30.318831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:30.322638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:30.326083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:30.326167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:33.331861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:33.337007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:33.341584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:33.345909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:33.345989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:36.351351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:36.356116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:36.362647] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:36.367054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:36.367149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:39.371802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:39.375680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:39.379152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:39.384072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:39.384260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:42.391733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:42.396351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:42.401840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:42.407034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:42.407133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:45.412227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:45.415612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:45.418804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:45.421999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:45.422066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:48.426403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:48.429867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:48.433166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:48.436372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:48.436440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:51.440961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:51.444329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:51.447628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:51.451016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:51.451088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:54.455711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:54.459355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:54.462836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:54.466847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:54.466914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:23:57.472555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:23:57.476366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:23:57.479899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:23:57.483452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:23:57.483531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:00.490142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:00.493856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:00.497771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:00.501425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:00.501727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:03.507452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:03.512032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:03.515619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:03.519478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:03.519544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:06.524444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:06.529187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:06.533393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:06.537300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:06.537372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:09.541737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:09.545001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:09.548326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:09.551915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:09.551987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:12.556640] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:12.560452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:12.564134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:12.567697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:12.567775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:15.573014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:15.577194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:15.580530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:15.584130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:15.584212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:18.588998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:18.592864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:18.596833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:18.600439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:18.600505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:21.604975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:21.608844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:21.612251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:21.615628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:21.615714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:24.620336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:24.623814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:24.627376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:24.630700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:24.630772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:27.635165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:27.639381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:27.643069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:27.646297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:27.646361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:30.650930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:30.656014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:30.661209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:30.665629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:30.665718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:33.670479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:33.674418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:33.678772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:33.682891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:33.682997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:36.688003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:36.692325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:36.695902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:36.699479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:36.699546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:39.704013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:39.709384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:39.713361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:39.717054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:39.717150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:42.721676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:42.725153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:42.729219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:42.733233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:42.733315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:45.739459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:45.743380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:45.746555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:45.749744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:45.749810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:48.754702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:48.758827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:48.762799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:48.767457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:48.767569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:51.772119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:51.775700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:51.778880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:51.782124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:51.782189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:54.787499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:54.791391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:54.795554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:54.799380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:54.799469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:24:57.804298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:24:57.808378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:24:57.812899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:24:57.816709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:24:57.816780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:00.822527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:00.826189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:00.829902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:00.833140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:00.833205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:03.837745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:03.841641] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:03.845345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:03.849249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:03.849337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:06.856495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:06.861669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:06.865252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:06.868881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:06.868946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:09.875365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:09.879764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:09.883258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:09.886896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:09.886968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:12.891512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:12.895017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:12.898393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:12.901701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:12.901764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:15.907909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:15.912932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:15.917968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:15.922026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:15.922127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:18.926734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:18.930551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:18.933933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:18.937463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:18.937547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:21.942526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:21.946804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:21.953889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:21.958288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:21.958430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:24.965243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:24.970167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:24.975045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:24.979510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:24.979651] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:27.985380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:27.989290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:27.993054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:27.996706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:27.996793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:31.001241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:31.004874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:31.010341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:31.015521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:31.015710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:34.020226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:34.023705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:34.027892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:34.032501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:34.032615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:37.074683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:37.109370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:37.114281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:37.118206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:37.118271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:40.122494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:40.126433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:40.130343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:40.134016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:40.134113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:43.141151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:43.146054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:43.150778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:43.154223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:43.154306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:46.158790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:46.163537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:46.168244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:46.172259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:46.172352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:49.180133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:49.186090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:49.191442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:49.196451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:49.196816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:52.202295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:52.206340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:52.210201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:52.214825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:52.214949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:55.220924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:55.225201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:55.228854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:55.232398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:55.232483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:25:58.240075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:25:58.246407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:25:58.252192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:25:58.258677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:25:58.259019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:01.264519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:01.269620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:01.274221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:01.279309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:01.279441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:04.285315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:04.290111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:04.295555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:04.299955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:04.300045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:07.305319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:07.309521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:07.314913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:07.318875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:07.318966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:10.323291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:10.326649] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:10.329895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:10.333064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:10.333133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:13.340316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:13.345436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:13.349875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:13.354476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:13.354565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:16.359942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:16.363933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:16.367667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:16.371002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:16.371074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:19.376981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:19.381527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:19.386167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:19.390066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:19.390185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:22.394732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:22.397976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:22.401274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:22.405233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:22.405383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:25.410474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:25.414418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:25.417878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:25.421333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:25.421429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:28.426246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:28.430124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:28.433535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:28.436988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:28.437074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:31.441777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:31.445456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:31.449162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:31.452788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:31.452887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:34.457333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:34.460890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:34.464279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:34.467645] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:34.467721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:37.473155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:37.477092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:37.481051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:37.485064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:37.485153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:40.489299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:40.494121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:40.498178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:40.501740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:40.501818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:43.506408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:43.510288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:43.513999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:43.517340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:43.517415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:46.522114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:46.525653] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:46.528951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:46.532184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:46.532248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:49.538351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:49.544251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:49.548325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:49.552966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:49.553100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:52.558631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:52.562936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:52.567642] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:52.572658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:52.572797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:55.578187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:55.583051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:55.587553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:55.592062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:55.592149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:26:58.598233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:26:58.604376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:26:58.613341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:26:58.618136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:26:58.618269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:01.622910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:01.626361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:01.629719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:01.632976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:01.633064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:04.637590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:04.641392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:04.644857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:04.648112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:04.648182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:07.652959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:07.657306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:07.661139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:07.664912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:07.664996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:10.670736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:10.675399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:10.679954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:10.684493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:10.684603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:13.690466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:13.694892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:13.698338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:13.701852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:13.701940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:16.706620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:16.710494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:16.714085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:16.717844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:16.717939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:19.722916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:19.726851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:19.730254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:19.733683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:19.733746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:22.739080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:22.743976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:22.749769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:22.754818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:22.754930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:25.759557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:25.763525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:25.767453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:25.771106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:25.771180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:28.776341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:28.781203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:28.785911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:28.790277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:28.790435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:31.795924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:31.799763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:31.803973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:31.808498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:31.808604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:34.813338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:34.817519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:34.824318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:34.828013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:34.828103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:37.834532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:37.838979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:37.843881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:37.848942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:37.849056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:40.853727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:40.857804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:40.861853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:40.865834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:40.865923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:43.872066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:43.875722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:43.879124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:43.882739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:43.882804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:46.887421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:46.891157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:46.894681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:46.898027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:46.898113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:49.902631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:49.906369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:49.909767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:49.913058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:49.913128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:52.917982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:52.922156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:52.925536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:52.929290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:52.929382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:55.933895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:55.937441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:55.941146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:55.945050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:55.945130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:27:58.950771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:27:58.955605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:27:58.959898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:27:58.964890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:27:58.965056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:01.970328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:01.974284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:01.978132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:01.982599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:01.982747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:04.987260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:04.992344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:04.995640] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:04.998881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:04.998953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:08.006953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:08.041113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:08.076788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:08.109732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:08.109887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:11.114481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:11.117893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:11.123987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:11.127170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:11.127236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:14.132008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:14.136099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:14.140060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:14.144230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:14.144342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:17.149846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:17.154135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:17.158123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:17.162165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:17.162269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:20.167423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:20.171636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:20.175478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:20.179455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:20.179545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:23.184439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:23.188222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:23.191507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:23.194928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:23.194995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:26.200793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:26.205033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:26.208352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:26.211675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:26.211768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:29.216778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:29.220015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:29.223181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:29.226256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:29.226320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:32.230944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:32.234323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:32.237605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:32.240934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:32.241004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:35.246207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:35.250550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:35.254240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:35.258530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:35.258650] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:38.263328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:38.266868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:38.270093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:38.273262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:38.273331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:41.279225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:41.283354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:41.287101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:41.290681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:41.290763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:44.296243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:44.299929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:44.304026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:44.307257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:44.307328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:47.312481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:47.316377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:47.320595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:47.325177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:47.325276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:50.330278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:50.334481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:50.338461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:50.342198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:50.342277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:53.348873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:53.353668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:53.358442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:53.363407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:53.363518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:56.368207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:56.371428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:56.374692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:56.378632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:56.378765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:28:59.385492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:28:59.389459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:28:59.392774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:28:59.396147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:28:59.396219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:02.400502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:02.403900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:02.407148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:02.410437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:02.410505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:05.414971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:05.418289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:05.421833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:05.425683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:05.425786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:08.431702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:08.437452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:08.441656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:08.445796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:08.445865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:11.450326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:11.454187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:11.457618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:11.461015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:11.461099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:14.466098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:14.469889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:14.473162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:14.476350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:14.476413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:17.482048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:17.486628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:17.490764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:17.494898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:17.495006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:20.499549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:20.503135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:20.507365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:20.511036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:20.511104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:23.515819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:23.519806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:23.523865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:23.527671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:23.527763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:26.532745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:26.536651] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:26.540840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:26.545232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:26.545310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:29.550198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:29.554194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:29.557871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:29.561394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:29.561469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:32.566249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:32.569698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:32.572996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:32.576293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:32.576363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:35.581166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:35.585453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:35.589259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:35.593176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:35.593253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:38.599219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:38.604519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:38.609629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:38.614458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:38.614593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:41.619943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:41.623745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:41.627083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:41.630372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:41.630441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:44.634874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:44.638484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:44.641849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:44.645101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:44.645171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:47.650549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:47.655154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:47.658997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:47.662844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:47.662916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:50.667383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:50.671050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:50.674503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:50.678054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:50.678122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:53.687771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:53.693059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:53.698707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:53.703590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:53.703725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:56.708724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:56.712587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:56.716275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:56.719941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:56.720021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:29:59.724446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:29:59.728146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:29:59.731607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:29:59.734968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:29:59.735040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:02.741970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:02.748032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:02.754608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:02.761016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:02.761196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:05.765885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:05.770773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:05.775683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:05.779508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:05.779616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:08.784315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:08.788469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:08.793031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:08.797509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:08.797605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:11.802245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:11.806197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:11.810179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:11.814337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:11.814447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:14.820296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:14.824152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:14.827518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:14.831940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:14.832076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:17.837331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:17.841674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:17.847342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:17.852816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:17.852978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:20.860402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:20.866945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:20.872516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:20.877188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:20.877336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:23.883568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:23.888339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:23.892136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:23.896005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:23.896087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:26.901088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:26.904699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:26.908201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:26.913257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:26.913435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:29.921800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:29.926088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:29.930311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:29.934090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:29.934191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:32.938820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:32.941996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:32.945082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:32.948213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:32.948276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:35.953307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:35.958210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:35.962215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:35.965489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:35.965563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:38.969893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:38.973701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:38.977995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:38.981622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:38.981691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:41.986994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:41.991553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:41.996300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:42.001836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:42.001984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:45.006741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:45.010303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:45.013679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:45.016970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:45.017055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:48.021720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:48.025215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:48.032082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:48.035528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:48.035620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:51.040133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:51.043481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:51.046700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:51.049994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:51.050063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:54.054903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:54.058346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:54.063102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:54.066821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:54.066904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:30:57.071399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:30:57.075929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:30:57.079374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:30:57.082691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:30:57.082759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:00.088202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:00.092833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:00.096729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:00.100644] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:00.100730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:03.105121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:03.108915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:03.112414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:03.115808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:03.115893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:06.120161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:06.123685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:06.127999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:06.131435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:06.131509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:09.135914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:09.139675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:09.143175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:09.146724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:09.146837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:12.152321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:12.156353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:12.160099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:12.163558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:12.163648] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:15.168418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:15.172815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:15.176673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:15.180510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:15.180651] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:18.185098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:18.188644] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:18.192013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:18.196524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:18.196626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:21.201755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:21.206015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:21.210363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:21.214393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:21.214490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:24.219089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:24.222948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:24.226386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:24.230127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:24.230220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:27.234915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:27.239880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:27.244478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:27.249038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:27.249161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:30.254135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:30.257703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:30.261329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:30.264864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:30.264950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:33.269507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:33.273210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:33.276336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:33.279475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:33.279543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:36.284278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:36.287945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:36.291476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:36.295059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:36.295146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:39.301619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:39.305811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:39.308985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:39.312149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:39.312216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:42.317472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:42.320968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:42.324122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:42.327257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:42.327323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:45.331706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:45.335447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:45.339255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:45.342750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:45.342819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:48.348059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:48.351691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:48.355131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:48.358340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:48.358421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:51.363850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:51.368445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:51.372752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:51.376788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:51.376913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:54.381932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:54.386546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:54.391841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:54.397167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:54.397296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:31:57.402297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:31:57.407022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:31:57.410679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:31:57.414381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:31:57.414470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:00.419043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:00.423363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:00.428297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:00.431974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:00.432069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:03.437293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:03.440886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:03.444148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:03.447410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:03.447485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:06.453330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:06.458015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:06.461584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:06.464952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:06.465017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:09.470341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:09.503716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:09.507639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:09.511832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:09.511962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:12.516467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:12.520114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:12.524435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:12.528007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:12.528069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:15.532360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:15.535845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:15.539289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:15.542690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:15.542769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:18.547486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:18.551452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:18.554967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:18.558202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:18.558268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:21.563623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:21.567399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:21.571326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:21.575417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:21.575511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:24.580237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:24.583666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:24.587285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:24.591476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:24.591602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:27.596106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:27.600212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:27.603991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:27.607652] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:27.607737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:30.613510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:30.618206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:30.621827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:30.625312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:30.625390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:33.630652] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:33.634210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:33.637470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:33.641020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:33.641083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:36.647082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:36.651193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:36.654719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:36.658290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:36.658370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:39.664088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:39.669516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:39.674744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:39.679926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:39.680047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:42.684353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:42.688141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:42.691986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:42.695808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:42.695908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:45.700216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:45.703712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:45.707041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:45.710594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:45.710670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:48.715251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:48.719116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:48.722614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:48.726072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:48.726156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:51.730614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:51.736351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:51.742046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:51.746313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:51.746400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:54.750964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:54.754846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:54.758255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:54.761517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:54.761599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:32:57.767224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:32:57.772297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:32:57.776962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:32:57.780860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:32:57.780957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:00.787173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:00.791903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:00.796074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:00.801727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:00.801892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:03.807812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:03.813289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:03.818341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:03.823452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:03.823601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:06.828401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:06.831913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:06.835300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:06.838616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:06.838684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:09.844012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:09.848746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:09.852559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:09.856752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:09.856828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:12.861335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:12.864875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:12.868207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:12.872265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:12.872342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:15.878052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:15.881953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:15.885491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:15.889165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:15.889240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:18.894639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:18.899159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:18.904246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:18.907907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:18.907982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:21.912771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:21.916173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:21.920001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:21.923364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:21.923454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:24.928659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:24.932225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:24.935478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:24.938690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:24.938756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:27.943107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:27.946349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:27.949532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:27.952686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:27.952752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:30.957608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:30.961930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:30.966036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:30.969335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:30.969402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:33.975277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:33.979915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:33.984245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:33.989126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:33.989247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:36.995057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:36.999825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:37.004698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:37.009481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:37.009606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:40.013839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:40.017310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:40.020638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:40.024107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:40.024184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:43.028303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:43.031734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:43.034940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:43.038878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:43.038947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:46.043634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:46.047045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:46.050562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:46.053733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:46.053798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:49.058167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:49.061463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:49.065329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:49.069296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:49.069376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:52.073710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:52.077355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:52.080762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:52.083991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:52.084061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:55.089941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:55.094982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:55.099218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:55.103111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:55.103231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:33:58.108219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:33:58.111825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:33:58.114981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:33:58.118417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:33:58.118481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:01.125090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:01.130073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:01.136145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:01.142067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:01.142321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:04.147403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:04.150754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:04.153946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:04.157249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:04.157313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:07.162397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:07.197181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:07.231928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:07.265195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:07.265286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:10.269589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:10.272943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:10.276073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:10.279279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:10.279348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:13.285477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:13.289659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:13.293282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:13.296837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:13.296913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:16.302036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:16.305947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:16.309687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:16.313136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:16.313241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:19.319497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:19.325254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:19.330552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:19.335900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:19.336027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:22.340390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:22.343769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:22.346964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:22.350192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:22.350261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:25.354590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:25.358483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:25.361610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:25.364755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:25.364821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:28.369977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:28.374026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:28.377775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:28.381913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:28.382020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:31.387241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:31.391431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:31.395683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:31.399281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:31.399358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:34.404985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:34.410041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:34.413999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:34.417710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:34.417795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:37.423037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:37.427247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:37.431120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:37.434587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:37.434656] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:40.441207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:40.445225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:40.448504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:40.451636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:40.451701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:43.456108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:43.459855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:43.463340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:43.466844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:43.466934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:46.473068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:46.477759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:46.482318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:46.487083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:46.487230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:49.492223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:49.496030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:49.499605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:49.503212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:49.503280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:52.508067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:52.511558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:52.514791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:52.517962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:52.518039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:55.522709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:55.526644] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:55.530373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:55.533952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:55.534047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:34:58.538720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:34:58.542111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:34:58.545372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:34:58.548560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:34:58.548641] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:01.554804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:01.559717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:01.564727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:01.570617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:01.570930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:04.579044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:04.584075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:04.588451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:04.593110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:04.593250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:07.599064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:07.604537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:07.608538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:07.611974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:07.612042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:10.616862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:10.620457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:10.623887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:10.627411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:10.627506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:13.632284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:13.636024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:13.639726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:13.643239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:13.643323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:16.648794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:16.653255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:16.657609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:16.661062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:16.661150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:19.665633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:19.669275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:19.672555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:19.675829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:19.675896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:22.682053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:22.686497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:22.690013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:22.694630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:22.694805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:25.700608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:25.705082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:25.710034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:25.714492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:25.714840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:28.720890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:28.725221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:28.729396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:28.733034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:28.733112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:31.737946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:31.741869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:31.745204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:31.748457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:31.748550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:34.754421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:34.759181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:34.762968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:34.766327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:34.766397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:37.772730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:37.776679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:37.780174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:37.783603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:37.783677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:40.791226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:40.796846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:40.801634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:40.807714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:40.807852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:43.812493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:43.816204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:43.819889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:43.823562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:43.823662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:46.828496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:46.832473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:46.836202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:46.839672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:46.839750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:49.844427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:49.848067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:49.851636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:49.855193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:49.855299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:52.860764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:52.864236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:52.867464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:52.870707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:52.870769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:55.875933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:55.879763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:55.883289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:55.886640] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:55.886708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:35:58.894074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:35:58.899166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:35:58.904563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:35:58.909677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:35:58.909784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:01.914072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:01.917628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:01.920867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:01.924030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:01.924115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:04.928491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:04.932483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:04.936343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:04.939913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:04.940014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:07.944671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:07.948666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:07.952363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:07.955957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:07.956040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:10.961588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:10.965472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:10.969937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:10.973384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:10.973454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:13.978702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:13.982404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:13.986149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:13.989788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:13.989859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:16.995546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:16.999621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:17.003282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:17.007224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:17.007308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:20.012192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:20.016325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:20.020025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:20.024978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:20.025074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:23.029611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:23.033208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:23.036613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:23.040096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:23.040170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:26.044655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:26.048487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:26.052933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:26.057859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:26.057957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:29.062449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:29.066163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:29.069489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:29.072821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:29.072905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:32.077289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:32.080697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:32.083937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:32.087069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:32.087132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:35.091458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:35.095101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:35.098594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:35.102216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:35.102281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:38.107312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:38.111847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:38.115478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:38.120232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:38.120404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:41.125399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:41.129775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:41.133465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:41.136791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:41.136859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:44.143298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:44.147623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:44.151000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:44.154402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:44.154468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:47.159406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:47.163564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:47.167560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:47.171441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:47.171545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:50.177877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:50.181795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:50.185176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:50.188435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:50.188499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:53.192962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:53.196515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:53.200635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:53.204883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:53.204977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:56.209761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:56.213296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:56.216789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:56.220146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:56.220219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:36:59.225936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:36:59.229709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:36:59.233662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:36:59.237054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:36:59.237120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:02.241847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:02.245678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:02.249798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:02.254045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:02.254158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:05.259867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:05.263425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:05.266843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:05.270588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:05.270687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:08.275733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:08.279645] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:08.283124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:08.286282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:08.286345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:11.292139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:11.296805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:11.301151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:11.306864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:11.307025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:14.312042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:14.316137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:14.319888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:14.323625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:14.323715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:17.329725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:17.335294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:17.340216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:17.344654] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:17.344816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:20.350429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:20.354093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:20.358090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:20.362538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:20.362637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:23.367451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:23.371474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:23.375178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:23.379046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:23.379135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:26.385075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:26.389120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:26.393626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:26.398239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:26.398325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:29.403666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:29.407094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:29.410345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:29.413853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:29.413944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:32.422349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:32.426404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:32.429984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:32.433320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:32.433389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:35.439522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:35.444598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:35.449898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:35.456226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:35.456413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:38.460464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:38.463803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:38.467008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:38.470741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:38.470830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:41.474954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:41.478347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:41.482020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:41.485488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:41.485558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:44.490098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:44.493786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:44.498566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:44.502735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:44.502816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:47.507386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:47.510661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:47.513842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:47.516945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:47.517011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:50.522978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:50.528257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:50.532546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:50.536127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:50.536193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:53.541932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:53.547301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:53.552284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:53.556945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:53.557087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:56.562618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:56.566347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:56.570512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:56.575680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:56.575850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:37:59.580462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:37:59.583857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:37:59.587015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:37:59.590203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:37:59.590268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:02.594561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:02.598130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:02.602055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:02.605618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:02.605707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:05.610758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:05.614475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:05.619030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:05.624206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:05.624300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:08.628878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:08.632830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:08.636671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:08.640671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:08.640779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:11.646609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:11.651493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:11.655936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:11.659917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:11.660022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:14.665517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:14.670511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:14.675895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:14.680276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:14.680379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:17.685604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:17.689253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:17.693967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:17.698301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:17.698407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:20.704354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:20.710682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:20.716341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:20.721839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:20.721950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:23.726612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:23.733692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:23.737863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:23.741417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:23.741487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:26.746469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:26.749856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:26.752995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:26.756501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:26.756566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:29.761127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:29.764341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:29.767448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:29.770618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:29.770684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:32.776716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:32.781120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:32.785000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:32.790864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:32.791044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:35.797321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:35.802233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:35.806890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:35.811140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:35.811230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:38.817294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:38.821563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:38.825092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:38.828560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:38.828646] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:41.832985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:41.836343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:41.839991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:41.843847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:41.843939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:44.848729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:44.852301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:44.855880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:44.859536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:44.859651] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:47.864258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:47.867847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:47.871316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:47.874784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:47.874848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:50.879805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:50.883811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:50.888940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:50.893830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:50.893953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:53.898438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:53.902112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:53.907468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:53.912012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:53.912118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:56.917449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:56.921436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:56.925003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:56.928880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:56.929190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:38:59.934972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:38:59.939249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:38:59.943441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:38:59.947217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:38:59.947303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:02.952614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:02.957503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:02.961215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:02.964926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:02.965049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:05.970953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:05.975422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:05.979757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:05.983661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:05.983744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:08.987921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:08.991727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:08.996162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:09.000761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:09.000854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:12.005499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:12.009040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:12.012462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:12.015856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:12.015931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:15.020528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:15.024775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:15.028380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:15.032059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:15.032160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:18.038338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:18.043793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:18.048972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:18.054159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:18.054237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:21.060109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:21.065066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:21.069365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:21.073686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:21.073810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:24.079977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:24.084089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:24.087818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:24.091434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:24.091533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:27.098340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:27.102868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:27.107631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:27.112619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:27.112753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:30.119034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:30.123478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:30.127219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:30.130867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:30.130984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:33.137654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:33.142211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:33.146904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:33.150287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:33.150372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:36.154816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:36.158197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:36.161452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:36.164741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:36.164813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:39.169261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:39.172690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:39.176623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:39.180282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:39.180470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:42.184891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:42.188167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:42.191314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:42.194781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:42.194847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:45.203040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:45.207236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:45.210653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:45.214096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:45.214172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:48.219930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:48.224410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:48.228748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:48.233216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:48.233332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:51.239621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:51.244360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:51.248168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:51.251748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:51.251847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:54.256569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:54.260114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:54.263305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:54.266565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:54.266649] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:39:57.272258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:39:57.276209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:39:57.280855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:39:57.284987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:39:57.285075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:00.289738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:00.293466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:00.297085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:00.303108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:00.304738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:03.309770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:03.315211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:03.320808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:03.325322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:03.325400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:06.331271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:06.336148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:06.340029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:06.344048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:06.344135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:09.349822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:09.354293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:09.357891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:09.361532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:09.361642] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:12.367184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:12.372019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:12.376418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:12.380670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:12.380769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:15.384789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:15.388117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:15.391321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:15.394543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:15.394625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:18.400086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:18.403796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:18.407321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:18.411098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:18.411208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:21.416123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:21.420609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:21.424853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:21.428257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:21.428331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:24.432712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:24.436003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:24.439298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:24.442481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:24.442548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:27.448147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:27.451958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:27.455717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:27.459519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:27.459628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:30.465424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:30.469796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:30.473042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:30.476261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:30.476326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:33.481034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:33.484827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:33.488910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:33.492394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:33.492474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:36.497765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:36.503102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:36.507550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:36.511462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:36.511550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:39.517335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:39.522731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:39.527319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:39.532602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:39.532785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:42.537599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:42.541542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:42.545186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:42.548915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:42.549319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:45.553762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:45.557298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:45.560802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:45.564030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:45.564099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:48.568484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:48.572335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:48.575996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:48.579598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:48.579689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:51.584622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:51.588809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:51.592243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:51.595515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:51.595601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:54.600247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:54.603684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:54.606842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:54.609989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:54.610053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:40:57.614906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:40:57.618536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:40:57.622025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:40:57.625874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:40:57.625942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:00.630608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:00.633982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:00.637195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:00.640422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:00.640485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:03.646153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:03.650168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:03.654742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:03.660192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:03.660326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:06.666160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:06.670531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:06.674003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:06.677314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:06.677381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:09.683473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:09.688176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:09.693765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:09.702500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:09.702715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:12.708798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:12.713875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:12.718290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:12.721894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:12.721970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:15.726654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:15.730616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:15.734426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:15.738104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:15.738186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:18.744528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:18.749419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:18.754385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:18.758907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:18.758995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:21.764096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:21.768257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:21.772868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:21.776877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:21.776953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:24.781897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:24.785609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:24.789225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:24.792842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:24.792941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:27.798156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:27.802316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:27.806238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:27.810265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:27.810374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:30.814931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:30.818417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:30.821591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:30.824679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:30.824747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:33.830635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:33.834821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:33.838213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:33.842446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:33.842619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:36.848320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:36.852883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:36.858375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:36.862987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:36.863140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:39.867688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:39.872425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:39.877062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:39.881253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:39.881347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:42.887197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:42.890896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:42.894002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:42.897762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:42.898020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:45.902647] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:45.906636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:45.910422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:45.914127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:45.914208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:48.918785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:48.922282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:48.925645] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:48.929110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:48.929179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:51.934014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:51.938044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:51.941655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:51.945171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:51.945247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:54.949658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:54.953517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:54.957318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:54.961030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:54.961136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:41:57.965981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:41:57.970176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:41:57.973914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:41:57.977483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:41:57.977589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:00.982190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:00.985379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:00.988525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:00.991688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:00.991757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:03.997016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:04.002471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:04.007306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:04.016096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:04.016203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:07.020627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:07.024018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:07.027314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:07.030554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:07.030633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:10.035491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:10.039482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:10.043654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:10.048443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:10.048605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:13.054331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:13.059611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:13.064869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:13.070286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:13.070412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:16.075525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:16.079762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:16.083713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:16.087427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:16.087495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:19.092703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:19.096954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:19.100172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:19.103381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:19.103452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:22.108557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:22.112469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:22.117070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:22.121033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:22.121098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:25.125788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:25.129242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:25.132812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:25.136157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:25.136225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:28.141935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:28.146550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:28.151824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:28.156182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:28.156262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:31.161232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:31.165334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:31.169250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:31.173362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:31.173467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:34.177858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:34.181482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:34.184860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:34.188158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:34.188240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:37.192706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:37.195973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:37.199151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:37.202251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:37.202317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:40.207098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:40.210494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:40.213790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:40.217083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:40.217161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:43.222392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:43.226014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:43.229210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:43.232620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:43.232701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:46.238011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:46.243093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:46.248286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:46.253468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:46.253604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:49.257915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:49.261254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:49.264613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:49.267903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:49.267972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:52.273661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:52.278162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:52.282109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:52.285447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:52.285515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:55.291250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:55.295444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:55.298830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:55.302394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:55.302638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:42:58.307904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:42:58.312024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:42:58.316022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:42:58.319998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:42:58.320109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:01.324689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:01.328200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:01.331559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:01.335201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:01.335268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:04.339677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:04.343108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:04.346336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:04.349697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:04.349771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:07.354253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:07.358738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:07.363071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:07.366692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:07.366779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:10.373933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:10.379147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:10.383531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:10.388142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:10.388244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:13.392752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:13.395939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:13.399080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:13.402403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:13.402468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:16.407617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:16.410883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:16.414557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:16.417800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:16.417875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:19.422685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:19.426095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:19.429423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:19.432754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:19.432819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:22.437444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:22.440895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:22.444128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:22.447920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:22.447990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:25.453737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:25.458978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:25.464197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:25.468640] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:25.468771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:28.473216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:28.476904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:28.480952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:28.484377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:28.484442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:31.489848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:31.494037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:31.498536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:31.503228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:31.503328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:34.508865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:34.513510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:34.518795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:34.524480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:34.524643] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:37.529879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:37.533806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:37.537293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:37.541487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:37.541556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:40.545954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:40.549477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:40.552736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:40.555948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:40.556012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:43.560425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:43.564053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:43.567409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:43.570756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:43.570820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:46.575027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:46.578268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:46.581609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:46.585038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:46.585109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:49.589500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:49.592983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:49.596293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:49.599639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:49.599717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:52.604284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:52.607951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:52.611420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:52.615360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:52.615472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:55.619764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:55.623297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:55.626820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:55.630426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:55.630523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:43:58.635175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:43:58.638424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:43:58.642050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:43:58.645522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:43:58.645604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:01.650640] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:01.654748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:01.658175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:01.661989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:01.662090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:04.666976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:04.670727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:04.674097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:04.677241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:04.677307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:07.681808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:07.685345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:07.689356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:07.724518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:07.724649] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:10.729806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:10.734491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:10.738292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:10.742936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:10.743177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:13.747862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:13.752019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:13.756005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:13.760148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:13.760254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:16.766938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:16.772010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:16.807622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:16.811912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:16.812028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:19.816926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:19.820628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:19.824044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:19.828655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:19.828774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:22.833342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:22.836764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:22.840179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:22.843651] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:22.843731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:25.848604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:25.852136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:25.855416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:25.858691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:25.858767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:28.864927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:28.870020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:28.874757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:28.879630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:28.879738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:31.884075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:31.888013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:31.891624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:31.894968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:31.895039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:34.900903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:34.905011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:34.909806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:34.914505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:34.914654] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:37.920719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:37.925965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:37.930328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:37.934172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:37.934244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:40.939981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:40.944188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:40.948044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:40.952164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:40.952242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:43.957895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:43.962735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:43.966957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:43.975042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:43.975221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:46.979748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:46.983307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:46.986588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:46.989913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:46.989982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:49.995983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:50.000065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:50.003831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:50.007461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:50.007542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:53.012160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:53.015560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:53.018846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:53.022185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:53.022254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:56.026733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:56.030258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:56.033638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:56.036895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:56.036979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:44:59.041489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:44:59.045258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:44:59.048676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:44:59.052183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:44:59.052268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:02.058122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:02.062025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:02.066216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:02.071186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:02.071301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:05.077129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:05.081649] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:05.085808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:05.089514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:05.089614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:08.094078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:08.097361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:08.100640] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:08.103895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:08.103963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:11.109904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:11.113910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:11.117135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:11.121074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:11.121140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:14.126829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:14.130630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:14.134285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:14.137708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:14.137773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:17.144048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:17.149351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:17.155785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:17.162307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:17.162474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:20.168774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:20.173415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:20.176957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:20.180720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:20.180819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:23.186516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:23.190064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:23.193277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:23.196414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:23.196478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:26.203448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:26.207910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:26.211351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:26.214889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:26.214953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:29.219206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:29.222745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:29.226137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:29.229487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:29.229587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:32.233959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:32.237343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:32.243687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:32.248733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:32.248848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:35.253883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:35.257404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:35.260760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:35.263945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:35.264010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:38.269724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:38.274395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:38.278366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:38.285178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:38.285249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:41.289614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:41.293009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:41.296201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:41.299776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:41.299841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:44.304099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:44.308211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:44.311736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:44.314892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:44.314956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:47.322149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:47.325409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:47.328566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:47.331754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:47.331818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:50.336760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:50.341269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:50.344689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:50.347812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:50.347877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:53.352316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:53.356089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:53.359301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:53.362655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:53.362721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:56.367186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:56.370887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:56.374399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:56.377917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:56.377999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:45:59.382766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:45:59.386335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:45:59.389688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:45:59.392866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:45:59.392930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:02.397243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:02.400737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:02.404106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:02.407372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:02.407544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:05.412174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:05.416733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:05.420347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:05.423682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:05.423764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:08.428476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:08.432172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:08.435873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:08.439541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:08.439659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:11.444618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:11.448279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:11.451617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:11.454838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:11.454905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:14.460187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:14.464134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:14.467845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:14.476181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:14.476295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:17.481874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:17.487802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:17.492735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:17.498409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:17.498619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:20.504860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:20.509057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:20.512709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:20.516254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:20.516345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:23.522455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:23.526714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:23.533550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:23.539075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:23.539222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:26.544650] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:26.548631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:26.553125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:26.557472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:26.557544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:29.561880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:29.566060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:29.569895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:29.573520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:29.573605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:32.578844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:32.584448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:32.588562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:32.592176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:32.592251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:35.596873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:35.600366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:35.603683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:35.606945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:35.607011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:38.611819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:38.615361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:38.618805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:38.621974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:38.622037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:41.626698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:41.630085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:41.633264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:41.637488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:41.637679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:44.642145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:44.646198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:44.649568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:44.652831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:44.652896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:47.657213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:47.660779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:47.664945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:47.669863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:47.670019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:50.674370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:50.677735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:50.681049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:50.684488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:50.684594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:53.690036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:53.695474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:53.701054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:53.705433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:53.705556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:56.710279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:56.713537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:56.717092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:56.720332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:56.720400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:46:59.726175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:46:59.731043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:46:59.734825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:46:59.738286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:46:59.738374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:02.743285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:02.746606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:02.750491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:02.754332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:02.754410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:05.759331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:05.762936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:05.766469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:05.769773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:05.769843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:08.774600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:08.778658] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:08.782961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:08.787010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:08.787104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:11.791911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:11.796505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:11.802247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:11.807606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:11.807687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:14.812285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:14.815869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:14.819966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:14.823249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:14.823317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:17.829254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:17.833295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:17.836733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:17.841214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:17.841338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:20.845843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:20.850685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:20.855190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:20.859341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:20.859428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:23.864134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:23.868647] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:23.872199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:23.875599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:23.875704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:26.880365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:26.883654] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:26.886744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:26.890315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:26.890425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:29.896341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:29.900074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:29.903499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:29.907193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:29.907265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:32.912910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:32.917275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:32.920653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:32.925010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:32.925140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:35.929444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:35.932791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:35.936012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:35.939375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:35.939448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:38.944185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:38.947722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:38.951252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:38.954698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:38.954771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:41.959257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:41.962677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:41.966024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:41.969433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:41.969502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:44.974694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:44.978140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:44.981337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:44.984680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:44.984746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:47.991906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:47.997285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:48.002694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:48.007768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:48.007947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:51.013662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:51.017373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:51.020841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:51.024858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:51.024980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:54.029251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:54.032925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:54.036344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:54.040049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:54.040123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:47:57.044389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:47:57.047750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:47:57.051166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:47:57.054403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:47:57.054482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:00.059836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:00.064654] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:00.069057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:00.073683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:00.073792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:03.078217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:03.082352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:03.086417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:03.090350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:03.090441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:06.095410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:06.099452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:06.103353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:06.107365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:06.107433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:09.113536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:09.118451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:09.123066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:09.127058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:09.127152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:12.132988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:12.137883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:12.142807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:12.147348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:12.147477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:15.152287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:15.155980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:15.159291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:15.162531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:15.162621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:18.167269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:18.170633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:18.174273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:18.177461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:18.177525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:21.182385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:21.185651] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:21.188878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:21.192267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:21.192348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:24.197692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:24.201218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:24.204513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:24.207780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:24.207853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:27.212856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:27.216365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:27.219547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:27.222674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:27.222738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:30.229861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:30.234761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:30.239769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:30.245748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:30.245925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:33.250822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:33.255346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:33.259263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:33.263275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:33.263381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:36.268594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:36.272598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:36.276554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:36.280262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:36.280341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:39.285426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:39.289602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:39.293025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:39.296334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:39.296401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:42.300795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:42.304610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:42.308180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:42.311558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:42.311662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:45.316539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:45.321130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:45.325159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:45.329117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:45.329276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:48.333693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:48.337259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:48.341058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:48.345922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:48.346023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:51.351485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:51.355130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:51.358766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:51.363758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:51.363875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:54.368562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:54.371882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:54.375129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:54.378306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:54.378372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:48:57.383118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:48:57.386860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:48:57.390839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:48:57.394523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:48:57.394649] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:00.399291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:00.403252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:00.407099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:00.411122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:00.411235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:03.416410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:03.420239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:03.423906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:03.427851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:03.427951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:06.432600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:06.436101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:06.439553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:06.442977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:06.443075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:09.448331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:09.454859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:09.458737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:09.462327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:09.462420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:12.467463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:12.472429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:12.477216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:12.481612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:12.481738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:15.486554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:15.490391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:15.493805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:15.497204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:15.497275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:18.502908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:18.506751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:18.510365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:18.513862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:18.513942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:21.518533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:21.522265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:21.526072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:21.529766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:21.529838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:24.534197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:24.537820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:24.541414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:24.545274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:24.545357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:27.549944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:27.553378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:27.556861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:27.560708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:27.560801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:30.567351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:30.572680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:30.576939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:30.581306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:30.581408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:33.585626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:33.589077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:33.592312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:33.595586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:33.595659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:36.601119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:36.605521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:36.609823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:36.614338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:36.614440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:39.619406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:39.622742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:39.625885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:39.629063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:39.629127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:42.636336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:42.641101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:42.646067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:42.650631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:42.650743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:45.655768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:45.659564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:45.662778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:45.666006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:45.666070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:48.671038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:48.674292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:48.677744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:48.680855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:48.680920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:51.685514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:51.688871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:51.692078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:51.695342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:51.695421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:54.700114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:54.703712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:54.706965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:54.710230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:54.710292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:49:57.715043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:49:57.718747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:49:57.721999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:49:57.725229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:49:57.725293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:00.729662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:00.733277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:00.736680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:00.739914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:00.739977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:03.744637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:03.747943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:03.752042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:03.755690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:03.755760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:06.760457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:06.764195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:06.767765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:06.771303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:06.771392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:09.776166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:09.780560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:09.784660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:09.788354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:09.788473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:12.793658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:12.798433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:12.803208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:12.806861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:12.806963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:15.812625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:15.816599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:15.820202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:15.824910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:15.825051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:18.830982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:18.835384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:18.839477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:18.843438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:18.843524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:21.847822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:21.851209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:21.854408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:21.857641] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:21.857708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:24.863066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:24.867550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:24.871275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:24.875017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:24.875083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:27.879938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:27.883545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:27.887247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:27.891077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:27.891150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:30.895502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:30.898847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:30.902068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:30.905209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:30.905291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:33.911565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:33.916210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:33.919828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:33.923077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:33.923148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:36.928171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:36.932970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:36.936270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:36.939996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:36.940089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:39.945656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:39.949472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:39.954141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:39.959240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:39.959308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:42.963822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:42.967516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:42.971153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:42.974688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:42.974772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:45.980249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:45.985164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:45.989942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:45.994438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:45.994517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:48.999443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:49.002905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:49.006338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:49.009722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:49.009791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:52.014200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:52.018314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:52.022180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:52.025804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:52.025882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:55.030810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:55.036027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:55.041049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:55.044544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:55.044632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:50:58.050441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:50:58.054847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:50:58.058772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:50:58.062319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:50:58.062397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:01.070759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:01.076381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:01.082244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:01.086131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:01.086300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:04.091029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:04.094317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:04.097528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:04.100971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:04.101034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:07.105941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:07.110170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:07.114246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:07.118360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:07.118476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:10.124181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:10.129007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:10.133512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:10.137380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:10.137446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:13.143737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:13.149626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:13.154866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:13.159398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:13.159507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:16.164356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:16.168446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:16.172313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:16.176060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:16.176149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:19.181000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:19.184264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:19.187591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:19.190824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:19.190888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:22.195128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:22.199504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:22.204063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:22.207911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:22.208005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:25.212441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:25.215632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:25.220058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:25.224092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:25.224169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:28.229870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:28.233737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:28.237424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:28.242346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:28.242715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:31.247597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:31.251742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:31.255175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:31.258541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:31.258636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:34.263317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:34.267159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:34.271111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:34.274856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:34.274948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:37.279658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:37.283382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:37.286871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:37.290331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:37.290426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:40.295095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:40.298943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:40.302390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:40.305744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:40.305829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:43.311359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:43.315680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:43.319687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:43.323515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:43.323625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:46.330123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:46.335625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:46.340465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:46.345772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:46.345927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:49.351641] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:49.355936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:49.360478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:49.364367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:49.364459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:52.369214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:52.373358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:52.376800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:52.380126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:52.380193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:55.385691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:55.390790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:55.395406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:55.399892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:55.399978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:51:58.404399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:51:58.407815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:51:58.411052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:51:58.414232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:51:58.414296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:01.419349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:01.424205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:01.428085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:01.431874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:01.432025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:04.436796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:04.441632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:04.446636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:04.450987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:04.451130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:07.455454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:07.459372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:07.464518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:07.469534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:07.469685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:10.474167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:10.477401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:10.480641] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:10.484172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:10.484237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:13.489604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:13.494435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:13.498873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:13.503092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:13.503171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:16.507385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:16.511073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:16.514365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:16.517597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:16.517665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:19.522338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:19.525731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:19.529426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:19.533689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:19.533831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:22.538570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:22.542631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:22.546643] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:22.550449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:22.550544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:25.556296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:25.560367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:25.564143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:25.569032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:25.569125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:28.573718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:28.577546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:28.581929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:28.588990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:28.589071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:31.593368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:31.596861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:31.600250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:31.603996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:31.604077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:34.608825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:34.612340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:34.615841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:34.619629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:34.619711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:37.624041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:37.627326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:37.630529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:37.633715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:37.633781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:40.638043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:40.641488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:40.644806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:40.648009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:40.648089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:43.653598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:43.658868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:43.663242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:43.666889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:43.666972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:46.673103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:46.677352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:46.680938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:46.684208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:46.684274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:49.689250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:49.693610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:49.697127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:49.701100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:49.701207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:52.706511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:52.710729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:52.714302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:52.717649] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:52.717721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:55.723342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:55.727840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:55.731377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:55.734716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:55.734799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:52:58.739857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:52:58.743823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:52:58.747090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:52:58.750516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:52:58.750630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:01.756594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:01.760314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:01.765471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:01.770864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:01.770997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:04.775441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:04.779093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:04.782527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:04.785807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:04.785882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:07.790889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:07.794618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:07.798062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:07.801821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:07.801895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:10.808354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:10.812452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:10.816333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:10.821008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:10.821100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:13.826065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:13.830049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:13.833630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:13.837142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:13.837241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:16.843029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:16.848022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:16.852276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:16.856765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:16.856874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:19.861529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:19.864942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:19.868174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:19.871442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:19.871511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:22.876266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:22.879941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:22.883195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:22.886358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:22.886424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:25.890763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:25.894124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:25.897346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:25.900599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:25.900667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:28.904975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:28.908426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:28.912229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:28.915942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:28.916026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:31.921477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:31.926090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:31.929962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:31.933693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:31.933782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:34.939563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:34.944969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:34.949662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:34.953938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:34.954035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:37.959216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:37.963106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:37.966635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:37.970097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:37.970179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:40.975808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:40.983122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:40.986371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:40.990162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:40.990229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:43.994492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:43.997731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:44.001065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:44.004865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:44.004979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:47.009629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:47.013645] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:47.017620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:47.021304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:47.021384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:50.026990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:50.031971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:50.036496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:50.040978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:50.041072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:53.045776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:53.049253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:53.052699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:53.055896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:53.055969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:56.060522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:56.064053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:56.067783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:56.071212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:56.071284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:53:59.075732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:53:59.079310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:53:59.082877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:53:59.086466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:53:59.086547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:02.091349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:02.095160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:02.098963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:02.102495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:02.102585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:05.108296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:05.113406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:05.117444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:05.121170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:05.121237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:08.126437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:08.161298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:08.196096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:08.231433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:08.231625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:11.237517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:11.242616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:11.247851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:11.252338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:11.252409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:14.256636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:14.260394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:14.263641] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:14.267471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:14.267536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:17.272412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:17.275769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:17.278906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:17.281994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:17.282058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:20.286783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:20.290065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:20.293343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:20.296590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:20.296658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:23.300836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:23.304177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:23.307393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:23.310595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:23.310666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:26.315305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:26.318941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:26.322563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:26.325820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:26.325895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:29.330614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:29.334067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:29.337335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:29.340533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:29.340612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:32.345537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:32.348967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:32.352343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:32.355678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:32.355750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:35.360879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:35.365788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:35.370442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:35.375207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:35.375343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:38.380479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:38.384498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:38.388318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:38.392340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:38.392409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:41.397279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:41.401770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:41.406039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:41.410068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:41.410138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:44.414710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:44.418643] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:44.423268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:44.427022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:44.427111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:47.432117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:47.437035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:47.441179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:47.444547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:47.444637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:50.449168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:50.452685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:50.455860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:50.458961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:50.459023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:53.464865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:53.468713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:53.472117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:53.475973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:53.476079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:56.480986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:56.484368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:56.487652] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:56.491791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:56.491877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:54:59.498309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:54:59.503649] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:54:59.507980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:54:59.513270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:54:59.513430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:02.518213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:02.522664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:02.526800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:02.531142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:02.531256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:05.535760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:05.539420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:05.543086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:05.546680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:05.546759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:08.551542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:08.555366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:08.559185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:08.562909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:08.562992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:11.568038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:11.571799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:11.575473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:11.579108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:11.579185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:14.584080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:14.588218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:14.591716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:14.595125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:14.595212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:17.599676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:17.603019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:17.606139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:17.609349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:17.609413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:20.613981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:20.618202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:20.621955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:20.625523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:20.625623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:23.631400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:23.635447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:23.639266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:23.642974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:23.643046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:26.648609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:26.653496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:26.657658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:26.661829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:26.661922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:29.666831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:29.670476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:29.674461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:29.679899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:29.680071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:32.685741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:32.691126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:32.694704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:32.697933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:32.697998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:35.702308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:35.705674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:35.709115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:35.712753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:35.712851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:38.717435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:38.720964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:38.724322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:38.727563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:38.727645] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:41.732220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:41.735701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:41.739054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:41.742344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:41.742409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:44.748144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:44.752351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:44.756153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:44.760274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:44.760403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:47.765186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:47.768996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:47.772987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:47.777193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:47.777294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:50.781746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:50.785068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:50.788303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:50.791517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:50.791598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:53.797035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:53.801663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:53.805247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:53.808768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:53.808841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:56.813461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:56.817119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:56.821023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:56.824335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:56.824402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:55:59.828976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:55:59.832274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:55:59.835425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:55:59.838864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:55:59.838927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:02.843521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:02.846811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:02.849999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:02.853133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:02.853201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:05.858912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:05.862461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:05.866660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:05.870412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:05.870486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:08.875327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:08.880235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:08.885258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:08.889880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:08.889985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:11.894549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:11.898447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:11.902118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:11.906156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:11.906271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:14.911068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:14.915282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:14.920096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:14.925000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:14.925121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:17.929973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:17.934174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:17.937750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:17.943993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:17.944078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:20.948286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:20.951714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:20.955087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:20.958253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:20.958324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:23.964056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:23.969852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:23.976510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:23.982086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:23.982207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:26.986964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:26.991768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:26.996546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:27.000560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:27.000674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:30.006383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:30.010521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:30.014252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:30.017852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:30.017957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:33.022507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:33.025758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:33.028879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:33.031961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:33.032027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:36.036645] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:36.040113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:36.043464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:36.048299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:36.048458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:39.055462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:39.061050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:39.065851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:39.071128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:39.071264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:42.075886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:42.079543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:42.083114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:42.087969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:42.088109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:45.092702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:45.096241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:45.099490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:45.102647] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:45.102714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:48.107525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:48.111514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:48.115286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:48.119420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:48.119521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:51.124318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:51.127643] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:51.130793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:51.134475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:51.134718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:54.140893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:54.145502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:54.149271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:54.153930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:54.154070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:56:57.158154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:56:57.161367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:56:57.164493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:56:57.167630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:56:57.167695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:00.171823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:00.175070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:00.178280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:00.181533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:00.181627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:03.187431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:03.192209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:03.195987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:03.200491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:03.200702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:06.205215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:06.208473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:06.211702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:06.216035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:06.216136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:09.220252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:09.223684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:09.227182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:09.230715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:09.231311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:12.235909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:12.240278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:12.246039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:12.251866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:12.252019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:15.256804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:15.260946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:15.264810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:15.268131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:15.268196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:18.273132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:18.277389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:18.281353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:18.284854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:18.284947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:21.290410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:21.295365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:21.299884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:21.304440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:21.304530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:24.311218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:24.316618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:24.324473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:24.329380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:24.329505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:27.337155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:27.340933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:27.344570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:27.348057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:27.348153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:30.352987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:30.357432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:30.362162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:30.366646] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:30.366744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:33.372475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:33.376843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:33.381664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:33.385986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:33.386112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:36.392112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:36.396273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:36.401828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:36.406895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:36.406995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:39.412660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:39.416727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:39.421005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:39.425330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:39.425438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:42.431443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:42.436828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:42.441657] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:42.445481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:42.445595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:45.452741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:45.458995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:45.463808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:45.468364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:45.468482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:48.473214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:48.477368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:48.481204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:48.484989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:48.485059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:51.490222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:51.494565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:51.497825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:51.503485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:51.503564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:54.510733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:54.514859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:54.519287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:54.523515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:54.523624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:57:57.533464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:57:57.538897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:57:57.543227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:57:57.548295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:57:57.548460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:00.553234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:00.557341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:00.561868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:00.566049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:00.566211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:03.572255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:03.575924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:03.579077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:03.582227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:03.582291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:06.586706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:06.590032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:06.593209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:06.596659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:06.596728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:09.601204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:09.604834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:09.608945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:09.612213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:09.612281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:12.619965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:12.627330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:12.633974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:12.639540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:12.639744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:15.644246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:15.648305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:15.652081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:15.655398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:15.655478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:18.660221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:18.663707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:18.667075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:18.670337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:18.670403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:21.674878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:21.678190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:21.681437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:21.684540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:21.684623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:24.689347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:24.692797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:24.696409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:24.700293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:24.700358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:27.705192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:27.710122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:27.714721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:27.719247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:27.719363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:30.723828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:30.727388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:30.731335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:30.735024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:30.735090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:33.740055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:33.744367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:33.748200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:33.751547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:33.751630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:36.757628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:36.762655] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:36.767327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:36.771160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:36.771232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:39.775688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:39.779636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:39.783654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:39.786888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:39.786953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:42.791718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:42.795302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:42.798896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:42.802420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:42.802491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:45.806827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:45.810087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:45.813278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:45.816379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:45.816443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:48.820846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:48.824475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:48.827951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:48.831609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:48.831696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:51.836455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:51.839766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:51.842859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:51.845988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:51.846054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:54.850910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:54.854195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:54.857661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:54.860840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:54.860904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:58:57.865509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:58:57.869972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:58:57.873915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:58:57.877376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:58:57.877463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:00.882128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:00.886135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:00.890195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:00.894278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:00.894487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:03.898792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:03.902312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:03.905526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:03.909144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:03.909236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:06.914296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:06.918461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:06.922496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:06.927618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:06.927759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:09.932527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:09.936061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:09.939273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:09.942427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:09.942493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:12.947051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:12.950909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:12.954219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:12.957362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:12.957428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:15.963018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:15.966609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:15.970588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:15.975536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:15.975715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:18.980437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:18.984337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:18.988526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:18.992385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:18.992449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:21.997004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:22.000442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:22.003765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:22.007161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:22.007260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:25.013296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:25.018159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:25.022625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:25.026407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:25.026504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:28.030799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:28.034670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:28.038898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:28.042148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:28.042230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:31.047845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:31.051781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:31.055949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:31.060335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:31.060435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:34.064854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:34.068648] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:34.072089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:34.075499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:34.075584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:37.080080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:37.083348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:37.086516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:37.089761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:37.089831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:40.094084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:40.097339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:40.100459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:40.103531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:40.103616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:43.109669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:43.113797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:43.118320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:43.122720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:43.122806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:46.127549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:46.131604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:46.135531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:46.138952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:46.139030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:49.143506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:49.146830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:49.150725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:49.155143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:49.155241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:52.159758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:52.163266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:52.166719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:52.170075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:52.170146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:55.174432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:55.177965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:55.181361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:55.184745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:55.184828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T18:59:58.190483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T18:59:58.194090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T18:59:58.197921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T18:59:58.201644] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T18:59:58.201811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:01.206231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:01.210219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:01.213869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:01.217531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:01.217637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:04.222193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:04.226272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:04.229820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:04.233918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:04.233999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:07.238484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:07.241970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:07.245587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:07.249337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:07.249421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:10.254059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:10.258633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:10.262754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:10.266603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:10.266715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:13.271490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:13.275100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:13.278788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:13.282195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:13.282262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:16.287839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:16.293047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:16.298098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:16.303106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:16.303220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:19.307722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:19.311448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:19.315067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:19.318489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:19.318593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:22.323472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:22.327884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:22.331921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:22.336042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:22.336184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:25.340665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:25.344758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:25.349033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:25.353100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:25.353177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:28.358698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:28.363827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:28.368690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:28.372689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:28.372777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:31.377442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:31.381052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:31.384496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:31.388416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:31.388506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:34.392646] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:34.396347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:34.399857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:34.403285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:34.403361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:37.407748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:37.411250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:37.415214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:37.419559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:37.419657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:40.423811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:40.427424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:40.431029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:40.435904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:40.435989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:43.440305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:43.443911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:43.447448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:43.451240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:43.451319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:46.454895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:46.458043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:46.461368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:46.464702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:46.464766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:49.471632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:49.475701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:49.479329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:49.483030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:49.483110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:52.487709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:52.491875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:52.495402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:52.498959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:52.499033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:55.502736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:55.506360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:55.510044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:55.513733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:55.513840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:00:58.518650] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:00:58.524022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:00:58.528806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:00:58.532911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:00:58.533087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:01.538752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:01.542740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:01.547156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:01.551519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:01.551989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:04.558167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:04.563742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:04.568127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:04.572803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:04.573034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:07.578717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:07.583774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:07.587949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:07.592303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:07.592389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:10.598340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:10.603069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:10.608195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:10.616701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:10.616887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:13.621990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:13.625956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:13.629309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:13.633246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:13.633335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:16.637677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:16.641161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:16.644620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:16.648114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:16.648189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:19.654945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:19.659195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:19.662771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:19.666353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:19.666418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:22.670777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:22.674733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:22.678215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:22.681550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:22.681639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:25.686395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:25.690454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:25.694351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:25.697950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:25.698036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:28.702690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:28.706327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:28.709877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:28.713154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:28.713222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:31.718667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:31.722752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:31.726637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:31.730529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:31.730727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:34.735376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:34.738984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:34.742561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:34.746298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:34.746387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:37.751390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:37.754900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:37.758281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:37.761561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:37.761643] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:40.766799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:40.770139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:40.773887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:40.777086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:40.777149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:43.782869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:43.787483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:43.792561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:43.796856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:43.796959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:46.801457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:46.805015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:46.809073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:46.813081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:46.813166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:49.818968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:49.823045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:49.827321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:49.832180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:49.832324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:52.838418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:52.846205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:52.850777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:52.855458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:52.855538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:55.861075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:55.865304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:55.870699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:55.876721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:55.876834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:01:58.881564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:01:58.885536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:01:58.889363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:01:58.892998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:01:58.893084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:01.897877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:01.901866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:01.905182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:01.909448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:01.909519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:04.914142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:04.920349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:04.925249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:04.929258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:04.929362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:07.934827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:07.938890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:07.942226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:07.945805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:07.945867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:10.950518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:10.955368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:10.960143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:10.963943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:10.964041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:13.969153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:13.972521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:13.975790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:13.979122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:13.979202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:16.983839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:16.987554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:16.991148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:16.994991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:16.995078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:19.999791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:20.003605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:20.006938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:20.010731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:20.010795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:23.015115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:23.019548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:23.024153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:23.027658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:23.027747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:26.032638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:26.036119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:26.039487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:26.042632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:26.042698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:29.047741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:29.051227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:29.054729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:29.058037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:29.058106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:32.062793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:32.066334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:32.069752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:32.073206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:32.073279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:35.078267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:35.082089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:35.085366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:35.089454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:35.089520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:38.095389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:38.100819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:38.105803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:38.109900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:38.109996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:41.115529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:41.120904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:41.126081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:41.131123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:41.131245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:44.136272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:44.139989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:44.143523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:44.147139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:44.147209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:47.151764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:47.155102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:47.158669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:47.162488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:47.162647] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:50.166994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:50.172421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:50.176132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:50.179960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:50.180035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:53.184164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:53.187618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:53.190924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:53.194173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:53.194252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:56.200271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:56.203972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:56.207713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:56.211448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:56.211515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:02:59.216683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:02:59.220617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:02:59.224313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:02:59.228105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:02:59.228199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:02.232637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:02.235928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:02.239146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:02.242335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:02.242402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:05.246608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:05.250109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:05.253481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:05.256803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:05.256885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:08.262362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:08.266223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:08.270000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:08.273557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:08.273637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:11.277976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:11.282706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:11.287118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:11.292524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:11.292719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:14.298953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:14.304213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:14.309731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:14.315243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:14.315335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:17.319689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:17.323232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:17.326682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:17.330302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:17.330383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:20.336052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:20.339470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:20.342640] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:20.345811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:20.345876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:23.351414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:23.355243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:23.358826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:23.362162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:23.362237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:26.366796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:26.371331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:26.375485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:26.379068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:26.379133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:29.383837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:29.387460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:29.391073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:29.394862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:29.394937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:32.401143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:32.405424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:32.409167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:32.412834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:32.412925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:35.417742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:35.421131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:35.424337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:35.427823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:35.427890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:38.433407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:38.437399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:38.440839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:38.445301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:38.445463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:41.451383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:41.456457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:41.461321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:41.466008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:41.466123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:44.471077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:44.474798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:44.478603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:44.482399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:44.482486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:47.486813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:47.490217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:47.493401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:47.496511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:47.496599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:50.501483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:50.504937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:50.508456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:50.511727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:50.511791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:53.516407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:53.520012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:53.523321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:53.526760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:53.526837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:56.531658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:56.534926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:56.538172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:56.542141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:56.542208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:03:59.546880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:03:59.550334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:03:59.553606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:03:59.556835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:03:59.556906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:02.562471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:02.566184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:02.569503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:02.573102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:02.573178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:05.578154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:05.581916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:05.585303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:05.588567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:05.588647] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:08.593103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:08.627713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:08.662494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:08.696508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:08.696607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:11.701148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:11.704393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:11.707588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:11.710759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:11.710825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:14.715462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:14.719722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:14.723312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:14.726908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:14.727001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:17.731399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:17.735032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:17.738854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:17.742230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:17.742300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:20.747350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:20.751249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:20.755277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:20.758871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:20.758935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:23.764085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:23.767968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:23.771839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:23.775234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:23.775299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:26.779806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:26.783145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:26.786611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:26.790034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:26.790104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:29.795503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:29.799317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:29.802779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:29.806153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:29.806218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:32.810837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:32.814097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:32.817252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:32.820405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:32.820467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:35.824651] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:35.828091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:35.831296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:35.834751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:35.834814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:38.839526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:38.843331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:38.848117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:38.853268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:38.853352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:41.858070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:41.861993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:41.865931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:41.869615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:41.869686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:44.877661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:44.883531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:44.888411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:44.893600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:44.893716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:47.898309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:47.902071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:47.906638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:47.911275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:47.911391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:50.919394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:50.925559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:50.931666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:50.937114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:50.937277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:53.941867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:53.945401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:53.948931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:53.952422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:53.952511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:56.957086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:56.960636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:56.963900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:56.967078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:56.967146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:04:59.972109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:04:59.976075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:04:59.980407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:04:59.984839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:04:59.984948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:02.991449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:02.996336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:03.002119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:03.005927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:03.006028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:06.011762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:06.016981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:06.022402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:06.026322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:06.026468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:09.032095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:09.036075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:09.039743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:09.043218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:09.043322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:12.051182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:12.057391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:12.063146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:12.069721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:12.069922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:15.076418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:15.081995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:15.088290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:15.094830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:15.094997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:18.100908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:18.104969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:18.109033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:18.113425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:18.113556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:21.119985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:21.124193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:21.127671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:21.131019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:21.131089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:24.135898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:24.139834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:24.143698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:24.147995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:24.148072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:27.153917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:27.158117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:27.162516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:27.166996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:27.167106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:30.171465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:30.174757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:30.177863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:30.181319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:30.181389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:33.186646] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:33.191444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:33.195858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:33.199564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:33.199653] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:36.204773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:36.208656] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:36.211910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:36.215083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:36.215150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:39.220799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:39.224869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:39.228274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:39.232780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:39.232874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:42.237713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:42.241340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:42.245458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:42.250807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:42.250971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:45.256587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:45.259957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:45.263253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:45.266948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:45.267039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:48.271105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:48.274414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:48.277586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:48.280815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:48.280882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:51.285191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:51.288710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:51.291999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:51.295206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:51.295274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:54.299932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:54.303404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:54.306858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:54.310350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:54.310469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:05:57.315242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:05:57.318795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:05:57.322708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:05:57.326167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:05:57.326234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:00.335635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:00.339969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:00.344506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:00.353277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:00.353406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:03.357947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:03.361661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:03.365134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:03.369132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:03.369261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:06.373761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:06.377154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:06.380355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:06.383538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:06.383698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:09.388072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:09.392014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:09.396651] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:09.400924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:09.401021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:12.406079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:12.409916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:12.413339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:12.416885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:12.416955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:15.420888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:15.424204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:15.427468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:15.430817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:15.430884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:18.435641] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:18.439446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:18.443380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:18.447093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:18.447176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:21.451743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:21.455983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:21.459915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:21.463517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:21.463656] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:24.468204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:24.472061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:24.475829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:24.479497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:24.479622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:27.485671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:27.490089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:27.493428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:27.496595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:27.496659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:30.503795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:30.509199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:30.513861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:30.518918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:30.519001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:33.524642] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:33.529875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:33.534159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:33.538231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:33.538336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:36.544302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:36.549308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:36.554122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:36.558960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:36.559078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:39.564859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:39.569551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:39.574165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:39.578642] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:39.578717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:42.583148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:42.587023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:42.590778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:42.594290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:42.594371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:45.599321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:45.603420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:45.607233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:45.610731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:45.610804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:48.616558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:48.621054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:48.624426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:48.627932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:48.627998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:51.634268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:51.638657] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:51.642642] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:51.646886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:51.646991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:54.652675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:54.656333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:54.660037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:54.663444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:54.663518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:06:57.668672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:06:57.673842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:06:57.678112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:06:57.682400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:06:57.682517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:00.687541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:00.691761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:00.695062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:00.700204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:00.700362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:03.705209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:03.709725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:03.713680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:03.717400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:03.717479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:06.726196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:06.729870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:06.733184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:06.736470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:06.736542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:09.741171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:09.745037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:09.749557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:09.753207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:09.753289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:12.758787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:12.763178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:12.767105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:12.771074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:12.771221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:15.775995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:15.780528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:15.784283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:15.788413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:15.788517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:18.793279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:18.796900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:18.800342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:18.804599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:18.804726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:21.809945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:21.814124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:21.818215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:21.822930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:21.823042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:24.828020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:24.831762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:24.835061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:24.838489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:24.838592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:27.843172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:27.847085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:27.850648] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:27.854309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:27.854402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:30.859097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:30.862897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:30.867321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:30.871903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:30.871992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:33.876606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:33.880100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:33.883529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:33.887010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:33.887083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:36.891421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:36.895245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:36.898870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:36.902215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:36.902288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:39.906877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:39.910383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:39.913810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:39.917453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:39.917544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:42.923397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:42.928340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:42.933086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:42.936296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:42.936360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:45.940788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:45.944095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:45.948061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:45.951340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:45.951404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:48.955974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:48.959321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:48.962809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:48.966394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:48.966477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:51.972289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:51.976536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:51.980137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:51.983596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:51.983674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:54.988484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:54.992147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:54.995765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:54.999602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:54.999699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:07:58.004163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:07:58.007608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:07:58.010998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:07:58.014331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:07:58.014411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:01.020136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:01.026163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:01.030813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:01.036059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:01.036218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:04.043032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:04.047813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:04.053086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:04.057707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:04.057806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:07.062659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:07.066132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:07.069486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:07.073680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:07.073746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:10.079692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:10.084305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:10.088661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:10.092960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:10.093042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:13.098089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:13.102196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:13.106202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:13.110297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:13.110386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:16.115082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:16.119134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:16.123034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:16.126936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:16.127071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:19.131740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:19.135499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:19.139532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:19.144149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:19.144236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:22.148931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:22.152479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:22.155883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:22.160293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:22.160407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:25.167352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:25.173900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:25.179425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:25.185746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:25.185901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:28.191155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:28.194998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:28.198268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:28.201592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:28.201660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:31.206376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:31.210054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:31.213925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:31.217653] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:31.217724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:34.224191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:34.228451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:34.232832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:34.236586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:34.236677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:37.241971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:37.246883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:37.251611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:37.256329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:37.256441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:40.261108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:40.264936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:40.268310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:40.271785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:40.271867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:43.276825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:43.281636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:43.285931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:43.289985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:43.290093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:46.295747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:46.300509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:46.304319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:46.307491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:46.307556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:49.311859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:49.315718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:49.319365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:49.322814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:49.322885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:52.327382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:52.331031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:52.335107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:52.338648] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:52.338715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:55.343686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:55.348947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:55.353352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:55.357459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:55.357597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:08:58.362401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:08:58.366367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:08:58.370288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:08:58.374085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:08:58.374191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:01.380274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:01.385777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:01.391397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:01.396697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:01.396853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:04.401324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:04.405612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:04.409609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:04.413151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:04.413220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:07.417902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:07.421514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:07.425169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:07.429252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:07.429339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:10.435836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:10.439844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:10.444680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:10.449664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:10.449789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:13.454108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:13.457496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:13.460833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:13.464044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:13.464116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:16.469021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:16.473340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:16.477552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:16.482102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:16.482249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:19.487208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:19.490993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:19.494100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:19.497136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:19.497204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:22.501744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:22.505649] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:22.509125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:22.512459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:22.512530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:25.517346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:25.520698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:25.523833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:25.527088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:25.527154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:28.531552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:28.535132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:28.538391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:28.541670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:28.541739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:31.547118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:31.551616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:31.555320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:31.559197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:31.559293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:34.564055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:34.567948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:34.571476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:34.575008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:34.575092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:37.581098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:37.585925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:37.590032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:37.593286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:37.593350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:40.598002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:40.601538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:40.604789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:40.608265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:40.608388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:43.612964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:43.616509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:43.621055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:43.624987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:43.625057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:46.630093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:46.634020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:46.637330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:46.641106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:46.641173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:49.645487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:49.649160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:49.652849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:49.656470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:49.656553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:52.662208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:52.666568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:52.669984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:52.673192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:52.673259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:55.679225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:55.684269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:55.688018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:55.691755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:55.691823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:09:58.696363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:09:58.699788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:09:58.702967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:09:58.706369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:09:58.706434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:01.712127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:01.716649] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:01.721310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:01.727164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:01.727280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:04.732446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:04.737403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:04.742287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:04.746893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:04.746987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:07.752384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:07.757803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:07.762309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:07.766951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:07.767074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:10.773042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:10.777847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:10.782205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:10.785931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:10.786007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:13.790750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:13.794530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:13.799138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:13.803384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:13.803490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:16.809938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:16.815258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:16.819720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:16.824061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:16.824182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:19.828535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:19.832474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:19.835878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:19.839309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:19.839376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:22.845292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:22.850859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:22.855845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:22.861255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:22.861367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:25.866909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:25.871758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:25.876032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:25.879894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:25.879956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:28.884370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:28.887725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:28.891237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:28.894788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:28.894865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:31.899399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:31.902840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:31.906084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:31.909155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:31.909218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:34.913556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:34.917264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:34.920806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:34.924197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:34.924275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:37.928799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:37.932262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:37.936011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:37.939497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:37.939591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:40.943980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:40.947887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:40.951430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:40.955510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:40.955634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:43.960620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:43.964713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:43.968270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:43.971767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:43.971860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:46.976557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:46.980284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:46.983920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:46.987517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:46.987608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:49.991981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:49.995515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:49.998894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:50.002208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:50.002283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:53.008091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:53.012473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:53.016653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:53.020688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:53.020796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:56.025898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:56.030018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:56.033907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:56.038070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:56.038198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:10:59.042494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:10:59.045964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:10:59.049531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:10:59.052786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:10:59.052854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:02.058210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:02.062320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:02.067171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:02.071873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:02.071959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:05.076532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:05.080194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:05.083742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:05.087173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:05.087253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:08.092455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:08.096464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:08.100340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:08.104659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:08.104753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:11.109767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:11.113457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:11.117009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:11.120562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:11.120644] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:14.125646] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:14.131956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:14.137836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:14.142275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:14.142346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:17.147732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:17.151967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:17.156070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:17.160364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:17.160491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:20.165326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:20.169152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:20.172664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:20.176218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:20.176289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:23.180742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:23.184150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:23.187391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:23.190752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:23.190833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:26.196512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:26.200387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:26.203874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:26.207313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:26.207399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:29.212247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:29.216307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:29.220326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:29.224062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:29.224137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:32.228499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:32.231873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:32.236120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:32.240215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:32.240307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:35.245510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:35.249839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:35.254908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:35.259472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:35.259602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:38.264597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:38.268825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:38.272672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:38.276759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:38.276851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:41.281876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:41.285570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:41.290339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:41.295461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:41.295566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:44.302409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:44.307175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:44.311163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:44.314992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:44.315076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:47.320010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:47.324090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:47.327638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:47.331306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:47.331395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:50.337132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:50.341659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:50.345315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:50.348696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:50.348774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:53.354986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:53.359553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:53.363289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:53.367744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:53.367886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:56.372377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:56.376948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:56.380396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:56.384769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:56.384908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:11:59.389390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:11:59.393218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:11:59.396933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:11:59.400702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:11:59.400791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:02.408083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:02.412374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:02.416857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:02.421065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:02.421144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:05.425893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:05.429726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:05.432937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:05.436170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:05.436238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:08.440640] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:08.444600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:08.448435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:08.452607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:08.452717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:11.457106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:11.460797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:11.464211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:11.467555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:11.467650] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:14.472755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:14.476364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:14.479835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:14.483659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:14.483727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:17.489221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:17.494494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:17.499902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:17.504624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:17.504734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:20.509355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:20.512853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:20.516105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:20.519322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:20.519388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:23.523857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:23.527148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:23.530421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:23.533696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:23.533763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:26.538291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:26.542011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:26.545208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:26.548409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:26.548474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:29.552965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:29.556387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:29.559716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:29.562967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:29.563036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:32.567411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:32.571361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:32.575076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:32.578539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:32.578649] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:35.584293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:35.588546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:35.592145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:35.595508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:35.595603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:38.601905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:38.606082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:38.609682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:38.614285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:38.614434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:41.620275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:41.623937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:41.627151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:41.630494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:41.630559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:44.635391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:44.638807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:44.642191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:44.645302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:44.645366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:47.650379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:47.654666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:47.659237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:47.664111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:47.664238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:50.668992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:50.672613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:50.676095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:50.679870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:50.679942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:53.684498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:53.688988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:53.693151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:53.697186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:53.697281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:56.701827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:56.705185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:56.709655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:56.713759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:56.713841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:12:59.718266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:12:59.721756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:12:59.724958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:12:59.728250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:12:59.728357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:02.733163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:02.737490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:02.741274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:02.745389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:02.745469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:05.750014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:05.753332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:05.756608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:05.759871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:05.759939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:08.764355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:08.768056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:08.772193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:08.775948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:08.776028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:11.810387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:11.814100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:11.818494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:11.822684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:11.822768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:14.827342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:14.830718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:14.833884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:14.837110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:14.837173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:17.841864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:17.845449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:17.848881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:17.852153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:17.852222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:20.856737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:20.860136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:20.863634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:20.866805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:20.866872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:23.871327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:23.875097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:23.878951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:23.882663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:23.882747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:26.888738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:26.892519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:26.896430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:26.900473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:26.900559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:29.905525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:29.910051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:29.913667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:29.918529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:29.918647] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:32.923193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:32.926843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:32.930112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:32.933324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:32.933388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:35.937945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:35.941475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:35.944652] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:35.947737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:35.947802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:38.952634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:38.955951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:38.959328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:38.962608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:38.962676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:41.966765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:41.971788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:41.975447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:41.979023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:41.979093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:44.984885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:44.989479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:44.994247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:44.998534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:44.998650] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:48.003620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:48.008902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:48.013020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:48.016780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:48.016886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:51.021800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:51.025210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:51.028505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:51.031709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:51.031774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:54.036115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:54.040471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:54.044326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:54.047952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:54.048019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:13:57.053706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:13:57.058777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:13:57.062364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:13:57.066325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:13:57.066390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:00.071211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:00.075205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:00.078506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:00.082848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:00.082945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:03.087358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:03.090729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:03.093896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:03.097706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:03.097772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:06.103001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:06.106706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:06.109986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:06.113165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:06.113231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:09.118612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:09.152133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:09.186447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:09.224129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:09.224309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:12.229695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:12.233511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:12.236691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:12.239872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:12.239938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:15.244395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:15.248123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:15.252126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:15.255701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:15.255791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:18.260612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:18.264053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:18.267303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:18.270522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:18.270608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:21.275099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:21.278513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:21.284086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:21.287529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:21.287630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:24.292748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:24.296123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:24.299357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:24.302490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:24.302555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:27.307538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:27.312215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:27.315919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:27.319584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:27.319648] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:30.324542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:30.328356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:30.331585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:30.335177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:30.335242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:33.340991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:33.346159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:33.351307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:33.356065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:33.356175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:36.360826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:36.364140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:36.367331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:36.370488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:36.370553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:39.375381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:39.380393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:39.384178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:39.388609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:39.388692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:42.392993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:42.396625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:42.400257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:42.404398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:42.404509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:45.410091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:45.414289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:45.418270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:45.422035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:45.422112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:48.426786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:48.431496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:48.436424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:48.440877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:48.440972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:51.446556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:51.451217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:51.456098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:51.460420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:51.460530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:54.465028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:54.468985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:54.472706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:54.476090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:54.476158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:14:57.481814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:14:57.486047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:14:57.490149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:14:57.493953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:14:57.494028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:00.499654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:00.504167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:00.508672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:00.513179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:00.513262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:03.517871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:03.521235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:03.524399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:03.528126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:03.528241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:06.533337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:06.536991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:06.540627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:06.544094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:06.544186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:09.548668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:09.552754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:09.557206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:09.561723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:09.561828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:12.567779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:12.571945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:12.575888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:12.580027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:12.580120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:15.584871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:15.588382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:15.591894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:15.595159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:15.595224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:18.599636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:18.603252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:18.606548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:18.609773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:18.609840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:21.614974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:21.619007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:21.622540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:21.626038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:21.626131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:24.630882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:24.634197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:24.637539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:24.640802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:24.640870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:27.646090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:27.649910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:27.653672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:27.657609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:27.657680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:30.663510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:30.667263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:30.671553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:30.675474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:30.675555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:33.680219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:33.683410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:33.686491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:33.689661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:33.689727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:36.695409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:36.699352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:36.702635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:36.705841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:36.705910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:39.710193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:39.713565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:39.716874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:39.720120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:39.720203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:42.726075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:42.730520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:42.735072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:42.739948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:42.740082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:45.744534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:45.748054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:45.752049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:45.755616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:45.755707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:48.760074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:48.763418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:48.767736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:48.772428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:48.772522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:51.777749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:51.782343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:51.788206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:51.793623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:51.793762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:54.799889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:54.805168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:54.810128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:54.815053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:54.815146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:15:57.821477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:15:57.826029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:15:57.830501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:15:57.834996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:15:57.835094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:00.840021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:00.844076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:00.847522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:00.855795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:00.855990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:03.861793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:03.865596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:03.869368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:03.872939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:03.873042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:06.877613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:06.881104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:06.884391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:06.887656] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:06.887724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:09.892225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:09.896050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:09.899439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:09.902810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:09.902883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:12.907159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:12.910473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:12.913816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:12.917240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:12.917312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:15.921816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:15.925507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:15.929716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:15.934366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:15.934463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:18.938996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:18.942959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:18.946530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:18.949862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:18.949937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:21.954793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:21.959217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:21.963275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:21.966664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:21.966731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:24.972256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:24.976789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:24.980377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:24.983813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:24.983886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:27.989036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:27.993600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:27.997229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:28.001367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:28.001446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:31.008178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:31.012791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:31.018235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:31.023816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:31.023955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:34.029283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:34.034950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:34.039610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:34.043673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:34.043766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:37.049227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:37.052898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:37.056109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:37.059249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:37.059319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:40.063774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:40.067250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:40.070729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:40.075021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:40.075112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:43.081279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:43.086187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:43.090859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:43.095651] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:43.095760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:46.100781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:46.104335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:46.107685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:46.111049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:46.111123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:49.115499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:49.119078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:49.122233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:49.125430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:49.125495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:52.130265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:52.134088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:52.137301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:52.140516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:52.140611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:55.144883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:55.148194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:55.151429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:55.154529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:55.154613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:16:58.159498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:16:58.163843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:16:58.167972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:16:58.172040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:16:58.172156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:01.177357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:01.180964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:01.184450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:01.188355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:01.188426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:04.192822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:04.196101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:04.199353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:04.202607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:04.202675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:07.208181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:07.212632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:07.216923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:07.220770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:07.220884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:10.225885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:10.229275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:10.232478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:10.235621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:10.235685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:13.240151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:13.243672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:13.246986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:13.250247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:13.250311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:16.256139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:16.260919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:16.264254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:16.267481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:16.267561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:19.272418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:19.276696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:19.280696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:19.284228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:19.284305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:22.288664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:22.292556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:22.296025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:22.299285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:22.299354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:25.304112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:25.308985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:25.314523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:25.319666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:25.319795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:28.324540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:28.328264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:28.332007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:28.335405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:28.335492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:31.340286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:31.344149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:31.348040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:31.351616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:31.351695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:34.356410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:34.360186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:34.363778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:34.367212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:34.367289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:37.375409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:37.379753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:37.383626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:37.387626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:37.387702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:40.392103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:40.395389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:40.398643] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:40.401765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:40.401833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:43.406947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:43.410544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:43.414448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:43.418119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:43.418184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:46.422980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:46.426944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:46.430825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:46.434757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:46.434854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:49.440197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:49.444356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:49.448734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:49.452066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:49.452146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:52.458804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:52.464118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:52.468542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:52.472109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:52.472181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:55.476797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:55.480392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:55.484405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:55.488055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:55.488145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:17:58.493059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:17:58.496653] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:17:58.499942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:17:58.503173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:17:58.503256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:01.508955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:01.513059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:01.516344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:01.519828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:01.519939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:04.524620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:04.528266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:04.531728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:04.535222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:04.535305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:07.540544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:07.544847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:07.548500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:07.552257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:07.552362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:10.557036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:10.560691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:10.564208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:10.567822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:10.567901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:13.572917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:13.576634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:13.580326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:13.583868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:13.583944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:16.588693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:16.592104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:16.595336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:16.598547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:16.598628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:19.604204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:19.608525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:19.612273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:19.615824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:19.615909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:22.620605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:22.624030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:22.627415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:22.630696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:22.630759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:25.635330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:25.639833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:25.644044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:25.647968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:25.648034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:28.652515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:28.656235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:28.660133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:28.666178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:28.666282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:31.672532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:31.677946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:31.681825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:31.686225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:31.686344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:34.691264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:34.695533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:34.699366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:34.702970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:34.703052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:37.709183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:37.713535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:37.717156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:37.721939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:37.722081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:40.726797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:40.730611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:40.734223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:40.737800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:40.737886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:43.742266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:43.745614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:43.748812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:43.752041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:43.752115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:46.756599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:46.759873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:46.762999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:46.766194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:46.766266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:49.770929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:49.774383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:49.777638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:49.782486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:49.782562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:52.788807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:52.793893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:52.798313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:52.802876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:52.803029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:55.807591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:55.811119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:55.815357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:55.819825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:55.819943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:18:58.824489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:18:58.827908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:18:58.831113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:18:58.834383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:18:58.834461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:01.840889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:01.845098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:01.849216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:01.855166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:01.855508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:04.862125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:04.866803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:04.870698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:04.874072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:04.874139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:07.880249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:07.884420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:07.887992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:07.892129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:07.892220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:10.898216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:10.902315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:10.906025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:10.909733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:10.909835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:13.914252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:13.917926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:13.922550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:13.927418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:13.927520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:16.933625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:16.938984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:16.943498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:16.948031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:16.948145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:19.953079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:19.956632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:19.959898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:19.963123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:19.963189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:22.969895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:22.976053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:22.981342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:22.986187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:22.986346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:25.990972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:25.994979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:25.998893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:26.002261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:26.002327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:29.007166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:29.010758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:29.014130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:29.017428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:29.017508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:32.021910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:32.025499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:32.029071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:32.032889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:32.032990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:35.037714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:35.041226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:35.044526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:35.048244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:35.048333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:38.053253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:38.057392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:38.062360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:38.067220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:38.067323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:41.072848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:41.077426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:41.082337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:41.087162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:41.087272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:44.091812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:44.095305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:44.098588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:44.101792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:44.101856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:47.106445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:47.109782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:47.112977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:47.116240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:47.116319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:50.120734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:50.124408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:50.127589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:50.130749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:50.130811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:53.135200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:53.138415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:53.141488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:53.144583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:53.144647] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:56.149253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:56.152741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:56.156849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:56.161153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:56.161226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:19:59.165925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:19:59.169472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:19:59.172839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:19:59.176413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:19:59.176481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:02.181215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:02.184840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:02.188305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:02.192041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:02.192129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:05.196891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:05.200379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:05.204096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:05.207566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:05.207657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:08.212202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:08.215906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:08.219429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:08.222831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:08.222922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:11.229982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:11.236429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:11.242417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:11.247560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:11.247743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:14.252155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:14.256121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:14.259934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:14.263295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:14.263370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:17.268067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:17.271541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:17.274741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:17.277885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:17.277950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:20.282637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:20.286238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:20.289519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:20.293435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:20.293531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:23.299509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:23.303858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:23.308692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:23.313124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:23.313216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:26.318858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:26.322890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:26.326744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:26.330443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:26.330525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:29.336493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:29.341244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:29.345890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:29.350127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:29.350231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:32.354999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:32.358769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:32.362306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:32.365612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:32.365683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:35.369879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:35.373250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:35.376479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:35.379730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:35.379801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:38.385364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:38.389633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:38.394357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:38.399324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:38.399457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:41.403946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:41.407383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:41.410715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:41.413899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:41.413969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:44.419348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:44.423985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:44.427959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:44.432631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:44.432735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:47.437400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:47.440840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:47.444081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:47.447357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:47.447428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:50.451805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:50.455683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:50.459170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:50.462705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:50.462789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:53.467766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:53.471601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:53.475076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:53.478403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:53.478484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:56.483289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:56.486913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:56.490209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:56.493433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:56.493501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:20:59.499368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:20:59.503770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:20:59.508703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:20:59.513724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:20:59.513868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:02.518738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:02.523274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:02.527600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:02.532383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:02.532499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:05.536875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:05.540497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:05.543990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:05.547417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:05.547488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:08.552533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:08.557158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:08.561137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:08.565217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:08.565329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:11.570933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:11.575502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:11.579642] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:11.582799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:11.582865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:14.587459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:14.591647] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:14.595317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:14.598833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:14.598904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:17.603830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:17.608955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:17.613960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:17.617986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:17.618073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:20.622702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:20.626204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:20.629634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:20.632862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:20.632927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:23.638343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:23.642775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:23.647160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:23.651172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:23.651266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:26.656059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:26.659949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:26.663066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:26.666364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:26.666426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:29.671968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:29.676521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:29.680534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:29.684127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:29.684201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:32.688979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:32.692958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:32.696767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:32.701094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:32.701204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:35.706044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:35.710209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:35.713882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:35.717216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:35.717294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:38.721822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:38.726052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:38.729609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:38.733047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:38.733126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:41.737835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:41.741658] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:41.745281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:41.748418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:41.748482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:44.753026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:44.756817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:44.760327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:44.763905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:44.763998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:47.772550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:47.777359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:47.781156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:47.784620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:47.784692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:50.789532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:50.793041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:50.796482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:50.800502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:50.800650] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:53.805402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:53.809598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:53.813316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:53.817217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:53.817321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:56.821975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:56.825456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:56.828985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:56.832206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:56.832276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:21:59.836493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:21:59.839946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:21:59.843287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:21:59.846689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:21:59.846771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:02.851709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:02.855836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:02.859880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:02.863676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:02.863759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:05.868742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:05.872941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:05.877181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:05.881095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:05.881161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:08.885725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:08.889839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:08.893900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:08.897368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:08.897447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:11.902272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:11.906027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:11.909414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:11.912754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:11.912821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:14.917321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:14.920617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:14.923779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:14.927079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:14.927143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:17.931786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:17.935480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:17.939225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:17.942902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:17.942993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:20.947753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:20.951603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:20.955085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:20.958596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:20.958685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:23.963260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:23.966935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:23.970302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:23.973460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:23.973524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:26.978566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:26.982040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:26.986677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:26.991084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:26.991185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:29.996842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:30.001452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:30.006567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:30.010641] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:30.010733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:33.015372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:33.018739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:33.022444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:33.026730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:33.026889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:36.031466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:36.034831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:36.037925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:36.041428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:36.041493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:39.045783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:39.049319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:39.052772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:39.056241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:39.056323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:42.060743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:42.064286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:42.067848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:42.071332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:42.071421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:45.077344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:45.082621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:45.087101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:45.091679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:45.091772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:48.097003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:48.100422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:48.105050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:48.109483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:48.109555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:51.113922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:51.117723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:51.121091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:51.124281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:51.124346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:54.129594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:54.134066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:54.138535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:54.141881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:54.141964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:22:57.148126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:22:57.153631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:22:57.157102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:22:57.160269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:22:57.160333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:00.165153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:00.169701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:00.174434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:00.178902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:00.178994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:03.183276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:03.186690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:03.189978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:03.193147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:03.193217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:06.197588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:06.201108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:06.204342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:06.207565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:06.207650] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:09.213009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:09.217059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:09.220856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:09.224401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:09.224508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:12.229488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:12.233323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:12.237329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:12.241169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:12.241274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:15.245720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:15.249498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:15.252902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:15.256104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:15.256176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:18.262477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:18.267609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:18.272072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:18.275835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:18.275913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:21.281053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:21.285312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:21.288983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:21.292551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:21.292643] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:24.298939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:24.303903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:24.307964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:24.311735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:24.311823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:27.316959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:27.321272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:27.325228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:27.329189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:27.329287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:30.333814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:30.338688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:30.343263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:30.348115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:30.348289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:33.352923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:33.356534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:33.361792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:33.365302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:33.365376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:36.370316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:36.373821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:36.377146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:36.380957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:36.381029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:39.385850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:39.390341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:39.394602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:39.398240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:39.398369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:42.403161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:42.406827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:42.411167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:42.414594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:42.414670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:45.419248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:45.422604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:45.426473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:45.430340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:45.430418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:48.437645] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:48.442633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:48.447851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:48.452012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:48.452082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:51.457161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:51.461270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:51.465399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:51.469008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:51.469085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:54.473379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:54.476737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:54.479923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:54.483174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:54.483247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:23:57.487947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:23:57.492180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:23:57.496099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:23:57.500045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:23:57.500200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:00.514492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:00.519647] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:00.523496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:00.527344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:00.527508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:03.531913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:03.535617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:03.539598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:03.543255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:03.543327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:06.548928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:06.553454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:06.557345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:06.560943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:06.561025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:09.565669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:09.569266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:09.572705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:09.576590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:09.576661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:12.581098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:12.584531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:12.587783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:12.591629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:12.591700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:15.596205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:15.599607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:15.602993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:15.606172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:15.606235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:18.610866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:18.614319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:18.617766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:18.622101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:18.622196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:21.628000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:21.632527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:21.636314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:21.639822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:21.639888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:24.645289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:24.648772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:24.652085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:24.655661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:24.655753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:27.660465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:27.663954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:27.667134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:27.670443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:27.670507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:30.674759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:30.678398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:30.681638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:30.684939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:30.685008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:33.689843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:33.693704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:33.697207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:33.700848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:33.700913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:36.705619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:36.708992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:36.712298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:36.715748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:36.715818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:39.720377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:39.724303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:39.728304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:39.732736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:39.732830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:42.738698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:42.744053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:42.749975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:42.754602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:42.754764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:45.760665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:45.764446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:45.768158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:45.772005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:45.772080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:48.778505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:48.783481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:48.789890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:48.794051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:48.794138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:51.798454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:51.802165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:51.805778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:51.809273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:51.809338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:54.814701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:54.818619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:54.822744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:54.826534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:54.826615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:24:57.831261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:24:57.835009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:24:57.838696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:24:57.842504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:24:57.842642] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:00.848185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:00.853147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:00.856590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:00.859768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:00.859835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:03.865286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:03.872768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:03.877668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:03.882742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:03.882842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:06.887261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:06.890730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:06.894000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:06.897296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:06.897367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:09.902679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:09.906380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:09.911142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:09.914802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:09.914884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:12.921898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:12.926051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:12.929628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:12.932980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:12.933046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:15.937508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:15.941141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:15.944865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:15.948621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:15.948717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:18.953833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:18.957854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:18.964893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:18.968287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:18.968356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:21.973126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:21.976832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:21.980496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:21.984124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:21.984213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:24.988459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:24.991932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:24.995100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:24.998274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:24.998349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:28.002600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:28.006454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:28.010482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:28.013976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:28.014048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:31.018909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:31.023646] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:31.027450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:31.032475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:31.032641] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:34.037433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:34.041104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:34.044608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:34.047872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:34.047941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:37.053407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:37.058036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:37.063411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:37.068906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:37.069004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:40.074972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:40.079520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:40.084202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:40.089030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:40.089167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:43.093632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:43.097038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:43.100303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:43.103760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:43.103826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:46.107760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:46.111266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:46.114593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:46.117902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:46.117969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:49.122143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:49.126168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:49.129816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:49.133115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:49.133201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:52.139426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:52.144565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:52.149596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:52.154552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:52.154798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:55.158796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:55.162322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:55.165864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:55.169337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:55.169445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:25:58.174588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:25:58.178804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:25:58.182696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:25:58.186096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:25:58.186162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:01.191009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:01.194962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:01.198997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:01.203167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:01.203268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:04.208930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:04.212851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:04.216751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:04.220603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:04.220691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:07.224821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:07.228878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:07.234566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:07.239298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:07.239396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:10.245707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:10.251834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:10.257993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:10.264556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:10.264837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:13.270174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:13.274732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:13.278826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:13.282877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:13.283120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:16.287738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:16.292014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:16.295358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:16.299217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:16.299452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:19.304062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:19.308170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:19.312402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:19.316627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:19.316753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:22.321487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:22.325613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:22.330250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:22.334556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:22.334698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:25.339181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:25.342600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:25.346211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:25.349935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:25.349998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:28.356335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:28.360496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:28.364284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:28.367844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:28.367913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:31.374033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:31.380685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:31.385137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:31.388715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:31.388800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:34.394470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:34.398209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:34.401908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:34.405382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:34.405477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:37.410856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:37.414686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:37.419526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:37.423211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:37.423295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:40.429061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:40.434889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:40.441380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:40.446281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:40.446415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:43.451216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:43.454664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:43.457931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:43.461142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:43.461213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:46.465811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:46.469710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:46.473556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:46.477164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:46.477249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:49.483738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:49.489109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:49.492877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:49.496127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:49.496194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:52.502222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:52.507037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:52.511234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:52.515066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:52.515154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:55.521163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:55.525477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:55.529150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:55.533045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:55.533154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:26:58.538824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:26:58.543722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:26:58.548299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:26:58.552875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:26:58.552972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:01.558965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:01.562667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:01.569028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:01.574055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:01.574218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:04.579487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:04.583648] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:04.587344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:04.590860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:04.590950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:07.595282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:07.599213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:07.602614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:07.606404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:07.606511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:10.613621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:10.617374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:10.620747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:10.624025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:10.624087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:13.628825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:13.632976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:13.636589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:13.639826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:13.639890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:16.644309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:16.647568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:16.650802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:16.653997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:16.654066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:19.660079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:19.664121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:19.667354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:19.671261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:19.671330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:22.676985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:22.682420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:22.686843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:22.690942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:22.691016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:25.696882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:25.701308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:25.705277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:25.708914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:25.708994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:28.714289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:28.718018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:28.721789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:28.725770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:28.725901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:31.731308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:31.735078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:31.738474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:31.741692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:31.741756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:34.746445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:34.750224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:34.753738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:34.757025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:34.757107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:37.763087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:37.767989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:37.772171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:37.775885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:37.775956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:40.780892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:40.784471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:40.788116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:40.792887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:40.793096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:43.797688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:43.801773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:43.805912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:43.813380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:43.813672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:46.818654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:46.822940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:46.830418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:46.837086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:46.837277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:49.844770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:49.851090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:49.856958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:49.861814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:49.861923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:52.866507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:52.870189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:52.873701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:52.877024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:52.877104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:55.884592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:55.888192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:55.891564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:55.896592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:55.896705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:27:58.901514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:27:58.905127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:27:58.908465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:27:58.911774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:27:58.911856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:01.918136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:01.923863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:01.929125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:01.934465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:01.934564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:04.939766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:04.944589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:04.948259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:04.952389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:04.952479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:07.958627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:07.962959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:07.966342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:07.970546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:07.970703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:10.975807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:10.980129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:10.984218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:10.988142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:10.988236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:13.994139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:13.998135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:14.001917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:14.005505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:14.005598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:17.015256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:17.020727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:17.026220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:17.030373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:17.030450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:20.036584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:20.040544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:20.043840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:20.047359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:20.047431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:23.052839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:23.057482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:23.062746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:23.067341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:23.067451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:26.072383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:26.076262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:26.080134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:26.084557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:26.084742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:29.092022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:29.098226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:29.102510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:29.106075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:29.106162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:32.111189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:32.114918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:32.119482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:32.123061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:32.123127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:35.129290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:35.133467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:35.137212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:35.140913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:35.141002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:38.145592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:38.149690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:38.152822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:38.155974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:38.156038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:41.161830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:41.167517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:41.172102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:41.176066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:41.176154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:44.182056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:44.186323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:44.190312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:44.193899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:44.193985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:47.198703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:47.202270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:47.205733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:47.209204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:47.209272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:50.214699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:50.219083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:50.223403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:50.227653] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:50.227744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:53.232757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:53.236500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:53.241424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:53.246252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:53.246342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:56.252902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:56.257158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:56.260670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:56.264403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:56.264482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:28:59.269123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:28:59.273423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:28:59.277478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:28:59.282051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:28:59.282157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:02.288640] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:02.293466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:02.297176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:02.301050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:02.301131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:05.305906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:05.309887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:05.315012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:05.319975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:05.320105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:08.325304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:08.329106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:08.332519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:08.336317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:08.336415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:11.342269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:11.345604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:11.349209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:11.352343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:11.352407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:14.357374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:14.361313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:14.364859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:14.368454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:14.368529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:17.374242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:17.378167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:17.381704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:17.385212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:17.385288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:20.391221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:20.395999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:20.400280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:20.404072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:20.404170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:23.411431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:23.416621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:23.421298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:23.425247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:23.425333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:26.430127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:26.434058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:26.437787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:26.441790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:26.441878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:29.446329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:29.449805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:29.453230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:29.457329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:29.457460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:32.462337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:32.466100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:32.469591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:32.473279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:32.473390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:35.479361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:35.484554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:35.488379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:35.491960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:35.492026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:38.498747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:38.503992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:38.508068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:38.512346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:38.512474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:41.518421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:41.523885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:41.529527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:41.535230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:41.535374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:44.541151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:44.545695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:44.549595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:44.554628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:44.554759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:47.560374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:47.564707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:47.568883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:47.572122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:47.572187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:50.576694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:50.580395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:50.583695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:50.586890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:50.586956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:53.592609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:53.597244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:53.601331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:53.604748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:53.604815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:56.614465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:56.619689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:56.624001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:56.628361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:56.628481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:29:59.634224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:29:59.638317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:29:59.641672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:29:59.646450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:29:59.646602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:02.652946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:02.658772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:02.663664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:02.668888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:02.669077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:05.673893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:05.677751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:05.681202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:05.684523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:05.684635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:08.689464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:08.693840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:08.697850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:08.701494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:08.701562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:11.707554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:11.713020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:11.718189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:11.722868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:11.722957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:14.729372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:14.734726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:14.740173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:14.745133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:14.745272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:17.751843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:17.757067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:17.761342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:17.765899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:17.766045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:20.770959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:20.775441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:20.780102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:20.786015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:20.786154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:23.792610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:23.798203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:23.802633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:23.806912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:23.807022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:26.813395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:26.818599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:26.822722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:26.826676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:26.826763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:29.832713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:29.837485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:29.842549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:29.847555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:29.847660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:32.853704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:32.857561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:32.861044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:32.865349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:32.865449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:35.870609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:35.875347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:35.880044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:35.884525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:35.884658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:38.889558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:38.893626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:38.897041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:38.902324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:38.902500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:41.912280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:41.918018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:41.922809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:41.926996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:41.927102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:44.932127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:44.937196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:44.942137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:44.946026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:44.946112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:47.951954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:47.956726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:47.962505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:47.967916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:47.968080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:50.972819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:50.976114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:50.979278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:50.982994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:50.983105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:53.987416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:53.990701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:53.993892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:53.997020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:53.997093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:30:57.003999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:30:57.009356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:30:57.015394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:30:57.021665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:30:57.021800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:00.028325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:00.033604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:00.039539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:00.045358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:00.045499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:03.052403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:03.058897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:03.063972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:03.067899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:03.067994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:06.072528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:06.075973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:06.079475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:06.083078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:06.083171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:09.088112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:09.092749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:09.097028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:09.102436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:09.102786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:12.107511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:12.111929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:12.116123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:12.120052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:12.120191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:15.124493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:15.128276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:15.131652] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:15.135038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:15.135111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:18.140252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:18.144495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:18.148300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:18.152290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:18.152374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:21.156735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:21.160384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:21.163902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:21.167143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:21.167212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:24.171883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:24.175560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:24.179668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:24.183042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:24.183126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:27.188540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:27.193511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:27.197285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:27.201846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:27.201935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:30.206532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:30.210410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:30.213748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:30.216919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:30.216987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:33.222776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:33.227238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:33.230877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:33.234119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:33.234184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:36.238969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:36.242491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:36.245637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:36.249867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:36.249936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:39.255287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:39.259128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:39.262795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:39.266452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:39.266521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:42.271257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:42.274586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:42.277747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:42.280957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:42.281022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:45.286403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:45.291775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:45.296391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:45.301200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:45.301281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:48.308566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:48.313407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:48.317073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:48.320534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:48.320621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:51.326615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:51.332246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:51.337216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:51.341820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:51.341903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:54.346499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:54.349987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:54.353949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:54.357220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:54.357284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:31:57.362356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:31:57.366431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:31:57.370853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:31:57.375229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:31:57.375358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:00.380924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:00.386554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:00.390312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:00.393565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:00.393654] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:03.398202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:03.401995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:03.405836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:03.409473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:03.409562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:06.415943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:06.420509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:06.425225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:06.430464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:06.430592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:09.435539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:09.439200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:09.442720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:09.446043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:09.446120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:12.451012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:12.454642] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:12.458167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:12.461764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:12.461834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:15.466128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:15.472856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:15.477375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:15.481556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:15.481683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:18.486654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:18.491555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:18.495242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:18.499338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:18.499447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:21.504936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:21.508503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:21.512020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:21.515892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:21.516005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:24.521015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:24.525323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:24.529561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:24.533390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:24.533493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:27.538378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:27.542242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:27.546197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:27.549707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:27.549775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:30.555377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:30.559225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:30.563331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:30.567356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:30.567449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:33.572208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:33.576270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:33.580294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:33.583991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:33.584097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:36.588737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:36.592334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:36.595765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:36.599206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:36.599285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:39.605194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:39.609874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:39.614163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:39.617796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:39.617859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:42.623155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:42.627148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:42.630492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:42.634373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:42.634476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:45.639592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:45.643482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:45.647436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:45.651585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:45.651678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:48.658345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:48.663370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:48.668440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:48.672175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:48.672280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:51.676686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:51.680507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:51.684272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:51.688181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:51.688303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:54.693407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:54.698721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:54.702706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:54.706967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:54.707119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:32:57.712506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:32:57.717202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:32:57.721608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:32:57.726155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:32:57.726268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:00.731653] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:00.736022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:00.739561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:00.743165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:00.743239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:03.747750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:03.751280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:03.754686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:03.758018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:03.758109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:06.762652] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:06.766490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:06.770058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:06.773513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:06.773610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:09.778350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:09.782349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:09.786472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:09.790363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:09.790467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:12.795115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:12.798560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:12.803076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:12.807060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:12.807134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:15.811543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:15.815086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:15.818374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:15.821647] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:15.821715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:18.827759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:18.833388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:18.844969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:18.849701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:18.849772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:21.854489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:21.857897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:21.861660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:21.865199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:21.865263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:24.870378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:24.873933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:24.877194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:24.880515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:24.880606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:27.885403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:27.889535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:27.892921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:27.896263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:27.896335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:30.903949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:30.908675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:30.912047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:30.915850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:30.915920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:33.920358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:33.923833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:33.927153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:33.930560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:33.930658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:36.935082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:36.939229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:36.943766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:36.947952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:36.948040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:39.953794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:39.957561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:39.961664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:39.965805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:39.965910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:42.970837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:42.974675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:42.978436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:42.982194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:42.982267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:45.989224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:45.994392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:45.998370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:46.002249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:46.002343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:49.006825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:49.010453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:49.013999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:49.017336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:49.017409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:52.022002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:52.025731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:52.029406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:52.032903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:52.032970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:55.037658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:55.043907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:55.047735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:55.051673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:55.051790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:33:58.057144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:33:58.062167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:33:58.067353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:33:58.072117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:33:58.072258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:01.076746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:01.081078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:01.084970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:01.089007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:01.089118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:04.094726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:04.099865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:04.104909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:04.110034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:04.110151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:07.115624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:07.120476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:07.124467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:07.128023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:07.128116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:10.132434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:10.135930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:10.139286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:10.142890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:10.142981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:13.148096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:13.151846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:13.155397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:13.159028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:13.159108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:16.164540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:16.168267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:16.171788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:16.176588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:16.176733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:19.181006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:19.184557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:19.188344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:19.191739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:19.191808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:22.196025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:22.199412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:22.202677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:22.206035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:22.206132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:25.210758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:25.214554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:25.218317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:25.222278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:25.222400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:28.227780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:28.232804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:28.237181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:28.241700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:28.241790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:31.246805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:31.250281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:31.253546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:31.256788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:31.256856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:34.261402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:34.264896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:34.268194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:34.271560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:34.271646] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:37.276820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:37.280837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:37.285565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:37.290458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:37.290619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:40.295558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:40.299733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:40.303187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:40.306607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:40.306685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:43.311792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:43.316116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:43.320261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:43.324377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:43.324465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:46.329888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:46.334534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:46.339735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:46.343361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:46.343482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:49.348441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:49.352974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:49.357299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:49.361441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:49.361551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:52.366107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:52.369621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:52.373055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:52.376971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:52.377102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:55.381965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:55.386535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:55.391757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:55.395475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:55.395550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:34:58.403325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:34:58.408966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:34:58.413550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:34:58.418516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:34:58.418648] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:01.425444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:01.430698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:01.436796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:01.442942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:01.443078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:04.447797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:04.452945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:04.458938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:04.464150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:04.464262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:07.468760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:07.472501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:07.475864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:07.479277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:07.479364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:10.484233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:10.488232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:10.493799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:10.497322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:10.497395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:13.502072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:13.506436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:13.512404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:13.516173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:13.516270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:16.521694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:16.526843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:16.531616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:16.535653] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:16.535725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:19.541132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:19.544996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:19.549640] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:19.554120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:19.554266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:22.559174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:22.562948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:22.566858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:22.571147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:22.571252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:25.575633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:25.579218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:25.582887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:25.586602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:25.586696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:28.591351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:28.594700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:28.597902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:28.601137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:28.601204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:31.605823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:31.609702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:31.614167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:31.618907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:31.619005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:34.623430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:34.626932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:34.630619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:34.634096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:34.634171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:37.640068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:37.644597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:37.648276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:37.652813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:37.652921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:40.657540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:40.661646] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:40.666262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:40.670485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:40.670601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:43.676423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:43.680550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:43.684228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:43.688093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:43.688172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:46.694754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:46.699753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:46.703396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:46.706950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:46.707015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:49.711591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:49.715189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:49.718695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:49.721836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:49.721899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:52.727677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:52.732788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:52.736787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:52.740614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:52.740701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:55.745810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:55.750013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:55.753787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:55.757529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:55.757622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:35:58.761916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:35:58.765126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:35:58.768393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:35:58.771604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:35:58.771670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:01.776657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:01.781794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:01.787289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:01.792267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:01.792405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:04.797368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:04.801366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:04.804961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:04.808106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:04.808171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:07.812518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:07.815981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:07.819663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:07.823029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:07.823101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:10.827410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:10.832253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:10.836121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:10.839700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:10.839780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:13.844599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:13.848314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:13.852499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:13.856064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:13.856141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:16.861936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:16.865675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:16.869489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:16.872778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:16.872843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:19.877631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:19.881598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:19.884926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:19.888510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:19.888603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:22.894441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:22.899390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:22.903956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:22.907922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:22.907995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:25.913492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:25.917519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:25.921256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:25.924704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:25.924788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:28.930127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:28.935151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:28.940917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:28.946474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:28.946628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:31.951107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:31.954538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:31.957910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:31.961319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:31.961388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:34.965702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:34.969128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:34.972396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:34.975560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:34.975645] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:37.980767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:37.984652] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:37.988314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:37.992362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:37.992454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:40.997318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:41.001126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:41.004565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:41.008021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:41.008093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:44.012670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:44.016689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:44.020670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:44.024318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:44.024411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:47.029762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:47.033718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:47.037045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:47.041222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:47.041334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:50.047206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:50.052541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:50.057284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:50.062056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:50.062155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:53.066965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:53.070626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:53.074283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:53.077982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:53.078069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:56.082480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:56.085886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:56.089207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:56.094263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:56.094399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:36:59.098915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:36:59.102323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:36:59.105709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:36:59.109052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:36:59.109119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:02.114122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:02.117806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:02.121209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:02.124486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:02.124564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:05.129269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:05.133015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:05.137024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:05.140219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:05.140282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:08.144803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:08.148044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:08.151454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:08.154589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:08.154654] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:11.159672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:11.163873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:11.167217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:11.170489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:11.170553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:14.175053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:14.178939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:14.182708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:14.186798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:14.186887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:17.192833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:17.197065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:17.201305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:17.205330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:17.205437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:20.209974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:20.214034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:20.217792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:20.221828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:20.221911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:23.228373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:23.232528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:23.237089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:23.241465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:23.241550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:26.245888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:26.249191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:26.252988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:26.256484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:26.256548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:29.261635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:29.265274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:29.269027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:29.273253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:29.273380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:32.278614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:32.283622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:32.288191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:32.292675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:32.292757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:35.297091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:35.300718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:35.304129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:35.307542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:35.307637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:38.313110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:38.317713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:38.323081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:38.327241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:38.327335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:41.332053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:41.336056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:41.340346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:41.343953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:41.344016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:44.349472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:44.352925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:44.356562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:44.360177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:44.360261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:47.365996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:47.369997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:47.373482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:47.377245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:47.377315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:50.381979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:50.385962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:50.389584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:50.392991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:50.393073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:53.398956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:53.403461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:53.406728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:53.410044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:53.410114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:56.415781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:56.420459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:56.424247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:56.427738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:56.427811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:37:59.432252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:37:59.436160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:37:59.440149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:37:59.443480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:37:59.443553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:02.448030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:02.451431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:02.454855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:02.458398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:02.458471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:05.462769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:05.465994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:05.469123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:05.472298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:05.472365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:08.476615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:08.479879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:08.483038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:08.486265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:08.486329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:11.490514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:11.493794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:11.497311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:11.500743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:11.500811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:14.505105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:14.508794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:14.512235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:14.515496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:14.515565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:17.520420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:17.525655] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:17.529602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:17.533342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:17.533422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:20.537635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:20.541163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:20.544511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:20.547898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:20.547985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:23.552943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:23.556897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:23.560586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:23.563828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:23.563894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:26.569910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:26.575111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:26.580177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:26.585596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:26.585729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:29.590417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:29.593846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:29.597972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:29.602590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:29.602686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:32.608555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:32.612671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:32.616352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:32.620128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:32.620236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:35.624799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:35.628379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:35.631645] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:35.635020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:35.635087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:38.639609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:38.644363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:38.648499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:38.653131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:38.653284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:41.657231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:41.660502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:41.663619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:41.666703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:41.666767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:44.671500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:44.675211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:44.678903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:44.682197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:44.682266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:47.686117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:47.689530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:47.692926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:47.696903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:47.697006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:50.701723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:50.705586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:50.709848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:50.713531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:50.713631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:53.717610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:53.720891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:53.724091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:53.727264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:53.727328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:56.732656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:56.737829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:56.741922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:56.745605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:56.745690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:38:59.749699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:38:59.753620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:38:59.757002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:38:59.760596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:38:59.760684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:02.765299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:02.769962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:02.774715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:02.778662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:02.778764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:05.785265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:05.791159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:05.795602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:05.799065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:05.799131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:08.803874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:08.808271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:08.814250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:08.819205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:08.819309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:11.825911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:11.831527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:11.836141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:11.840750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:11.840903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:14.847032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:14.852126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:14.856714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:14.861240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:14.861331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:17.866896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:17.870685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:17.875260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:17.881251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:17.881427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:20.886485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:20.890528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:20.895184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:20.900392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:20.900537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:23.905007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:23.908900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:23.912930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:23.916823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:23.916903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:26.922834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:26.927182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:26.930987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:26.934540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:26.934647] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:29.939942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:29.944007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:29.948533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:29.954078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:29.954240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:32.959123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:32.962953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:32.966621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:32.970127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:32.970205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:35.974762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:35.978428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:35.981800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:35.985286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:35.985362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:38.989981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:38.993958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:38.999272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:39.003959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:39.004069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:42.008874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:42.012436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:42.015591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:42.018803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:42.018868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:45.023562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:45.027275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:45.031164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:45.034660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:45.034737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:48.042051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:48.045846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:48.049367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:48.052850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:48.052916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:51.057540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:51.061231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:51.064530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:51.067907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:51.067974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:54.074049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:54.078560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:54.082099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:54.086147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:54.086251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:39:57.091342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:39:57.096094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:39:57.100847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:39:57.104720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:39:57.104797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:00.110360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:00.115141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:00.120323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:00.125369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:00.125551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:03.130151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:03.133812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:03.137426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:03.141079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:03.141162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:06.147473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:06.153475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:06.158888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:06.164156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:06.164328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:09.169421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:09.174135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:09.178431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:09.183162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:09.183317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:12.189006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:12.193398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:12.198705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:12.202944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:12.203036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:15.207902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:15.211753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:15.215187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:15.219030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:15.219164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:18.224058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:18.227649] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:18.231507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:18.235391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:18.235481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:21.239862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:21.243599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:21.246827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:21.250079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:21.250158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:24.255285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:24.259830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:24.263611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:24.267057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:24.267138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:27.271961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:27.275273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:27.278535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:27.281778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:27.281849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:30.286426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:30.291163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:30.296061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:30.300871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:30.300971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:33.305599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:33.309520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:33.313935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:33.317889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:33.317984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:36.322592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:36.326228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:36.329646] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:36.332881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:36.332956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:39.337766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:39.341373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:39.344921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:39.348641] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:39.348725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:42.353527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:42.357073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:42.360238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:42.363421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:42.363484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:45.367989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:45.371552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:45.374746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:45.377876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:45.377940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:48.383250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:48.388131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:48.392905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:48.396141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:48.396204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:51.400861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:51.404529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:51.407764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:51.411083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:51.411152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:54.415823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:54.420755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:54.425331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:54.431755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:54.431877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:40:57.436854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:40:57.440304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:40:57.443544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:40:57.446867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:40:57.446942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:00.451835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:00.455331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:00.458662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:00.461949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:00.462033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:03.467281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:03.471200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:03.474606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:03.477788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:03.477851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:06.483023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:06.487199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:06.491243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:06.494707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:06.494772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:09.500337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:09.504852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:09.509160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:09.513708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:09.513818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:12.518048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:12.521473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:12.524683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:12.528214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:12.528292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:15.533038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:15.536665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:15.540240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:15.544177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:15.544259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:18.548927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:18.552430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:18.555816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:18.559164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:18.559233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:21.563873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:21.567557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:21.571177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:21.574723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:21.574820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:24.579397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:24.583086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:24.586343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:24.589692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:24.589759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:27.595617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:27.599431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:27.603188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:27.607851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:27.608038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:30.612951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:30.616455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:30.620139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:30.623999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:30.624076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:33.628821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:33.633054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:33.637226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:33.640969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:33.641059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:36.645624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:36.651656] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:36.655350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:36.659164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:36.659260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:39.664060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:39.667918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:39.672063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:39.676136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:39.676243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:42.680706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:42.684457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:42.688126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:42.691712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:42.691792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:45.697273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:45.700858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:45.704125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:45.707326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:45.707395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:48.712146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:48.715886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:48.720779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:48.724563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:48.724650] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:51.729068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:51.733307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:51.736993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:51.741771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:51.741979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:54.746257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:54.749665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:54.753072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:54.756987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:54.757078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:41:57.762782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:41:57.767507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:41:57.772113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:41:57.776690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:41:57.776793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:00.781186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:00.784738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:00.787984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:00.791276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:00.791345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:03.795948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:03.799617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:03.803889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:03.807636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:03.807724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:06.812334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:06.815957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:06.819286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:06.822617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:06.822681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:09.827029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:09.831120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:09.835272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:09.839017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:09.839110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:12.843658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:12.847858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:12.851671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:12.855236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:12.855315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:15.859997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:15.863784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:15.867212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:15.870890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:15.870977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:18.876987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:18.884758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:18.890241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:18.893981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:18.894051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:21.899080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:21.903994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:21.908829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:21.912957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:21.913044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:24.919236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:24.923324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:24.927607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:24.931113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:24.931184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:27.935933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:27.939875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:27.943180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:27.946524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:27.946612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:30.952234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:30.957726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:30.963055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:30.967003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:30.967093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:33.972260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:33.976610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:33.980423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:33.984044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:33.984131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:36.989399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:36.992873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:36.996661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:37.000374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:37.000466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:40.006270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:40.012007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:40.016243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:40.021360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:40.021520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:43.027661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:43.032512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:43.037090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:43.041355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:43.041463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:46.047566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:46.052492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:46.057787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:46.062432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:46.062531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:49.066872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:49.070202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:49.073396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:49.076569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:49.076651] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:52.083971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:52.089643] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:52.094631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:52.098961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:52.099083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:55.105914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:55.112031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:55.118123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:55.122957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:55.123061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:42:58.129236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:42:58.134437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:42:58.139355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:42:58.144226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:42:58.144353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:01.148999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:01.152362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:01.155995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:01.160086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:01.160370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:04.165543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:04.169680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:04.173203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:04.176567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:04.176651] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:07.183283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:07.187528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:07.191331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:07.194882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:07.194992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:10.201065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:10.206201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:10.210747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:10.215200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:10.215289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:13.250059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:13.253749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:13.257494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:13.260950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:13.261018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:16.265465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:16.269117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:16.272737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:16.275925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:16.275992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:19.282023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:19.285834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:19.289605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:19.293846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:19.293989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:22.299999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:22.305032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:22.312106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:22.315646] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:22.315900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:25.321232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:25.325863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:25.331437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:25.336592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:25.336705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:28.342809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:28.348218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:28.353535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:28.358829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:28.358952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:31.364735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:31.368458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:31.371960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:31.375442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:31.375513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:34.379992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:34.383492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:34.387039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:34.393681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:34.393771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:37.399842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:37.403533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:37.407108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:37.410987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:37.411093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:40.416768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:40.421075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:40.425194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:40.429344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:40.429443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:43.434447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:43.438427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:43.442027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:43.445657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:43.445734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:46.452661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:46.458290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:46.463891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:46.468968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:46.469101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:49.473540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:49.477403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:49.481126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:49.484702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:49.484780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:52.490060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:52.494250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:52.498157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:52.501919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:52.501987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:55.506908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:55.510928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:55.514663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:55.518492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:55.518595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:43:58.524300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:43:58.528425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:43:58.531582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:43:58.534703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:43:58.534765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:01.541381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:01.549642] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:01.554731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:01.559008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:01.559280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:04.563952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:04.567426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:04.571154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:04.574931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:04.575012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:07.580262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:07.583839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:07.587089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:07.590767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:07.590833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:10.595492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:10.644761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:10.684934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:10.734564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:10.734808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:13.739476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:13.743016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:13.746502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:13.749840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:13.749921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:16.754496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:16.758213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:16.761568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:16.764985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:16.765067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:19.770820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:19.775631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:19.780318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:19.785501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:19.785629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:22.790147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:22.793391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:22.796590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:22.799772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:22.799835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:25.804553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:25.809093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:25.812874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:25.817402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:25.817483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:28.822729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:28.826434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:28.830036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:28.833347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:28.833430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:31.837877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:31.841299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:31.846552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:31.851730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:31.851862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:34.856468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:34.859914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:34.863234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:34.867165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:34.867389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:37.872070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:37.875262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:37.878390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:37.881549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:37.881634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:40.885993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:40.889609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:40.893172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:40.896608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:40.896695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:43.902187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:43.906372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:43.909793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:43.912937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:43.913003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:46.917363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:46.920774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:46.923965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:46.927112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:46.927212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:49.932767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:49.936594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:49.941683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:49.946997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:49.947135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:52.953280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:52.957946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:52.961834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:52.965080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:52.965148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:55.970901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:55.975861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:55.981439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:55.987224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:55.987359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:44:58.992187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:44:58.995657] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:44:58.998864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:44:59.002065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:44:59.002132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:02.008969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:02.013891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:02.018824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:02.022986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:02.023069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:05.027619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:05.031162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:05.034479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:05.037694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:05.037763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:08.042385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:08.046006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:08.050232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:08.054761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:08.054840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:11.059380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:11.063110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:11.066564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:11.069964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:11.070035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:14.075367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:14.081999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:14.086095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:14.090026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:14.090108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:17.095080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:17.099207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:17.102978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:17.106294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:17.106364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:20.111864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:20.116880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:20.121398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:20.126065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:20.126161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:23.130848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:23.134138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:23.138149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:23.142203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:23.142299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:26.147546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:26.151303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:26.154712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:26.158087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:26.158152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:29.164160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:29.169790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:29.173971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:29.178332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:29.178469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:32.183476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:32.188763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:32.193047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:32.196439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:32.196513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:35.202750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:35.207964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:35.211833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:35.216057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:35.216195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:38.220968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:38.224340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:38.227854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:38.231058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:38.231126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:41.235798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:41.239340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:41.242979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:41.246423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:41.246502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:44.251728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:44.255820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:44.260105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:44.264138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:44.264216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:47.271648] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:47.275188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:47.278715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:47.282356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:47.282456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:50.287151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:50.291280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:50.295979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:50.300769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:50.300860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:53.307642] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:53.312281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:53.317297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:53.321285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:53.321351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:56.325822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:56.329284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:56.332807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:56.336045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:56.336115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:45:59.341487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:45:59.346457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:45:59.351376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:45:59.355806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:45:59.355932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:02.360526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:02.364343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:02.368022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:02.371708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:02.371790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:05.377774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:05.382165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:05.386982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:05.391526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:05.391623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:08.396283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:08.399931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:08.403289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:08.406594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:08.406671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:11.411430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:11.414893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:11.418704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:11.422248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:11.422320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:14.426993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:14.432406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:14.436942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:14.440776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:14.440841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:17.445136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:17.448845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:17.452208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:17.456633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:17.456739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:20.461567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:20.466492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:20.471963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:20.476224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:20.476337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:23.481792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:23.486654] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:23.490401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:23.494939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:23.495300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:26.499719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:26.504359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:26.509311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:26.514212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:26.514609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:29.521717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:29.527068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:29.532346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:29.536560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:29.536659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:32.542751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:32.546867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:32.552712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:32.558874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:32.559024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:35.565107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:35.569300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:35.573333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:35.577712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:35.577850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:38.582555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:38.586971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:38.590672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:38.594703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:38.594780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:41.599153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:41.602525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:41.605804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:41.609063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:41.609132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:44.614219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:44.618277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:44.621901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:44.625282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:44.625354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:47.630650] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:47.634129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:47.637429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:47.640887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:47.640970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:50.645336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:50.648717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:50.652049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:50.655387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:50.655489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:53.661020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:53.666176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:53.671916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:53.676956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:53.677087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:56.682794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:56.686969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:56.691043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:56.696136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:56.696304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:46:59.701143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:46:59.704967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:46:59.709644] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:46:59.713447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:46:59.713528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:02.718343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:02.722372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:02.726562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:02.730880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:02.731005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:05.735922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:05.739716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:05.742942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:05.746197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:05.746264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:08.750660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:08.753970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:08.757179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:08.760391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:08.760458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:11.765408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:11.770217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:11.775174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:11.780385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:11.780503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:14.787942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:14.793320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:14.798062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:14.803015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:14.803132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:17.810106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:17.814818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:17.818932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:17.823665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:17.823800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:20.830623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:20.836623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:20.841422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:20.846373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:20.846495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:23.851261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:23.856311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:23.860689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:23.865244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:23.865373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:26.869716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:26.873356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:26.876922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:26.880477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:26.880557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:29.885625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:29.890617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:29.895329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:29.899969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:29.900094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:32.906001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:32.911260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:32.915891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:32.920510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:32.920623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:35.925105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:35.929072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:35.932654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:35.936361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:35.936422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:38.940639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:38.944033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:38.947290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:38.950563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:38.950647] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:41.955681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:41.959966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:41.964618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:41.969387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:41.969530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:44.974287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:44.977814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:44.981120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:44.984709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:44.984776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:47.990143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:47.993936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:47.997335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:48.000603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:48.000668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:51.005695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:51.009484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:51.012812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:51.015987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:51.016053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:54.020411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:54.023664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:54.027126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:54.033790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:54.033862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:47:57.039344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:47:57.043029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:47:57.046740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:47:57.050171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:47:57.050237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:00.054916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:00.059411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:00.064194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:00.069215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:00.069341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:03.073886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:03.077118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:03.080288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:03.083421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:03.083489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:06.088439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:06.092233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:06.095813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:06.099345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:06.099423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:09.104417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:09.108698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:09.112540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:09.116776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:09.116893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:12.121164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:12.124899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:12.128256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:12.132773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:12.132870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:15.137760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:15.141289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:15.145184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:15.148672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:15.148760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:18.154901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:18.160304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:18.165760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:18.170652] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:18.170743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:21.176272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:21.180718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:21.185184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:21.189415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:21.189495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:24.194304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:24.197856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:24.201260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:24.204861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:24.204934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:27.210072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:27.213710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:27.216963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:27.220096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:27.220160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:30.225080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:30.228834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:30.232283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:30.235691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:30.235759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:33.240489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:33.244538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:33.247981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:33.251150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:33.251216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:36.255700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:36.259169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:36.262416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:36.265686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:36.265754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:39.270974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:39.275293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:39.279470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:39.284308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:39.284495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:42.289313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:42.293432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:42.297025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:42.300944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:42.301030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:45.307947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:45.313745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:45.319241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:45.324797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:45.324936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:48.330741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:48.334655] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:48.337991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:48.341394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:48.341482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:51.345608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:51.348793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:51.351871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:51.354937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:51.355001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:54.359695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:54.362976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:54.366097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:54.369451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:54.369546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:48:57.374157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:48:57.377869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:48:57.381411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:48:57.385174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:48:57.385276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:00.389933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:00.393502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:00.396828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:00.400202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:00.400274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:03.405299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:03.409053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:03.412711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:03.416254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:03.416324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:06.421076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:06.424857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:06.428233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:06.432096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:06.432207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:09.436876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:09.440189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:09.443451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:09.446712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:09.446792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:12.452686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:12.457443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:12.462362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:12.466296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:12.466388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:15.471191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:15.474707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:15.477951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:15.481359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:15.481424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:18.488729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:18.494107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:18.498522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:18.502703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:18.502795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:21.508604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:21.513004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:21.517640] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:21.522244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:21.522335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:24.527315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:24.531514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:24.535546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:24.540753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:24.540916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:27.547006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:27.551566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:27.555483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:27.559329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:27.559411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:30.563848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:30.568088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:30.571884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:30.575383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:30.575450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:33.580842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:33.584396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:33.587980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:33.591819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:33.591998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:36.596402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:36.599956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:36.603489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:36.606971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:36.607044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:39.612716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:39.617603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:39.621646] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:39.625840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:39.625909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:42.630569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:42.634404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:42.638040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:42.641358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:42.641426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:45.645886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:45.649854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:45.653678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:45.657311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:45.657391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:48.662441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:48.666243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:48.670535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:48.674479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:48.674547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:51.679359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:51.683168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:51.687868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:51.691828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:51.691908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:54.697818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:54.702258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:54.707811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:54.712764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:54.712859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:49:57.717592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:49:57.721148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:49:57.725427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:49:57.729201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:49:57.729278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:00.733809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:00.737675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:00.741265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:00.744885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:00.744959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:03.749553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:03.753140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:03.756641] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:03.760379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:03.760463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:06.764887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:06.768874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:06.772806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:06.776493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:06.776601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:09.782293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:09.786176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:09.790488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:09.794825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:09.794959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:12.799948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:12.803751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:12.808125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:12.813435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:12.813515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:15.820350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:15.825810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:15.830463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:15.835356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:15.835441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:18.841679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:18.845254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:18.850926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:18.855176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:18.855242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:21.860155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:21.864362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:21.868249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:21.872916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:21.873018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:24.878656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:24.883061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:24.887349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:24.891689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:24.891765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:27.897462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:27.902157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:27.906313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:27.909742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:27.909825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:30.914458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:30.918090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:30.921357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:30.924603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:30.924669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:33.929345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:33.933450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:33.937344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:33.941023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:33.941106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:36.946211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:36.950046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:36.954022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:36.958366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:36.958494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:39.963075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:39.966594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:39.970229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:39.973729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:39.973805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:42.978904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:42.983222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:42.987835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:42.992862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:42.992978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:45.997727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:46.001233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:46.004952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:46.008854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:46.008937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:49.013532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:49.017388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:49.022024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:49.026749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:49.026839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:52.032092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:52.036257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:52.040258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:52.044157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:52.044284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:55.049805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:55.054744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:55.058854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:55.063092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:55.063230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:50:58.067996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:50:58.071391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:50:58.074644] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:50:58.078085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:50:58.078218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:01.082888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:01.087055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:01.091062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:01.094412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:01.094633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:04.099590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:04.104241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:04.109478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:04.114659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:04.114786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:07.119371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:07.123217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:07.126586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:07.130019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:07.130090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:10.134921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:10.138619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:10.142169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:10.145560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:10.145643] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:13.150649] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:13.154550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:13.158022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:13.161706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:13.161799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:16.166654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:16.170501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:16.173885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:16.177277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:16.177349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:19.181851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:19.185302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:19.188524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:19.191766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:19.191834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:22.196691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:22.200245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:22.203585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:22.206770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:22.206837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:25.212109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:25.215583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:25.218955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:25.222227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:25.222293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:28.227047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:28.231545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:28.235907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:28.240624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:28.240724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:31.245275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:31.249150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:31.252707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:31.255999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:31.256066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:34.260728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:34.265075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:34.269240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:34.272675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:34.272749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:37.277512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:37.281281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:37.285357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:37.289405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:37.289510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:40.293983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:40.297928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:40.302018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:40.305624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:40.305710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:43.310120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:43.313536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:43.317190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:43.321151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:43.321258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:46.325835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:46.329439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:46.332650] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:46.335834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:46.335907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:49.340252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:49.344088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:49.347682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:49.351303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:49.351391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:52.356424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:52.359949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:52.363096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:52.366192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:52.366257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:55.370887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:55.374216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:55.377972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:55.381316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:55.381380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:51:58.385997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:51:58.389443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:51:58.392950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:51:58.396204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:51:58.396272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:01.401913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:01.409229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:01.414565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:01.420266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:01.421699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:04.426623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:04.431223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:04.435809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:04.439849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:04.439963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:07.445041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:07.448542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:07.451763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:07.455972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:07.456100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:10.461132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:10.465675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:10.469861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:10.473855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:10.473927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:13.479718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:13.485595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:13.491189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:13.497006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:13.497157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:16.501747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:16.505748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:16.509382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:16.512714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:16.512785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:19.517140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:19.520724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:19.524674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:19.528069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:19.528161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:22.532467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:22.535769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:22.538985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:22.542160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:22.542228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:25.549429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:25.554303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:25.557637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:25.560995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:25.561076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:28.566413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:28.571412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:28.575068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:28.578996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:28.579141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:31.584159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:31.588453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:31.592567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:31.596648] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:31.596746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:34.601470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:34.604761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:34.607977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:34.611137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:34.611205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:37.616244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:37.619548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:37.623122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:37.626409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:37.626492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:40.630917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:40.634504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:40.637795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:40.641043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:40.641111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:43.646671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:43.650659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:43.654960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:43.658704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:43.658771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:46.664551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:46.669170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:46.672773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:46.676247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:46.676354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:49.682261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:49.685800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:49.689191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:49.692309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:49.692376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:52.697436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:52.701952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:52.705836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:52.709148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:52.709218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:55.714157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:55.718147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:55.721769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:55.725080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:55.725145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:52:58.730898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:52:58.734967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:52:58.739138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:52:58.742853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:52:58.742950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:01.748910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:01.753492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:01.757406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:01.762164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:01.762266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:04.766987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:04.770742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:04.774423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:04.777764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:04.777834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:07.783119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:07.787493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:07.791305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:07.794641] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:07.794823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:10.800697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:10.805396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:10.809194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:10.813143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:10.813230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:13.868705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:13.872701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:13.876411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:13.879897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:13.879964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:16.886094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:16.891394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:16.896025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:16.900928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:16.901048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:19.906468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:19.910106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:19.913664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:19.916814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:19.916877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:22.921206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:22.924684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:22.927928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:22.931128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:22.931200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:25.936075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:25.939903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:25.943494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:25.946888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:25.946978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:28.951736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:28.955749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:28.959583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:28.963217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:28.963309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:31.968972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:31.973481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:31.977991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:31.982133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:31.982205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:34.987287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:34.990771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:34.994426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:34.997955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:34.998020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:38.003019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:38.006737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:38.010030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:38.013196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:38.013261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:41.017765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:41.021897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:41.025732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:41.029058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:41.029127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:44.033797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:44.037409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:44.041005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:44.044606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:44.044675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:47.049039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:47.052470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:47.055693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:47.059102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:47.059199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:50.063701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:50.067684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:50.072148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:50.076705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:50.076797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:53.081343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:53.084885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:53.088432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:53.092208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:53.092281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:56.097048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:56.101189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:56.105421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:56.109296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:56.109377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:53:59.113872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:53:59.117390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:53:59.120797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:53:59.124218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:53:59.124300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:02.129146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:02.133041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:02.137450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:02.141076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:02.141168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:05.146401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:05.150445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:05.153890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:05.158498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:05.158705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:08.163253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:08.166646] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:08.170086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:08.173479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:08.173566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:11.177901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:11.212192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:11.253412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:11.287989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:11.288096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:14.295786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:14.300618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:14.304226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:14.307702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:14.307770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:17.314224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:17.318674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:17.322327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:17.326869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:17.327006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:20.331931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:20.335420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:20.338819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:20.342124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:20.342198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:23.347171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:23.351362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:23.355142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:23.358929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:23.359048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:26.365478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:26.369873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:26.373384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:26.376899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:26.376968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:29.382256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:29.386491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:29.390229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:29.393804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:29.393883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:32.399234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:32.403357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:32.408592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:32.412678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:32.412754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:35.417606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:35.421722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:35.425651] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:35.429020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:35.429087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:38.434318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:38.438547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:38.442075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:38.446009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:38.446115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:41.450792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:41.454299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:41.457848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:41.461847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:41.462014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:44.466648] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:44.470480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:44.474220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:44.478061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:44.481467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:47.486368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:47.489765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:47.493213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:47.496448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:47.496513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:50.501775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:50.506456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:50.511017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:50.516012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:50.516135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:53.520537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:53.523959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:53.527244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:53.530485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:53.530558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:56.536368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:56.540951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:56.544552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:56.547944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:56.548033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:54:59.553256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:54:59.556795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:54:59.560284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:54:59.563638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:54:59.563712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:02.568780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:02.572451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:02.575837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:02.579677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:02.579744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:05.585441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:05.589460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:05.593084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:05.596402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:05.596467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:08.602461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:08.607370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:08.611546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:08.615561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:08.615673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:11.621814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:11.625834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:11.628981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:11.632075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:11.632140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:14.637808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:14.644068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:14.648290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:14.651950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:14.652056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:17.657020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:17.660926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:17.664903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:17.668471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:17.668545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:20.674855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:20.678670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:20.682094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:20.685597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:20.685676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:23.691273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:23.694761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:23.698101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:23.701821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:23.701930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:26.707709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:26.711731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:26.715185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:26.719558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:26.719668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:29.724222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:29.727673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:29.730833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:29.733946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:29.734009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:32.738620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:32.741890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:32.745107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:32.748548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:32.748647] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:35.753140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:35.756751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:35.760406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:35.763925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:35.763996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:38.769077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:38.773095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:38.776602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:38.783860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:38.783938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:41.789333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:41.793672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:41.797599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:41.801683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:41.801791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:44.808239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:44.813341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:44.817194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:44.821607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:44.821690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:47.828621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:47.832797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:47.836265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:47.839724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:47.839807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:50.844369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:50.848088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:50.851680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:50.855026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:50.855095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:53.860801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:53.865738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:53.869945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:53.873884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:53.873977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:56.878531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:56.882087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:56.885517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:56.889201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:56.889292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:55:59.896053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:55:59.902242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:55:59.906064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:55:59.909460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:55:59.909540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:02.914985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:02.919134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:02.923703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:02.932355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:02.932483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:05.938110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:05.942496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:05.946402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:05.950257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:05.950345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:08.954750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:08.958308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:08.961716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:08.965397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:08.965476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:11.970031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:11.974862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:11.979234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:11.983077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:11.983186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:14.988142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:14.991793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:14.995128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:14.998397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:14.998465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:18.002932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:18.006589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:18.010217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:18.013694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:18.013776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:21.018288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:21.022116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:21.026545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:21.030502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:21.030609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:24.035528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:24.039209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:24.042590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:24.045938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:24.046046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:27.051090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:27.055759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:27.060472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:27.066314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:27.066402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:30.094804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:30.098656] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:30.102244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:30.106113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:30.106187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:33.110547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:33.114011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:33.117200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:33.120403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:33.120471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:36.126369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:36.130917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:36.135060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:36.138699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:36.138772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:39.144192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:39.148418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:39.152173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:39.156155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:39.156237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:42.160564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:42.163833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:42.167549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:42.170905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:42.170972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:45.175730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:45.179976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:45.184169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:45.188417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:45.188546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:48.194033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:48.198770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:48.203363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:48.208010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:48.208109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:51.212771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:51.216536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:51.220277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:51.224018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:51.224123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:54.231174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:54.236716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:54.240569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:54.244103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:54.244186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:56:57.252251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:56:57.255715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:56:57.259087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:56:57.262515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:56:57.262604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:00.268069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:00.272257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:00.276252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:00.280314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:00.280420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:03.285056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:03.288702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:03.292432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:03.295770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:03.295839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:06.301802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:06.306194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:06.311107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:06.315303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:06.315417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:09.320608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:09.324477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:09.327634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:09.330804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:09.330868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:12.336951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:12.341453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:12.345882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:12.349511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:12.349611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:15.354725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:15.358267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:15.361480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:15.364654] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:15.364715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:18.369780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:18.373063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:18.376202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:18.380268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:18.380371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:21.385921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:21.390565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:21.396269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:21.400735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:21.400807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:24.406211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:24.410442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:24.414667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:24.418830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:24.418898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:27.423766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:27.428369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:27.432349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:27.435837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:27.435921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:30.440961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:30.444872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:30.448811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:30.452196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:30.452262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:33.458520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:33.463060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:33.467020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:33.471278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:33.471379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:36.476414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:36.480219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:36.483822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:36.487239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:36.487325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:39.496132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:39.500218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:39.503664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:39.507063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:39.507138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:42.511871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:42.515503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:42.519192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:42.522937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:42.523020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:45.527225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:45.530813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:45.534201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:45.537690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:45.537764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:48.543077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:48.547237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:48.550865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:48.554209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:48.554277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:51.559292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:51.562642] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:51.565995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:51.569558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:51.569653] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:54.574104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:54.577589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:54.581050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:54.585006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:54.585115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:57:57.589343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:57:57.592732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:57:57.595984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:57:57.599328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:57:57.599397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:00.605815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:00.611227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:00.615999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:00.622045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:00.622239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:03.628258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:03.632521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:03.636158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:03.639429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:03.639491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:06.644108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:06.648333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:06.652507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:06.657071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:06.657159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:09.663720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:09.669070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:09.673907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:09.677901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:09.677973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:12.682280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:12.685676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:12.688966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:12.692930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:12.693003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:15.697455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:15.700775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:15.703888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:15.707043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:15.707106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:18.712332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:18.715839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:18.719456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:18.723538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:18.723677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:21.729209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:21.733662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:21.738638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:21.743791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:21.743910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:24.748658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:24.752396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:24.756403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:24.760091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:24.760155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:27.764849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:27.768628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:27.772286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:27.776673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:27.776772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:30.781392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:30.785091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:30.788491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:30.791930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:30.791996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:33.796640] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:33.800255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:33.803887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:33.807221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:33.807293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:36.813006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:36.817299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:36.820804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:36.823999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:36.824060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:39.828783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:39.832123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:39.835369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:39.838944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:39.839043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:42.843410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:42.847177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:42.850870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:42.854586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:42.854662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:45.859880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:45.863387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:45.866642] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:45.869805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:45.869870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:48.874818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:48.880282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:48.885049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:48.888738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:48.888838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:51.893884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:51.897460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:51.901103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:51.904901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:51.904971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:54.909899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:54.913952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:54.917529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:54.921258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:54.921378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:58:57.925777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:58:57.929188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:58:57.932463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:58:57.935905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:58:57.935972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:00.941756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:00.947375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:00.953498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:00.959363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:00.959697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:03.965101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:03.968774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:03.972132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:03.975476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:03.975544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:06.980145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:06.983461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:06.986658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:06.989835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:06.989899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:09.996151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:10.001442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:10.007029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:10.012111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:10.012248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:13.016980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:13.020544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:13.023709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:13.027305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:13.027423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:16.033885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:16.038849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:16.043365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:16.048027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:16.048187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:19.052671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:19.056201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:19.059625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:19.062817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:19.062887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:22.069021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:22.072890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:22.076694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:22.080167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:22.080254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:25.085169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:25.090246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:25.095152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:25.099920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:25.100004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:28.104645] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:28.108426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:28.111852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:28.115436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:28.115519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:31.121679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:31.127118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:31.132412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:31.137672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:31.137805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:34.143943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:34.149041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:34.154041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:34.159096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:34.159207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:37.163668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:37.167592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:37.171243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:37.174896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:37.174985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:40.179983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:40.183793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:40.187154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:40.190533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:40.190616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:43.194973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:43.198443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:43.201781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:43.205135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:43.205215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:46.210206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:46.213789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:46.217741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:46.221095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:46.221178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:49.225476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:49.229281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:49.232606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:49.235774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:49.235837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:52.242551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:52.247618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:52.252112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:52.256737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:52.256898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:55.261823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:55.265160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:55.268518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:55.271849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:55.271920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T19:59:58.277047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T19:59:58.281159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T19:59:58.284735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T19:59:58.288136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T19:59:58.288224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:01.293790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:01.297784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:01.302887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:01.306636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:01.306720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:04.311892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:04.316391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:04.321096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:04.325538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:04.325642] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:07.331629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:07.336534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:07.341221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:07.345806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:07.345901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:10.351774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:10.356444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:10.360630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:10.364017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:10.364097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:13.369688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:13.374255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:13.377881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:13.382167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:13.382268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:16.386712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:16.391135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:16.394616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:16.398068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:16.398164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:19.403895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:19.409247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:19.414642] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:19.420100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:19.420229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:22.424908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:22.428790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:22.432500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:22.436270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:22.436373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:25.440882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:25.444295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:25.447544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:25.451831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:25.451941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:28.456859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:28.460847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:28.464013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:28.467193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:28.467259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:31.472082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:31.477305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:31.481417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:31.485237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:31.485331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:34.490418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:34.494031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:34.497391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:34.500706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:34.500774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:37.506275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:37.509910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:37.513811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:37.518004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:37.518069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:40.524889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:40.529823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:40.534523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:40.538402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:40.538487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:43.544646] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:43.549145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:43.552984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:43.556685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:43.556770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:46.562406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:46.567665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:46.572262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:46.576466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:46.576590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:49.581221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:49.584768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:49.587985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:49.591216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:49.591280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:52.596009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:52.599905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:52.603268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:52.606480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:52.606549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:55.611158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:55.616424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:55.620306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:55.624045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:55.624122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:00:58.633226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:00:58.638345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:00:58.642281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:00:58.646431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:00:58.646523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:01.651527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:01.655522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:01.659423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:01.664779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:01.664974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:04.669744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:04.673736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:04.677667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:04.682025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:04.682104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:07.686902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:07.691110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:07.695399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:07.699373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:07.699468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:10.703834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:10.707665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:10.711146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:10.715000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:10.715117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:13.719675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:13.723262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:13.726867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:13.730469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:13.730548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:16.735191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:16.738501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:16.741680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:16.744805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:16.744870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:19.749248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:19.752708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:19.756039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:19.759325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:19.759405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:22.763802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:22.768293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:22.773258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:22.777098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:22.777192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:25.781660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:25.785011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:25.788406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:25.791769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:25.791850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:28.796842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:28.801041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:28.804968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:28.808615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:28.808838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:31.814381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:31.818409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:31.822449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:31.826724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:31.826839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:34.832409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:34.836474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:34.840612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:34.845074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:34.845198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:37.850091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:37.853342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:37.856482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:37.859624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:37.859697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:40.866286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:40.871666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:40.876330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:40.880403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:40.880490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:43.884885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:43.888665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:43.892444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:43.896518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:43.896674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:46.901276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:46.904999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:46.908500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:46.912132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:46.912214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:49.916672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:49.920475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:49.924358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:49.928238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:49.928333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:52.933850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:52.938828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:52.943472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:52.947992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:52.948071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:55.953270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:55.957317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:55.962024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:55.966812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:55.966913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:01:58.972113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:01:58.976323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:01:58.979922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:01:58.984089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:01:58.984200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:01.990965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:01.996248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:02.000948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:02.005235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:02.005346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:05.010740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:05.014633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:05.018042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:05.021512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:05.021615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:08.028751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:08.038709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:08.044732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:08.050763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:08.050932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:11.056179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:11.060031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:11.063901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:11.068289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:11.068391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:14.073482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:14.078187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:14.082557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:14.086745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:14.086863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:17.093083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:17.097851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:17.103440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:17.107873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:17.107953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:20.112497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:20.116043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:20.119425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:20.122641] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:20.122707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:23.127194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:23.130782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:23.134212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:23.137906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:23.137997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:26.144189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:26.148649] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:26.152122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:26.156460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:26.156614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:29.162494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:29.167788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:29.173212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:29.178120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:29.178233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:32.183767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:32.187986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:32.192703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:32.198231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:32.198398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:35.203428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:35.207608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:35.211526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:35.215289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:35.215391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:38.220802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:38.225624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:38.230226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:38.233983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:38.234051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:41.238930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:41.244207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:41.249657] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:41.255546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:41.255687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:44.260697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:44.265258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:44.269254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:44.274094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:44.274204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:47.280049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:47.284921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:47.289661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:47.294264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:47.294376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:50.299344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:50.303175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:50.307002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:50.310462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:50.310542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:53.315473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:53.319420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:53.323491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:53.328110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:53.328252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:56.332969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:56.336558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:56.340274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:56.345425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:56.345529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:02:59.350194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:02:59.353914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:02:59.357884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:02:59.361533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:02:59.361642] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:02.366021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:02.369293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:02.372490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:02.376108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:02.376189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:05.382684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:05.386899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:05.390505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:05.395277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:05.395370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:08.400168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:08.404299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:08.408009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:08.411986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:08.412083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:11.416659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:11.420419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:11.423858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:11.427072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:11.427137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:14.432473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:14.437069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:14.441325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:14.445697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:14.445788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:17.450376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:17.454671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:17.458514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:17.462678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:17.462794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:20.467087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:20.470500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:20.474008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:20.477225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:20.477295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:23.483176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:23.486661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:23.490045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:23.493262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:23.493331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:26.497939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:26.502383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:26.505700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:26.508994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:26.509077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:29.514974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:29.518600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:29.522159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:29.525498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:29.525597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:32.532763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:32.537059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:32.540979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:32.544527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:32.544614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:35.550493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:35.555310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:35.559164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:35.562743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:35.562820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:38.567665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:38.572129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:38.575709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:38.578944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:38.579007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:41.583977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:41.587609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:41.591070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:41.594959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:41.595054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:44.599483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:44.603163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:44.606781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:44.610925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:44.611014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:47.617498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:47.621447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:47.624820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:47.628025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:47.628112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:50.632648] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:50.636556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:50.640293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:50.643851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:50.643928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:53.648410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:53.651789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:53.655101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:53.658523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:53.658617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:56.663205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:56.667477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:56.671616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:56.676380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:56.676497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:03:59.681855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:03:59.685804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:03:59.689902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:03:59.694013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:03:59.694133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:02.699298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:02.703141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:02.707007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:02.711058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:02.711158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:05.716822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:05.721700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:05.725753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:05.729661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:05.729754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:08.734227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:08.738209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:08.742497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:08.747846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:08.747970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:11.752912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:11.756414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:11.759950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:11.763442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:11.763534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:14.769237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:14.772887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:14.776148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:14.779460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:14.779530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:17.785493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:17.790012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:17.793384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:17.797615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:17.797769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:20.803950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:20.808003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:20.811299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:20.814545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:20.814629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:23.820694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:23.826005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:23.832074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:23.837549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:23.837693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:26.842484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:26.846721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:26.851094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:26.854649] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:26.854718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:29.859800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:29.865437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:29.871622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:29.876757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:29.876906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:32.881402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:32.885370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:32.888784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:32.892844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:32.892924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:35.899797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:35.903983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:35.908604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:35.913028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:35.913164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:38.917508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:38.921388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:38.924992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:38.928556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:38.928667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:41.933594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:41.937759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:41.942059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:41.946605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:41.946711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:44.952342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:44.956950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:44.960679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:44.963966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:44.964035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:47.969271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:47.973224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:47.976782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:47.980168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:47.980247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:50.986047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:50.992109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:50.998341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:51.007020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:51.007171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:54.012597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:54.016739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:54.021417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:54.027804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:54.028010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:04:57.033912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:04:57.038343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:04:57.043795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:04:57.051787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:04:57.051987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:00.057937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:00.062546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:00.066547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:00.071220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:00.071368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:03.076002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:03.080376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:03.085296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:03.091383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:03.091501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:06.097590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:06.102463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:06.106562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:06.110728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:06.110832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:09.115814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:09.120074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:09.124148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:09.127988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:09.128071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:12.133498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:12.137287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:12.140875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:12.144272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:12.144345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:15.148924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:15.152431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:15.155681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:15.159004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:15.159070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:18.164828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:18.169376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:18.173125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:18.176888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:18.176956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:21.183322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:21.188326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:21.193728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:21.197876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:21.197948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:24.204342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:24.209104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:24.213482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:24.217841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:24.217926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:27.222381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:27.225831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:27.229588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:27.232891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:27.232957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:30.237665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:30.241169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:30.244491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:30.247715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:30.247786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:33.252118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:33.255626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:33.259040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:33.262828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:33.262911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:36.267949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:36.271839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:36.275422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:36.279317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:36.279390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:39.285401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:39.290826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:39.296044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:39.301846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:39.301987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:42.306417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:42.309756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:42.312996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:42.316179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:42.316246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:45.321390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:45.325214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:45.328802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:45.332110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:45.332176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:48.338118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:48.342265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:48.346183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:48.350013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:48.350123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:51.355270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:51.359427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:51.363489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:51.367539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:51.367631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:54.372633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:54.376166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:54.380735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:54.385565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:54.385705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:05:57.391457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:05:57.395547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:05:57.399943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:05:57.403731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:05:57.403798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:00.408517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:00.412812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:00.416939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:00.421057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:00.421166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:03.426485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:03.430724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:03.434706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:03.438449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:03.438537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:06.445202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:06.450063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:06.454780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:06.459049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:06.459171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:09.463662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:09.467713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:09.472012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:09.475821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:09.475906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:12.480788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:12.485680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:12.490749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:12.495720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:12.495835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:15.500586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:15.504625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:15.508485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:15.512399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:15.512507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:18.517839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:18.522729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:18.527195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:18.531331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:18.531415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:21.537387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:21.543786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:21.548982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:21.554149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:21.554251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:24.558617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:24.562247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:24.565971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:24.569381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:24.569453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:27.575551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:27.580501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:27.584977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:27.589067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:27.589200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:30.593491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:30.596761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:30.599989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:30.603164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:30.603231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:33.607511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:33.610946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:33.614125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:33.617278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:33.617345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:36.621895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:36.625653] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:36.628962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:36.632354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:36.632439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:39.636843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:39.640501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:39.644028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:39.647873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:39.647977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:42.652738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:42.657153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:42.661487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:42.666594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:42.666738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:45.673056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:45.678122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:45.682861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:45.687597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:45.687800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:48.693875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:48.698247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:48.701978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:48.707372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:48.707555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:51.713048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:51.717152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:51.721662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:51.725773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:51.725862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:54.731421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:54.736354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:54.740269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:54.744270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:54.744342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:06:57.751415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:06:57.756817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:06:57.762567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:06:57.768062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:06:57.768304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:00.772297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:00.775845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:00.779393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:00.784928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:00.785039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:03.792143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:03.796518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:03.799969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:03.803343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:03.803440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:06.808391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:06.812465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:06.815702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:06.818823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:06.818884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:09.823252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:09.826780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:09.830528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:09.836039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:09.836215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:12.841351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:12.845875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:12.850942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:12.857695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:12.857809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:15.863112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:15.867327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:15.871220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:15.875238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:15.875526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:18.879980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:18.885039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:18.890889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:18.896202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:18.896314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:21.901053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:21.904945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:21.908400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:21.911992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:21.912170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:24.917180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:24.920937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:24.924928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:24.928859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:24.929034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:27.933994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:27.937732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:27.941531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:27.945944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:27.946075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:30.951385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:30.955261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:30.959167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:30.963518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:30.963623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:33.969095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:33.973079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:33.978113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:33.982452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:33.982537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:36.988651] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:36.993106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:36.997084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:37.000953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:37.001039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:40.006551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:40.011551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:40.016628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:40.021029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:40.021125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:43.026283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:43.030181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:43.034976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:43.038798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:43.038922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:46.043556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:46.048344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:46.053005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:46.057316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:46.057415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:49.062946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:49.067528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:49.071943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:49.076188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:49.076305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:52.080705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:52.085442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:52.089526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:52.094003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:52.094099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:55.099316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:55.103717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:55.107975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:55.112339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:55.112431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:07:58.116998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:07:58.120920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:07:58.124619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:07:58.128528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:07:58.128657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:01.135492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:01.140744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:01.144771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:01.148394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:01.148683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:04.154152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:04.158242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:04.161923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:04.165290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:04.165362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:07.170193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:07.174319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:07.178027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:07.182688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:07.182804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:10.187415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:10.190883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:10.194340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:10.197591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:10.197660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:13.202804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:13.206941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:13.211601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:13.215739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:13.215815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:16.221692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:16.225233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:16.228528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:16.231868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:16.231940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:19.236837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:19.241628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:19.246059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:19.250868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:19.250991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:22.256042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:22.259617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:22.263230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:22.266722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:22.266800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:25.271525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:25.276238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:25.280452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:25.283973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:25.284047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:28.288393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:28.293096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:28.296910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:28.300599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:28.300708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:31.306114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:31.310627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:31.314889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:31.318922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:31.319031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:34.323746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:34.328950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:34.333043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:34.336835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:34.336947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:37.342379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:37.346059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:37.349452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:37.352726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:37.352788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:40.357847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:40.361431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:40.364728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:40.368132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:40.368205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:43.372984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:43.376647] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:43.380287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:43.384016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:43.384120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:46.389151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:46.393675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:46.401779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:46.407165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:46.407281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:49.414413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:49.418162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:49.422038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:49.425718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:49.425827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:52.431995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:52.436689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:52.441756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:52.445718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:52.445804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:55.450267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:55.454413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:55.458108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:55.462060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:55.462153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:08:58.467691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:08:58.473569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:08:58.478613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:08:58.483017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:08:58.483130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:01.489522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:01.494663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:01.499913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:01.504832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:01.504985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:04.509716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:04.513078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:04.516304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:04.519459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:04.519540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:07.524031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:07.527754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:07.530944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:07.534222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:07.534322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:10.539009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:10.542411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:10.545646] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:10.548929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:10.548998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:13.553899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:13.557786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:13.561255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:13.564661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:13.564735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:16.568774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:16.571979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:16.575074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:16.578267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:16.578337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:19.583607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:19.588452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:19.593377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:19.597768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:19.597876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:22.602687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:22.607750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:22.613492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:22.618756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:22.618918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:25.623251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:25.626602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:25.629902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:25.633193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:25.633260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:28.637906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:28.641564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:28.645621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:28.649854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:28.649944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:31.654397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:31.657905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:31.661201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:31.665180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:31.665299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:34.670237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:34.673811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:34.677556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:34.681949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:34.682036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:37.686646] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:37.691189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:37.695569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:37.699904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:37.699998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:40.704603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:40.708761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:40.712959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:40.717011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:40.717119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:43.722745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:43.726320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:43.729647] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:43.733244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:43.733314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:46.738471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:46.743679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:46.748589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:46.752454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:46.752541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:49.757182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:49.760861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:49.765378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:49.768985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:49.769054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:52.775395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:52.780354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:52.784260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:52.788033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:52.788146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:55.793738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:55.798515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:55.803206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:55.807903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:55.808003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:09:58.814593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:09:58.819346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:09:58.823952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:09:58.827998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:09:58.828111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:01.832937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:01.836880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:01.840734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:01.843960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:01.844023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:04.850762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:04.855932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:04.859878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:04.863337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:04.863421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:07.868181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:07.871947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:07.875851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:07.879084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:07.879153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:10.884380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:10.888294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:10.891889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:10.895470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:10.895538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:13.900334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:13.904109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:13.907615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:13.910797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:13.910861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:16.915904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:16.919449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:16.922696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:16.926518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:16.926787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:19.931132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:19.935083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:19.939475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:19.944269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:19.944370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:22.950830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:22.955821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:22.959856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:22.964568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:22.964724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:25.971063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:25.974915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:25.978594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:25.982014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:25.982087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:28.989075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:28.994186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:28.998786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:29.005651] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:29.005771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:32.011000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:32.015334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:32.019954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:32.023972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:32.024084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:35.029798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:35.033847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:35.037108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:35.040366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:35.040434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:38.046478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:38.050280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:38.053796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:38.057216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:38.057304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:41.063995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:41.068261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:41.071848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:41.075789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:41.075898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:44.080797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:44.084592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:44.088017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:44.091558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:44.091644] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:47.096267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:47.100375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:47.104088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:47.107599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:47.107665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:50.112699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:50.116984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:50.121061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:50.124780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:50.124846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:53.131267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:53.136557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:53.141628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:53.145851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:53.145970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:56.150645] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:56.154544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:56.159031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:56.163629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:56.163728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:10:59.168918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:10:59.172645] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:10:59.176549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:10:59.183936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:10:59.184067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:02.189916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:02.194273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:02.198490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:02.202473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:02.202561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:05.206936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:05.210536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:05.213974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:05.217167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:05.217232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:08.221543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:08.225340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:08.228851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:08.232077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:08.232146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:11.238093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:11.241936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:11.245145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:11.248298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:11.248363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:14.253379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:14.257332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:14.260917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:14.264745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:14.264833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:17.271044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:17.275483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:17.279647] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:17.283681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:17.283784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:20.288087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:20.291486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:20.294872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:20.298210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:20.298279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:23.303989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:23.308802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:23.313391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:23.317993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:23.318114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:26.323062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:26.327102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:26.330858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:26.334488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:26.334589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:29.339131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:29.342629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:29.345849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:29.349206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:29.349274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:32.354034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:32.357280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:32.360446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:32.363619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:32.363683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:35.369151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:35.373739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:35.378240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:35.382667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:35.382760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:38.388351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:38.392166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:38.397142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:38.401012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:38.401128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:41.407272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:41.411546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:41.415729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:41.419564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:41.419669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:44.425283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:44.429797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:44.433840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:44.437863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:44.437945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:47.442711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:47.447109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:47.450842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:47.454180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:47.454246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:50.459664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:50.463432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:50.467065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:50.470539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:50.470631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:53.475133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:53.479257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:53.483373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:53.487092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:53.487171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:56.492985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:56.496666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:56.500196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:56.504495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:56.504612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:11:59.508981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:11:59.512287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:11:59.516666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:11:59.521840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:11:59.521940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:02.527049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:02.531110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:02.534488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:02.539158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:02.539353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:05.543855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:05.547426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:05.551110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:05.554771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:05.554852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:08.559457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:08.563326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:08.566936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:08.570594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:08.570688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:11.575231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:11.579143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:11.582876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:11.586697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:11.586802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:14.591710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:14.596504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:14.601747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:14.606597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:14.606712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:17.613666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:17.618993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:17.624389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:17.629660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:17.629794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:20.636057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:20.640429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:20.644134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:20.647974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:20.648040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:23.653174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:23.657111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:23.660641] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:23.663886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:23.663955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:26.668841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:26.672562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:26.677028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:26.680981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:26.681103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:29.685775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:29.690037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:29.694716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:29.699378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:29.699486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:32.704010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:32.707297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:32.713773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:32.717242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:32.717306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:35.722145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:35.725874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:35.729176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:35.732756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:35.732839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:38.737446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:38.741117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:38.744547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:38.747875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:38.747939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:41.752938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:41.757000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:41.760698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:41.764130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:41.764194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:44.769943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:44.773728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:44.777105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:44.781075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:44.781254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:47.786965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:47.790897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:47.794476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:47.797963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:47.798039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:50.802752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:50.806266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:50.809667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:50.813357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:50.813429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:53.818611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:53.823514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:53.827796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:53.831456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:53.831528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:56.836010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:56.839468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:56.842734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:56.846032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:56.846118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:12:59.852514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:12:59.857252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:12:59.861386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:12:59.866331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:12:59.866502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:02.871009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:13:02.874863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:02.878122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:02.881546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:13:02.881634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:05.886451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:13:05.890917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:05.895054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:05.898606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:13:05.898681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:08.903054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:13:08.906982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:08.911029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:08.914509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:13:08.914600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:11.919054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:13:11.922657] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:11.926041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:11.929517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:13:11.929606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:14.934249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:13:14.937875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:14.941532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:14.945079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:13:14.945155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:17.951048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:13:17.956177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:17.959918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:17.963502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:13:17.963601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:20.969434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:13:20.974264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:20.978357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:20.982324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:13:20.982416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:23.986916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:13:23.990402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:23.994057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:23.998382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:13:23.998505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:27.003424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:13:27.007445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:27.011087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:27.014408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:13:27.014496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:30.020084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-28T20:13:30.023409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:30.026708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:30.029959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:13:30.030028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:33.034554] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-28T20:13:33.038419] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-28), and is a dependency of this service.
[2025-11-28T20:13:33.041864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:33.045168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:33.048529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:36.054311] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-28T20:13:36.059148] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-28), and is a dependency of this service.
[2025-11-28T20:13:36.063850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:36.068650] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:36.073351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:39.078258] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-28T20:13:39.081897] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-28), and is a dependency of this service.
[2025-11-28T20:13:39.085904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:39.089344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:39.092524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:42.097192] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-28T20:13:42.101206] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-28), and is a dependency of this service.
[2025-11-28T20:13:42.105032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:42.108877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:42.112564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:45.118172] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-28T20:13:45.121521] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-28), and is a dependency of this service.
[2025-11-28T20:13:45.124904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:45.128539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:45.132288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:48.136940] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-28T20:13:48.141045] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-28), and is a dependency of this service.
[2025-11-28T20:13:48.144845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:48.148900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:48.152714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:51.158454] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-28T20:13:51.163305] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-28), and is a dependency of this service.
[2025-11-28T20:13:51.168022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:51.172549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:51.176943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:54.183623] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-28T20:13:54.188747] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-28), and is a dependency of this service.
[2025-11-28T20:13:54.192748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:54.196637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:54.200704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:13:57.205651] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-28T20:13:57.209060] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-28), and is a dependency of this service.
[2025-11-28T20:13:57.213022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:13:57.216413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:13:57.220008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:14:00.226343] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-28T20:14:00.231753] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-28), and is a dependency of this service.
[2025-11-28T20:14:00.236762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:14:00.245594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:14:00.249868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-28T20:14:03.257731] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-28T20:14:03.262804] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-28), and is a dependency of this service.
[2025-11-28T20:14:03.268623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-28T20:14:03.272765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-28T20:14:03.276944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-28T20:14:03.277197] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-28T20:14:03.277264] [INFO ] [CACHE     ] Starting cache update
[2025-11-28T20:14:03.277306] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-11-28T20:14:03.280776] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-11-28T20:14:03.282053] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-11-28T20:14:03.282095] [INFO ] [CACHE     ] Cache update completed successfully
[2025-11-28T20:14:03.282125] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-11-28T20:14:03.282174] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-28T20:14:03.355858] [DEBUG] [REMOTE    ] Fetched 3606 unique symbols from directory listing.
[2025-11-28T20:14:03.380922] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: JBND
[2025-11-28T20:14:03.382149] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BDX
[2025-11-28T20:14:03.382291] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AWRE
[2025-11-28T20:14:03.382619] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BBWI
[2025-11-28T20:14:03.382702] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BROS
[2025-11-28T20:14:03.382758] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AGI
[2025-11-28T20:14:03.383015] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: APGE
[2025-11-28T20:14:03.383091] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AMC
[2025-11-28T20:14:03.383179] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AVAL
[2025-11-28T20:14:03.383248] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ALG
[2025-11-28T20:14:03.383359] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BYRN
[2025-11-28T20:14:03.383489] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXP
[2025-11-28T20:14:03.383564] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GEF
[2025-11-28T20:14:03.383658] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BKH
[2025-11-28T20:14:03.383776] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ADEA
[2025-11-28T20:14:03.383858] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MKC
[2025-11-28T20:14:03.383928] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CLOA
[2025-11-28T20:14:03.383984] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LPL
[2025-11-28T20:14:03.384061] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BLBD
[2025-11-28T20:14:03.385408] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TRVI
[2025-11-28T20:14:03.385496] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ATHA
[2025-11-28T20:14:03.385550] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BRSP
[2025-11-28T20:14:03.385638] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LVS
[2025-11-28T20:14:03.385697] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AGNC
[2025-11-28T20:14:03.385761] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CAE
[2025-11-28T20:14:03.385838] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AFGC
[2025-11-28T20:14:03.385901] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BKSY
[2025-11-28T20:14:03.385966] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: APRE
[2025-11-28T20:14:03.386032] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAX
[2025-11-28T20:14:03.386094] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AMX
[2025-11-28T20:14:03.386151] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IPG
[2025-11-28T20:14:03.386302] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LH
[2025-11-28T20:14:03.386358] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ABVC
[2025-11-28T20:14:03.386424] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ABCL
[2025-11-28T20:14:03.386474] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DAL
[2025-11-28T20:14:03.386554] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GECC
[2025-11-28T20:14:03.387530] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DBD
[2025-11-28T20:14:03.387888] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BDTX
[2025-11-28T20:14:03.387997] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AVB
[2025-11-28T20:14:03.388092] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ARQQ
[2025-11-28T20:14:03.388187] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NWL
[2025-11-28T20:14:03.388245] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ACHC
[2025-11-28T20:14:03.388361] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AAP
[2025-11-28T20:14:03.388418] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: COPP
[2025-11-28T20:14:03.388475] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AIRS
[2025-11-28T20:14:03.388534] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CGC
[2025-11-28T20:14:03.388604] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ONTO
[2025-11-28T20:14:03.388658] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: JBL
[2025-11-28T20:14:03.388718] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NFLX
[2025-11-28T20:14:03.388957] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ADBE
[2025-11-28T20:14:03.389030] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DMAC
[2025-11-28T20:14:03.389102] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CAKE
[2025-11-28T20:14:03.389164] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BAM
[2025-11-28T20:14:03.389274] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXPI
[2025-11-28T20:14:03.389346] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AXTI
[2025-11-28T20:14:03.389442] [INFO ] [LOCAL     ] Pruned 55 configuration files
[2025-11-28T20:14:03.392485] [INFO ] [sig       ] Skipping 3606 symbols with existing configuration
[2025-11-28T20:14:03.392534] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-11-28T20:14:03.394146] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-11-28T20:14:03.394192] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-28T20:14:03.521945] [DEBUG] [REMOTE    ] Fetched 3606 unique symbols from directory listing.
[2025-11-28T20:14:03.533347] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-11-28T20:14:03.533518] [INFO ] [sig       ] Found 3606 active symbols to forecast
[2025-11-28T20:14:03.534330] [INFO ] [sig       ] [1/3606] Forecasting A...
[2025-11-28T20:14:03.534378] [INFO ] [sig       ] Generating forecast for: A
[2025-11-28T20:14:03.534446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-11-28T20:14:03.548528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-11-28T20:14:03.548948] [INFO ] [FORECASTER] Starting predict_future for A
[2025-11-28T20:14:03.549893] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-11-28T20:14:03.549945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:03.549992] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:03.550020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:03.550078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:03.605941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:03.606861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:03.606955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:03.606988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:03.795975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:03.796096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:03.796133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:03.796169] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:03.799625] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-11-28T20:14:03.799909] [INFO ] [FORECASTER] Completed predict_future for A
[2025-11-28T20:14:03.800037] [INFO ] [sig       ] A: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:03.941471] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/A.txt
[2025-11-28T20:14:03.941627] [INFO ] [sig       ] [1/3606] Completed A in 0.4s | 2.46 sym/s | Total: 0.4s | ETA: 24.5m
[2025-11-28T20:14:03.941669] [INFO ] [sig       ] [2/3606] Forecasting AA...
[2025-11-28T20:14:03.941698] [INFO ] [sig       ] Generating forecast for: AA
[2025-11-28T20:14:03.941729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-11-28T20:14:03.952548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AA'.
[2025-11-28T20:14:03.952853] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-11-28T20:14:03.953651] [DEBUG] [LOCAL     ] No optimal features file found for AA: ./output/feature-sets/AA.txt
[2025-11-28T20:14:03.953700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:03.953730] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:03.953756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:03.953812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:04.008739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:04.009408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:04.009498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:04.009531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:04.136364] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:04.136537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:04.136606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:04.136645] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:04.140111] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: UP (p=61.26%)
[2025-11-28T20:14:04.140386] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-11-28T20:14:04.140513] [INFO ] [sig       ] AA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:04.279291] [INFO ] [LOCAL     ] Saved forecast: AA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AA.txt
[2025-11-28T20:14:04.279433] [INFO ] [sig       ] [2/3606] Completed AA in 0.3s | 2.68 sym/s | Total: 0.7s | ETA: 22.4m
[2025-11-28T20:14:04.279476] [INFO ] [sig       ] [3/3606] Forecasting AAL...
[2025-11-28T20:14:04.279510] [INFO ] [sig       ] Generating forecast for: AAL
[2025-11-28T20:14:04.279547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-11-28T20:14:04.291441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-11-28T20:14:04.291795] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-11-28T20:14:04.292667] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-11-28T20:14:04.292718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:04.292751] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:04.292779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:04.292837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:04.351593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:04.352410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:04.352496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:04.352528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:04.474557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:04.474719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:04.474760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:04.474789] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:04.478265] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2025-11-28T20:14:04.478606] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-11-28T20:14:04.478750] [INFO ] [sig       ] AAL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:04.624600] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AAL.txt
[2025-11-28T20:14:04.624755] [INFO ] [sig       ] [3/3606] Completed AAL in 0.3s | 2.75 sym/s | Total: 1.1s | ETA: 21.8m
[2025-11-28T20:14:04.624795] [INFO ] [sig       ] [4/3606] Forecasting AAOI...
[2025-11-28T20:14:04.624824] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-11-28T20:14:04.624853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-11-28T20:14:04.636206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-11-28T20:14:04.636594] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-11-28T20:14:04.637386] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-11-28T20:14:04.637440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:04.637480] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:04.637514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:04.637613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:04.703077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:04.704071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:04.704150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:04.704183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:04.834815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:04.834960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:04.834999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:04.835027] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:04.838798] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-11-28T20:14:04.839102] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-11-28T20:14:04.839235] [INFO ] [sig       ] AAOI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:04.979413] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AAOI.txt
[2025-11-28T20:14:04.979599] [INFO ] [sig       ] [4/3606] Completed AAOI in 0.4s | 2.77 sym/s | Total: 1.4s | ETA: 21.7m
[2025-11-28T20:14:04.979649] [INFO ] [sig       ] [5/3606] Forecasting AAON...
[2025-11-28T20:14:04.979686] [INFO ] [sig       ] Generating forecast for: AAON
[2025-11-28T20:14:04.979725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-11-28T20:14:04.992898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-11-28T20:14:04.993394] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-11-28T20:14:04.994299] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-11-28T20:14:04.994351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:04.994384] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:04.994415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:04.994474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:05.051348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:05.052452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:05.052542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:05.052593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:05.174180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:05.174332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:05.174371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:05.174399] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:05.177747] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: DOWN (p=44.01%)
[2025-11-28T20:14:05.178018] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-11-28T20:14:05.178163] [INFO ] [sig       ] AAON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:05.314979] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AAON.txt
[2025-11-28T20:14:05.315109] [INFO ] [sig       ] [5/3606] Completed AAON in 0.3s | 2.81 sym/s | Total: 1.8s | ETA: 21.4m
[2025-11-28T20:14:05.315146] [INFO ] [sig       ] [6/3606] Forecasting AAPB...
[2025-11-28T20:14:05.315174] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-11-28T20:14:05.315203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-11-28T20:14:05.326592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-11-28T20:14:05.326839] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-11-28T20:14:05.327708] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-11-28T20:14:05.327759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:05.327788] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:05.327814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:05.327868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:05.382583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:05.383186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:05.383258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:05.383288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:05.497161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:05.497285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:05.497320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:05.497347] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:05.500555] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=23.15%)
[2025-11-28T20:14:05.500836] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-11-28T20:14:05.500954] [INFO ] [sig       ] AAPB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:05.637893] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AAPB.txt
[2025-11-28T20:14:05.638026] [INFO ] [sig       ] [6/3606] Completed AAPB in 0.3s | 2.85 sym/s | Total: 2.1s | ETA: 21.0m
[2025-11-28T20:14:05.638087] [INFO ] [sig       ] [7/3606] Forecasting AAPD...
[2025-11-28T20:14:05.638116] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-11-28T20:14:05.638149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-11-28T20:14:05.650388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-11-28T20:14:05.650765] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-11-28T20:14:05.651544] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-11-28T20:14:05.651612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:05.651643] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:05.651669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:05.651724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:05.706806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:05.707668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:05.707749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:05.707780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:05.829976] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:05.830128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:05.830166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:05.830194] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:05.833416] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-11-28T20:14:05.833719] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-11-28T20:14:05.833845] [INFO ] [sig       ] AAPD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:05.970163] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AAPD.txt
[2025-11-28T20:14:05.970286] [INFO ] [sig       ] [7/3606] Completed AAPD in 0.3s | 2.87 sym/s | Total: 2.4s | ETA: 20.9m
[2025-11-28T20:14:05.970324] [INFO ] [sig       ] [8/3606] Forecasting AAPL...
[2025-11-28T20:14:05.970352] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-11-28T20:14:05.970382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-11-28T20:14:05.982336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-11-28T20:14:05.982729] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-11-28T20:14:05.983511] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-11-28T20:14:05.983563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:05.983617] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:05.983644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:05.983699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:06.038477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:06.039290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:06.039368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:06.039399] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:06.162410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:06.162538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:06.162590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:06.162620] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:06.165796] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=55.82%)
[2025-11-28T20:14:06.166058] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-11-28T20:14:06.166177] [INFO ] [sig       ] AAPL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:06.303713] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AAPL.txt
[2025-11-28T20:14:06.303851] [INFO ] [sig       ] [8/3606] Completed AAPL in 0.3s | 2.89 sym/s | Total: 2.8s | ETA: 20.8m
[2025-11-28T20:14:06.303890] [INFO ] [sig       ] [9/3606] Forecasting AAXJ...
[2025-11-28T20:14:06.303919] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-11-28T20:14:06.303948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-11-28T20:14:06.315219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-11-28T20:14:06.315623] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-11-28T20:14:06.316506] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-11-28T20:14:06.316560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:06.316635] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:06.316674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:06.316733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:06.375314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:06.376122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:06.376199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:06.376232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:06.499097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:06.499241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:06.499280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:06.499310] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:06.502621] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=61.97%)
[2025-11-28T20:14:06.502887] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-11-28T20:14:06.503009] [INFO ] [sig       ] AAXJ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:06.643811] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AAXJ.txt
[2025-11-28T20:14:06.643974] [INFO ] [sig       ] [9/3606] Completed AAXJ in 0.3s | 2.89 sym/s | Total: 3.1s | ETA: 20.7m
[2025-11-28T20:14:06.644017] [INFO ] [sig       ] [10/3606] Forecasting AB...
[2025-11-28T20:14:06.644047] [INFO ] [sig       ] Generating forecast for: AB
[2025-11-28T20:14:06.644077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-11-28T20:14:06.656927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-11-28T20:14:06.657320] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-11-28T20:14:06.658142] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-11-28T20:14:06.658192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:06.658222] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:06.658247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:06.658302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:06.716991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:06.718050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:06.718163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:06.718195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:06.849019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:06.849179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:06.849219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:06.849441] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:06.853193] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=41.29%)
[2025-11-28T20:14:06.853470] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-11-28T20:14:06.853610] [INFO ] [sig       ] AB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:07.002030] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AB.txt
[2025-11-28T20:14:07.002186] [INFO ] [sig       ] [10/3606] Completed AB in 0.4s | 2.88 sym/s | Total: 3.5s | ETA: 20.8m
[2025-11-28T20:14:07.002226] [INFO ] [sig       ] [11/3606] Forecasting ABCB...
[2025-11-28T20:14:07.002253] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-11-28T20:14:07.002282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-11-28T20:14:07.013667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-11-28T20:14:07.014071] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-11-28T20:14:07.014923] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-11-28T20:14:07.015014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:07.015061] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:07.015098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:07.015176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:07.076317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:07.077264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:07.077370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:07.077413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:07.208690] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:07.208877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:07.208942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:07.208991] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:07.214167] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-11-28T20:14:07.214640] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-11-28T20:14:07.214836] [INFO ] [sig       ] ABCB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:07.399066] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ABCB.txt
[2025-11-28T20:14:07.399254] [INFO ] [sig       ] [11/3606] Completed ABCB in 0.4s | 2.85 sym/s | Total: 3.9s | ETA: 21.1m
[2025-11-28T20:14:07.399299] [INFO ] [sig       ] [12/3606] Forecasting ABEO...
[2025-11-28T20:14:07.399333] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-11-28T20:14:07.399368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-11-28T20:14:07.415171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-11-28T20:14:07.415657] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-11-28T20:14:07.416667] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-11-28T20:14:07.416726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:07.416763] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:07.416797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:07.416884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:07.491432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:07.492647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:07.492762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:07.492816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:07.654938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:07.655121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:07.655170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:07.655205] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:07.660364] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-11-28T20:14:07.660933] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-11-28T20:14:07.661142] [INFO ] [sig       ] ABEO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:07.809354] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ABEO.txt
[2025-11-28T20:14:07.809525] [INFO ] [sig       ] [12/3606] Completed ABEO in 0.4s | 2.81 sym/s | Total: 4.3s | ETA: 21.3m
[2025-11-28T20:14:07.809587] [INFO ] [sig       ] [13/3606] Forecasting ABG...
[2025-11-28T20:14:07.809627] [INFO ] [sig       ] Generating forecast for: ABG
[2025-11-28T20:14:07.809657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-11-28T20:14:07.824877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-11-28T20:14:07.825468] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-11-28T20:14:07.826540] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-11-28T20:14:07.826613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:07.826648] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:07.826674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:07.826732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:07.913208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:07.914778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:07.914890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:07.914928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:08.068136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:08.068316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:08.068378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:08.068425] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:08.074124] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=31.02%)
[2025-11-28T20:14:08.074550] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-11-28T20:14:08.074752] [INFO ] [sig       ] ABG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:08.229913] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ABG.txt
[2025-11-28T20:14:08.230054] [INFO ] [sig       ] [13/3606] Completed ABG in 0.4s | 2.77 sym/s | Total: 4.7s | ETA: 21.6m
[2025-11-28T20:14:08.230094] [INFO ] [sig       ] [14/3606] Forecasting ABL...
[2025-11-28T20:14:08.230123] [INFO ] [sig       ] Generating forecast for: ABL
[2025-11-28T20:14:08.230152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-11-28T20:14:08.242322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-11-28T20:14:08.242672] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-11-28T20:14:08.243445] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-11-28T20:14:08.243494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:08.243538] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:08.243566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:08.243649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:08.298833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:08.299668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:08.299746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:08.299778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:08.415812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:08.415945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:08.416010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:08.416039] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:08.419251] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-11-28T20:14:08.419516] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-11-28T20:14:08.419653] [INFO ] [sig       ] ABL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:08.564108] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ABL.txt
[2025-11-28T20:14:08.564250] [INFO ] [sig       ] [14/3606] Completed ABL in 0.3s | 2.78 sym/s | Total: 5.0s | ETA: 21.5m
[2025-11-28T20:14:08.564294] [INFO ] [sig       ] [15/3606] Forecasting ABM...
[2025-11-28T20:14:08.564323] [INFO ] [sig       ] Generating forecast for: ABM
[2025-11-28T20:14:08.564352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-11-28T20:14:08.576089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-11-28T20:14:08.576390] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-11-28T20:14:08.577163] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-11-28T20:14:08.577213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:08.577245] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:08.577272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:08.577333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:08.636078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:08.636792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:08.636871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:08.636916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:08.760958] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:08.761107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:08.761148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:08.761178] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:08.764471] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=73.13%)
[2025-11-28T20:14:08.764765] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-11-28T20:14:08.764911] [INFO ] [sig       ] ABM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:08.906224] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ABM.txt
[2025-11-28T20:14:08.906356] [INFO ] [sig       ] [15/3606] Completed ABM in 0.3s | 2.79 sym/s | Total: 5.4s | ETA: 21.4m
[2025-11-28T20:14:08.906396] [INFO ] [sig       ] [16/3606] Forecasting ABNB...
[2025-11-28T20:14:08.906425] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-11-28T20:14:08.906455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-11-28T20:14:08.917776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-11-28T20:14:08.918085] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-11-28T20:14:08.918883] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-11-28T20:14:08.918931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:08.918961] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:08.918987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:08.919041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:08.973550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:08.974199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:08.974273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:08.974304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:09.095671] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:09.095834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:09.095876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:09.095905] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:09.099482] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=56.14%)
[2025-11-28T20:14:09.099786] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-11-28T20:14:09.099928] [INFO ] [sig       ] ABNB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:09.244820] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ABNB.txt
[2025-11-28T20:14:09.244977] [INFO ] [sig       ] [16/3606] Completed ABNB in 0.3s | 2.80 sym/s | Total: 5.7s | ETA: 21.4m
[2025-11-28T20:14:09.245019] [INFO ] [sig       ] [17/3606] Forecasting ABOS...
[2025-11-28T20:14:09.245050] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-11-28T20:14:09.245080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-11-28T20:14:09.257051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-11-28T20:14:09.257406] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-11-28T20:14:09.258267] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-11-28T20:14:09.258317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:09.258348] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:09.258375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:09.258431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:09.315026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:09.315875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:09.315959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:09.315991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:09.435232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:09.435398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:09.435447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:09.435482] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:09.439345] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: UP (p=65.57%)
[2025-11-28T20:14:09.439665] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-11-28T20:14:09.439806] [INFO ] [sig       ] ABOS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:09.587647] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ABOS.txt
[2025-11-28T20:14:09.587771] [INFO ] [sig       ] [17/3606] Completed ABOS in 0.3s | 2.81 sym/s | Total: 6.1s | ETA: 21.3m
[2025-11-28T20:14:09.587818] [INFO ] [sig       ] [18/3606] Forecasting ABSI...
[2025-11-28T20:14:09.587848] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-11-28T20:14:09.587900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-11-28T20:14:09.598626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-11-28T20:14:09.598880] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-11-28T20:14:09.599630] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-11-28T20:14:09.599679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:09.599709] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:09.599735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:09.599789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:09.654322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:09.654956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:09.655030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:09.655061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:09.773621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:09.773769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:09.773807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:09.773834] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:09.777119] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=4.74%)
[2025-11-28T20:14:09.777396] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-11-28T20:14:09.777519] [INFO ] [sig       ] ABSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:09.917466] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ABSI.txt
[2025-11-28T20:14:09.917644] [INFO ] [sig       ] [18/3606] Completed ABSI in 0.3s | 2.82 sym/s | Total: 6.4s | ETA: 21.2m
[2025-11-28T20:14:09.917688] [INFO ] [sig       ] [19/3606] Forecasting ABUS...
[2025-11-28T20:14:09.917716] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-11-28T20:14:09.917746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-11-28T20:14:09.929246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-11-28T20:14:09.929527] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-11-28T20:14:09.930288] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-11-28T20:14:09.930337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:09.930368] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:09.930393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:09.930447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:09.984945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:09.985568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:09.985663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:09.985694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:10.099272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:10.099420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:10.099457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:10.099486] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:10.102735] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=26.19%)
[2025-11-28T20:14:10.103004] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-11-28T20:14:10.103143] [INFO ] [sig       ] ABUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:10.240791] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ABUS.txt
[2025-11-28T20:14:10.240911] [INFO ] [sig       ] [19/3606] Completed ABUS in 0.3s | 2.83 sym/s | Total: 6.7s | ETA: 21.1m
[2025-11-28T20:14:10.240947] [INFO ] [sig       ] [20/3606] Forecasting ABVE...
[2025-11-28T20:14:10.240976] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-11-28T20:14:10.241004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-11-28T20:14:10.253140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-11-28T20:14:10.253596] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-11-28T20:14:10.254467] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-11-28T20:14:10.254526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:10.254558] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:10.254612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:10.254671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:10.312611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:10.313485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:10.313569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:10.313623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:10.432702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:10.432852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:10.432890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:10.432918] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:10.436230] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=28.96%)
[2025-11-28T20:14:10.436513] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-11-28T20:14:10.436653] [INFO ] [sig       ] ABVE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:10.572844] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ABVE.txt
[2025-11-28T20:14:10.572995] [INFO ] [sig       ] [20/3606] Completed ABVE in 0.3s | 2.84 sym/s | Total: 7.0s | ETA: 21.0m
[2025-11-28T20:14:10.573035] [INFO ] [sig       ] [21/3606] Forecasting ABVX...
[2025-11-28T20:14:10.573062] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-11-28T20:14:10.573091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-11-28T20:14:10.584253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-11-28T20:14:10.584603] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-11-28T20:14:10.585336] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-11-28T20:14:10.585384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:10.585415] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:10.585440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:10.585495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:10.640121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:10.640957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:10.641035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:10.641066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:10.755979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:10.756121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:10.756158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:10.756205] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:10.759408] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-11-28T20:14:10.759695] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-11-28T20:14:10.759814] [INFO ] [sig       ] ABVX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:10.897064] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ABVX.txt
[2025-11-28T20:14:10.897198] [INFO ] [sig       ] [21/3606] Completed ABVX in 0.3s | 2.85 sym/s | Total: 7.4s | ETA: 20.9m
[2025-11-28T20:14:10.897237] [INFO ] [sig       ] [22/3606] Forecasting ACA...
[2025-11-28T20:14:10.897265] [INFO ] [sig       ] Generating forecast for: ACA
[2025-11-28T20:14:10.897294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-11-28T20:14:10.908492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-11-28T20:14:10.908917] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-11-28T20:14:10.909720] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-11-28T20:14:10.909771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:10.909801] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:10.909827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:10.909881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:10.964263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:10.965038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:10.965114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:10.965146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:11.082992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:11.083137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:11.083174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:11.083202] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:11.086390] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2025-11-28T20:14:11.086678] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-11-28T20:14:11.086797] [INFO ] [sig       ] ACA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:11.220628] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACA.txt
[2025-11-28T20:14:11.220775] [INFO ] [sig       ] [22/3606] Completed ACA in 0.3s | 2.86 sym/s | Total: 7.7s | ETA: 20.9m
[2025-11-28T20:14:11.220821] [INFO ] [sig       ] [23/3606] Forecasting ACAD...
[2025-11-28T20:14:11.220852] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-11-28T20:14:11.220883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-11-28T20:14:11.232258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-11-28T20:14:11.232532] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-11-28T20:14:11.233277] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-11-28T20:14:11.233325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:11.233354] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:11.233379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:11.233433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:11.287216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:11.287871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:11.287961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:11.287993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:11.403468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:11.403626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:11.403665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:11.403692] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:11.406864] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-11-28T20:14:11.407132] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-11-28T20:14:11.407251] [INFO ] [sig       ] ACAD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:11.542567] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACAD.txt
[2025-11-28T20:14:11.542731] [INFO ] [sig       ] [23/3606] Completed ACAD in 0.3s | 2.87 sym/s | Total: 8.0s | ETA: 20.8m
[2025-11-28T20:14:11.542777] [INFO ] [sig       ] [24/3606] Forecasting ACB...
[2025-11-28T20:14:11.542810] [INFO ] [sig       ] Generating forecast for: ACB
[2025-11-28T20:14:11.542838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-11-28T20:14:11.553949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-11-28T20:14:11.554209] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-11-28T20:14:11.554993] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-11-28T20:14:11.555040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:11.555070] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:11.555095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:11.555149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:11.612269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:11.612952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:11.613025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:11.613056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:11.733798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:11.733940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:11.733977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:11.734004] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:11.737198] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=10.96%)
[2025-11-28T20:14:11.737467] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-11-28T20:14:11.737633] [INFO ] [sig       ] ACB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:11.873106] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACB.txt
[2025-11-28T20:14:11.873231] [INFO ] [sig       ] [24/3606] Completed ACB in 0.3s | 2.88 sym/s | Total: 8.3s | ETA: 20.7m
[2025-11-28T20:14:11.873269] [INFO ] [sig       ] [25/3606] Forecasting ACCO...
[2025-11-28T20:14:11.873297] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-11-28T20:14:11.873325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-11-28T20:14:11.885106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-11-28T20:14:11.885490] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-11-28T20:14:11.886301] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-11-28T20:14:11.886351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:11.886380] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:11.886435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:11.886493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:11.942928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:11.943847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:11.943933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:11.943967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:12.066250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:12.066395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:12.066432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:12.066458] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:12.069679] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-11-28T20:14:12.069949] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-11-28T20:14:12.070064] [INFO ] [sig       ] ACCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:12.213234] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACCO.txt
[2025-11-28T20:14:12.213392] [INFO ] [sig       ] [25/3606] Completed ACCO in 0.3s | 2.88 sym/s | Total: 8.7s | ETA: 20.7m
[2025-11-28T20:14:12.213432] [INFO ] [sig       ] [26/3606] Forecasting ACDC...
[2025-11-28T20:14:12.213459] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-11-28T20:14:12.213486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-11-28T20:14:12.224835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-11-28T20:14:12.225225] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-11-28T20:14:12.226039] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-11-28T20:14:12.226089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:12.226117] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:12.226142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:12.226197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:12.283292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:12.284132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:12.284213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:12.284246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:12.398663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:12.398806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:12.398844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:12.398872] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:12.402248] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=76.10%)
[2025-11-28T20:14:12.402518] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-11-28T20:14:12.402654] [INFO ] [sig       ] ACDC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:12.541946] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACDC.txt
[2025-11-28T20:14:12.542099] [INFO ] [sig       ] [26/3606] Completed ACDC in 0.3s | 2.89 sym/s | Total: 9.0s | ETA: 20.7m
[2025-11-28T20:14:12.542139] [INFO ] [sig       ] [27/3606] Forecasting ACEL...
[2025-11-28T20:14:12.542166] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-11-28T20:14:12.542195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-11-28T20:14:12.554589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-11-28T20:14:12.554992] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-11-28T20:14:12.555894] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-11-28T20:14:12.555947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:12.555980] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:12.556010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:12.556067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:12.614149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:12.615044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:12.615137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:12.615171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:12.735774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:12.735926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:12.735966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:12.735998] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:12.739984] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-11-28T20:14:12.740340] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-11-28T20:14:12.740475] [INFO ] [sig       ] ACEL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:12.886839] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACEL.txt
[2025-11-28T20:14:12.886974] [INFO ] [sig       ] [27/3606] Completed ACEL in 0.3s | 2.89 sym/s | Total: 9.4s | ETA: 20.7m
[2025-11-28T20:14:12.887016] [INFO ] [sig       ] [28/3606] Forecasting ACGL...
[2025-11-28T20:14:12.887046] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-11-28T20:14:12.887078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-11-28T20:14:12.898469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-11-28T20:14:12.898800] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-11-28T20:14:12.899618] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-11-28T20:14:12.899670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:12.899702] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:12.899731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:12.899789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:12.961822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:12.962560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:12.962675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:12.962718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:13.087356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:13.087503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:13.087544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:13.087590] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:13.090947] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=6.93%)
[2025-11-28T20:14:13.091224] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-11-28T20:14:13.091348] [INFO ] [sig       ] ACGL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:13.231246] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACGL.txt
[2025-11-28T20:14:13.231388] [INFO ] [sig       ] [28/3606] Completed ACGL in 0.3s | 2.89 sym/s | Total: 9.7s | ETA: 20.7m
[2025-11-28T20:14:13.231427] [INFO ] [sig       ] [29/3606] Forecasting ACGLN...
[2025-11-28T20:14:13.231461] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-11-28T20:14:13.231512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-11-28T20:14:13.244053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-11-28T20:14:13.244406] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-11-28T20:14:13.245215] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-11-28T20:14:13.245267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:13.245299] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:13.245326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:13.245392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:13.304386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:13.305083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:13.305165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:13.305198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:13.430869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:13.431015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:13.431056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:13.431086] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:13.434728] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-11-28T20:14:13.435003] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-11-28T20:14:13.435130] [INFO ] [sig       ] ACGLN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:13.576617] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACGLN.txt
[2025-11-28T20:14:13.576758] [INFO ] [sig       ] [29/3606] Completed ACGLN in 0.3s | 2.89 sym/s | Total: 10.0s | ETA: 20.6m
[2025-11-28T20:14:13.576799] [INFO ] [sig       ] [30/3606] Forecasting ACGLO...
[2025-11-28T20:14:13.576829] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-11-28T20:14:13.576858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-11-28T20:14:13.589414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-11-28T20:14:13.589843] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-11-28T20:14:13.590642] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-11-28T20:14:13.590692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:13.590722] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:13.590754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:13.590820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:13.650544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:13.651414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:13.651496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:13.651529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:13.772405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:13.772557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:13.772613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:13.772643] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:13.775905] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=67.57%)
[2025-11-28T20:14:13.776160] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-11-28T20:14:13.776275] [INFO ] [sig       ] ACGLO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:13.914774] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACGLO.txt
[2025-11-28T20:14:13.914897] [INFO ] [sig       ] [30/3606] Completed ACGLO in 0.3s | 2.89 sym/s | Total: 10.4s | ETA: 20.6m
[2025-11-28T20:14:13.915130] [INFO ] [sig       ] [31/3606] Forecasting ACI...
[2025-11-28T20:14:13.915157] [INFO ] [sig       ] Generating forecast for: ACI
[2025-11-28T20:14:13.915186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-11-28T20:14:13.926852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-11-28T20:14:13.927137] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-11-28T20:14:13.927878] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-11-28T20:14:13.927926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:13.927956] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:13.927982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:13.928036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:13.983756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:13.984377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:13.984450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:13.984480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:14.107207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:14.107383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:14.107422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:14.107449] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:14.110796] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=82.03%)
[2025-11-28T20:14:14.111059] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-11-28T20:14:14.111181] [INFO ] [sig       ] ACI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:14.250197] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACI.txt
[2025-11-28T20:14:14.250327] [INFO ] [sig       ] [31/3606] Completed ACI in 0.3s | 2.89 sym/s | Total: 10.7s | ETA: 20.6m
[2025-11-28T20:14:14.250365] [INFO ] [sig       ] [32/3606] Forecasting ACIC...
[2025-11-28T20:14:14.250393] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-11-28T20:14:14.250421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-11-28T20:14:14.261880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-11-28T20:14:14.262152] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-11-28T20:14:14.262913] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-11-28T20:14:14.262961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:14.262991] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:14.263016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:14.263070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:14.318157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:14.318985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:14.319063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:14.319094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:14.438183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:14.438332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:14.438369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:14.438416] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:14.441733] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=66.24%)
[2025-11-28T20:14:14.442015] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-11-28T20:14:14.442133] [INFO ] [sig       ] ACIC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:14.579384] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACIC.txt
[2025-11-28T20:14:14.579521] [INFO ] [sig       ] [32/3606] Completed ACIC in 0.3s | 2.90 sym/s | Total: 11.0s | ETA: 20.6m
[2025-11-28T20:14:14.579558] [INFO ] [sig       ] [33/3606] Forecasting ACLS...
[2025-11-28T20:14:14.579609] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-11-28T20:14:14.579639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-11-28T20:14:14.593279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-11-28T20:14:14.593938] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-11-28T20:14:14.594912] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-11-28T20:14:14.594962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:14.594995] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:14.595021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:14.595077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:14.651993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:14.653093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:14.653185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:14.653218] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:14.777748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:14.777973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:14.778017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:14.778045] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:14.782058] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: DOWN (p=12.38%)
[2025-11-28T20:14:14.782365] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-11-28T20:14:14.782497] [INFO ] [sig       ] ACLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:14.920779] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACLS.txt
[2025-11-28T20:14:14.921015] [INFO ] [sig       ] [33/3606] Completed ACLS in 0.3s | 2.90 sym/s | Total: 11.4s | ETA: 20.5m
[2025-11-28T20:14:14.921061] [INFO ] [sig       ] [34/3606] Forecasting ACLX...
[2025-11-28T20:14:14.921089] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-11-28T20:14:14.921121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-11-28T20:14:14.935278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-11-28T20:14:14.935753] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-11-28T20:14:14.936691] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-11-28T20:14:14.936743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:14.936775] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:14.936802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:14.936860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:14.995076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:14.996232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:14.996328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:14.996363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:15.121237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:15.121444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:15.121488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:15.121516] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:15.125141] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=23.81%)
[2025-11-28T20:14:15.125432] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-11-28T20:14:15.125561] [INFO ] [sig       ] ACLX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:15.265940] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACLX.txt
[2025-11-28T20:14:15.266117] [INFO ] [sig       ] [34/3606] Completed ACLX in 0.3s | 2.90 sym/s | Total: 11.7s | ETA: 20.5m
[2025-11-28T20:14:15.266195] [INFO ] [sig       ] [35/3606] Forecasting ACM...
[2025-11-28T20:14:15.266226] [INFO ] [sig       ] Generating forecast for: ACM
[2025-11-28T20:14:15.266258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-11-28T20:14:15.279621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-11-28T20:14:15.280111] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-11-28T20:14:15.280917] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-11-28T20:14:15.280967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:15.280998] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:15.281024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:15.281079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:15.336199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:15.337061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:15.337147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:15.337179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:15.453802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:15.453926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:15.453963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:15.453991] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:15.457177] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-11-28T20:14:15.457436] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-11-28T20:14:15.457555] [INFO ] [sig       ] ACM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:15.593799] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACM.txt
[2025-11-28T20:14:15.593938] [INFO ] [sig       ] [35/3606] Completed ACM in 0.3s | 2.90 sym/s | Total: 12.1s | ETA: 20.5m
[2025-11-28T20:14:15.593977] [INFO ] [sig       ] [36/3606] Forecasting ACN...
[2025-11-28T20:14:15.594005] [INFO ] [sig       ] Generating forecast for: ACN
[2025-11-28T20:14:15.594033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-11-28T20:14:15.605855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-11-28T20:14:15.606107] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-11-28T20:14:15.606871] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-11-28T20:14:15.606920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:15.606949] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:15.606974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:15.607039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:15.661620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:15.662385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:15.662474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:15.662516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:15.788745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:15.788883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:15.788920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:15.788947] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:15.792211] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-11-28T20:14:15.792470] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-11-28T20:14:15.792602] [INFO ] [sig       ] ACN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:15.929342] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACN.txt
[2025-11-28T20:14:15.929484] [INFO ] [sig       ] [36/3606] Completed ACN in 0.3s | 2.90 sym/s | Total: 12.4s | ETA: 20.5m
[2025-11-28T20:14:15.929526] [INFO ] [sig       ] [37/3606] Forecasting ACNB...
[2025-11-28T20:14:15.929554] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-11-28T20:14:15.929604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-11-28T20:14:15.940162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-11-28T20:14:15.940452] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-11-28T20:14:15.941205] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-11-28T20:14:15.941253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:15.941282] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:15.941308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:15.941362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:15.995902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:15.996563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:15.996671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:15.996705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:16.105177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:16.105326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:16.105366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:16.105394] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:16.108638] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: UP (p=52.52%)
[2025-11-28T20:14:16.108900] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-11-28T20:14:16.109020] [INFO ] [sig       ] ACNB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:16.244158] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACNB.txt
[2025-11-28T20:14:16.244313] [INFO ] [sig       ] [37/3606] Completed ACNB in 0.3s | 2.91 sym/s | Total: 12.7s | ETA: 20.4m
[2025-11-28T20:14:16.244354] [INFO ] [sig       ] [38/3606] Forecasting ACON...
[2025-11-28T20:14:16.244382] [INFO ] [sig       ] Generating forecast for: ACON
[2025-11-28T20:14:16.244412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-11-28T20:14:16.255295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-11-28T20:14:16.255661] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-11-28T20:14:16.256402] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-11-28T20:14:16.256464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:16.256494] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:16.256547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:16.256627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:16.311260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:16.312092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:16.312171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:16.312203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:16.421597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:16.421742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:16.421780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:16.421808] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:16.425015] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=39.30%)
[2025-11-28T20:14:16.425272] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-11-28T20:14:16.425386] [INFO ] [sig       ] ACON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:16.560677] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACON.txt
[2025-11-28T20:14:16.560797] [INFO ] [sig       ] [38/3606] Completed ACON in 0.3s | 2.92 sym/s | Total: 13.0s | ETA: 20.4m
[2025-11-28T20:14:16.560834] [INFO ] [sig       ] [39/3606] Forecasting ACP...
[2025-11-28T20:14:16.560863] [INFO ] [sig       ] Generating forecast for: ACP
[2025-11-28T20:14:16.560891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-11-28T20:14:16.571983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-11-28T20:14:16.572227] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-11-28T20:14:16.572983] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-11-28T20:14:16.573031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:16.573061] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:16.573087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:16.573144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:16.627817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:16.628404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:16.628476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:16.628507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:16.745216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:16.745361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:16.745398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:16.745426] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:16.748654] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-11-28T20:14:16.748916] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-11-28T20:14:16.749034] [INFO ] [sig       ] ACP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:16.884893] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACP.txt
[2025-11-28T20:14:16.885025] [INFO ] [sig       ] [39/3606] Completed ACP in 0.3s | 2.92 sym/s | Total: 13.4s | ETA: 20.4m
[2025-11-28T20:14:16.885063] [INFO ] [sig       ] [40/3606] Forecasting ACRE...
[2025-11-28T20:14:16.885089] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-11-28T20:14:16.885117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-11-28T20:14:16.897434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-11-28T20:14:16.897862] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-11-28T20:14:16.898796] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-11-28T20:14:16.898853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:16.898885] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:16.898913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:16.898969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:16.956268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:16.957187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:16.957271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:16.957303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:17.080444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:17.080627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:17.080676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:17.080705] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:17.084017] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=4.28%)
[2025-11-28T20:14:17.084296] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-11-28T20:14:17.084418] [INFO ] [sig       ] ACRE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:17.219683] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACRE.txt
[2025-11-28T20:14:17.219805] [INFO ] [sig       ] [40/3606] Completed ACRE in 0.3s | 2.92 sym/s | Total: 13.7s | ETA: 20.3m
[2025-11-28T20:14:17.219843] [INFO ] [sig       ] [41/3606] Forecasting ACRS...
[2025-11-28T20:14:17.219870] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-11-28T20:14:17.219902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-11-28T20:14:17.230946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-11-28T20:14:17.231223] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-11-28T20:14:17.231992] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-11-28T20:14:17.232040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:17.232070] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:17.232096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:17.232151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:17.291456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:17.292077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:17.292152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:17.292185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:17.407767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:17.407865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:17.407900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:17.407926] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:17.412173] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-11-28T20:14:17.412439] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-11-28T20:14:17.412558] [INFO ] [sig       ] ACRS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:17.546069] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACRS.txt
[2025-11-28T20:14:17.546180] [INFO ] [sig       ] [41/3606] Completed ACRS in 0.3s | 2.93 sym/s | Total: 14.0s | ETA: 20.3m
[2025-11-28T20:14:17.546218] [INFO ] [sig       ] [42/3606] Forecasting ACTG...
[2025-11-28T20:14:17.546247] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-11-28T20:14:17.546275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-11-28T20:14:17.557228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-11-28T20:14:17.557508] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-11-28T20:14:17.558320] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-11-28T20:14:17.558370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:17.558401] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:17.558428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:17.558486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:17.614336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:17.614933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:17.615006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:17.615037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:17.734251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:17.734361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:17.734397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:17.734426] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:17.737593] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-11-28T20:14:17.737861] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-11-28T20:14:17.737979] [INFO ] [sig       ] ACTG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:17.873612] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACTG.txt
[2025-11-28T20:14:17.873747] [INFO ] [sig       ] [42/3606] Completed ACTG in 0.3s | 2.93 sym/s | Total: 14.3s | ETA: 20.3m
[2025-11-28T20:14:17.873785] [INFO ] [sig       ] [43/3606] Forecasting ACVA...
[2025-11-28T20:14:17.873814] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-11-28T20:14:17.873843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-11-28T20:14:17.884283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-11-28T20:14:17.884542] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-11-28T20:14:17.885299] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-11-28T20:14:17.885347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:17.885376] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:17.885402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:17.885456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:17.941761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:17.942400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:17.942477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:17.942511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:18.062952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:18.063088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:18.063125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:18.063152] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:18.066372] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=68.19%)
[2025-11-28T20:14:18.066678] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-11-28T20:14:18.066799] [INFO ] [sig       ] ACVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:18.205368] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACVA.txt
[2025-11-28T20:14:18.205523] [INFO ] [sig       ] [43/3606] Completed ACVA in 0.3s | 2.93 sym/s | Total: 14.7s | ETA: 20.3m
[2025-11-28T20:14:18.205561] [INFO ] [sig       ] [44/3606] Forecasting ACWI...
[2025-11-28T20:14:18.205611] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-11-28T20:14:18.205641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-11-28T20:14:18.218785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-11-28T20:14:18.219081] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-11-28T20:14:18.219950] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-11-28T20:14:18.220001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:18.220033] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:18.220060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:18.220117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:18.276540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:18.277180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:18.277252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:18.277284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:18.393689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:18.393824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:18.393864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:18.393892] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:18.397131] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-11-28T20:14:18.397400] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-11-28T20:14:18.397522] [INFO ] [sig       ] ACWI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:18.533469] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACWI.txt
[2025-11-28T20:14:18.533612] [INFO ] [sig       ] [44/3606] Completed ACWI in 0.3s | 2.93 sym/s | Total: 15.0s | ETA: 20.2m
[2025-11-28T20:14:18.533653] [INFO ] [sig       ] [45/3606] Forecasting ACWX...
[2025-11-28T20:14:18.533681] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-11-28T20:14:18.533710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-11-28T20:14:18.544898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-11-28T20:14:18.545193] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-11-28T20:14:18.546022] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-11-28T20:14:18.546072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:18.546105] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:18.546131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:18.546186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:18.600480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:18.601100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:18.601173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:18.601203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:18.723450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:18.723625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:18.723665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:18.723693] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:18.726885] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=15.77%)
[2025-11-28T20:14:18.727142] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-11-28T20:14:18.727261] [INFO ] [sig       ] ACWX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:18.862511] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACWX.txt
[2025-11-28T20:14:18.862651] [INFO ] [sig       ] [45/3606] Completed ACWX in 0.3s | 2.94 sym/s | Total: 15.3s | ETA: 20.2m
[2025-11-28T20:14:18.862692] [INFO ] [sig       ] [46/3606] Forecasting ACXP...
[2025-11-28T20:14:18.862722] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-11-28T20:14:18.862751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-11-28T20:14:18.876359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-11-28T20:14:18.876864] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-11-28T20:14:18.877777] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-11-28T20:14:18.877829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:18.877863] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:18.877891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:18.877950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:18.934101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:18.935285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:18.935384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:18.935418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:19.052027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:19.052249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:19.052293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:19.052323] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:19.056339] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-11-28T20:14:19.056702] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-11-28T20:14:19.056870] [INFO ] [sig       ] ACXP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:19.196812] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACXP.txt
[2025-11-28T20:14:19.196997] [INFO ] [sig       ] [46/3606] Completed ACXP in 0.3s | 2.94 sym/s | Total: 15.7s | ETA: 20.2m
[2025-11-28T20:14:19.197040] [INFO ] [sig       ] [47/3606] Forecasting ADC...
[2025-11-28T20:14:19.197071] [INFO ] [sig       ] Generating forecast for: ADC
[2025-11-28T20:14:19.197101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-11-28T20:14:19.214347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-11-28T20:14:19.214878] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-11-28T20:14:19.216027] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-11-28T20:14:19.216093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:19.216141] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:19.216183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:19.216275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:19.274605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:19.275555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:19.275660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:19.275693] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:19.392169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:19.392300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:19.392338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:19.392366] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:19.395669] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-11-28T20:14:19.395953] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-11-28T20:14:19.396076] [INFO ] [sig       ] ADC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:19.533297] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADC.txt
[2025-11-28T20:14:19.533406] [INFO ] [sig       ] [47/3606] Completed ADC in 0.3s | 2.94 sym/s | Total: 16.0s | ETA: 20.2m
[2025-11-28T20:14:19.533443] [INFO ] [sig       ] [48/3606] Forecasting ADI...
[2025-11-28T20:14:19.533471] [INFO ] [sig       ] Generating forecast for: ADI
[2025-11-28T20:14:19.533501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-11-28T20:14:19.544464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-11-28T20:14:19.544757] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-11-28T20:14:19.545484] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-11-28T20:14:19.545532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:19.545562] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:19.545612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:19.545667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:19.601133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:19.601732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:19.601828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:19.601859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:19.724095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:19.724242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:19.724282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:19.724309] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:19.727659] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2025-11-28T20:14:19.727935] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-11-28T20:14:19.728082] [INFO ] [sig       ] ADI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:19.862836] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADI.txt
[2025-11-28T20:14:19.863007] [INFO ] [sig       ] [48/3606] Completed ADI in 0.3s | 2.94 sym/s | Total: 16.3s | ETA: 20.2m
[2025-11-28T20:14:19.863045] [INFO ] [sig       ] [49/3606] Forecasting ADM...
[2025-11-28T20:14:19.863075] [INFO ] [sig       ] Generating forecast for: ADM
[2025-11-28T20:14:19.863106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-11-28T20:14:19.874915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-11-28T20:14:19.875320] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-11-28T20:14:19.876221] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-11-28T20:14:19.876280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:19.876329] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:19.876357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:19.876415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:19.932082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:19.932866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:19.932940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:19.932972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:20.049624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:20.049724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:20.049758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:20.049785] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:20.052806] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=13.75%)
[2025-11-28T20:14:20.053056] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-11-28T20:14:20.053172] [INFO ] [sig       ] ADM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:20.190184] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADM.txt
[2025-11-28T20:14:20.190321] [INFO ] [sig       ] [49/3606] Completed ADM in 0.3s | 2.94 sym/s | Total: 16.7s | ETA: 20.2m
[2025-11-28T20:14:20.190358] [INFO ] [sig       ] [50/3606] Forecasting ADMA...
[2025-11-28T20:14:20.190387] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-11-28T20:14:20.190416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-11-28T20:14:20.201392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-11-28T20:14:20.201711] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-11-28T20:14:20.202484] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-11-28T20:14:20.202532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:20.202564] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:20.202626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:20.202686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:20.259352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:20.260007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:20.260080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:20.260111] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:20.382092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:20.382233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:20.382272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:20.382299] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:20.385508] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2025-11-28T20:14:20.385785] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-11-28T20:14:20.385902] [INFO ] [sig       ] ADMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:20.520464] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADMA.txt
[2025-11-28T20:14:20.520594] [INFO ] [sig       ] [50/3606] Completed ADMA in 0.3s | 2.94 sym/s | Total: 17.0s | ETA: 20.1m
[2025-11-28T20:14:20.520633] [INFO ] [sig       ] [51/3606] Forecasting ADP...
[2025-11-28T20:14:20.520661] [INFO ] [sig       ] Generating forecast for: ADP
[2025-11-28T20:14:20.520690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-11-28T20:14:20.532622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-11-28T20:14:20.532905] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-11-28T20:14:20.533664] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-11-28T20:14:20.533711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:20.533741] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:20.533766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:20.533820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:20.589177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:20.589811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:20.589886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:20.589918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:20.713342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:20.713504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:20.713544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:20.713594] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:20.717094] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-11-28T20:14:20.717378] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-11-28T20:14:20.717505] [INFO ] [sig       ] ADP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:20.868485] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADP.txt
[2025-11-28T20:14:20.868731] [INFO ] [sig       ] [51/3606] Completed ADP in 0.3s | 2.94 sym/s | Total: 17.3s | ETA: 20.1m
[2025-11-28T20:14:20.868787] [INFO ] [sig       ] [52/3606] Forecasting ADSE...
[2025-11-28T20:14:20.868828] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-11-28T20:14:20.868868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-11-28T20:14:20.880429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-11-28T20:14:20.880772] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-11-28T20:14:20.881602] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-11-28T20:14:20.881654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:20.881684] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:20.881710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:20.881765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:20.939469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:20.940369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:20.940449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:20.940480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:21.058330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:21.058466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:21.058503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:21.058530] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:21.061735] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=33.55%)
[2025-11-28T20:14:21.061989] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-11-28T20:14:21.062103] [INFO ] [sig       ] ADSE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:21.198078] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADSE.txt
[2025-11-28T20:14:21.198230] [INFO ] [sig       ] [52/3606] Completed ADSE in 0.3s | 2.94 sym/s | Total: 17.7s | ETA: 20.1m
[2025-11-28T20:14:21.198270] [INFO ] [sig       ] [53/3606] Forecasting ADSK...
[2025-11-28T20:14:21.198305] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-11-28T20:14:21.198337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-11-28T20:14:21.212344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-11-28T20:14:21.212688] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-11-28T20:14:21.213642] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-11-28T20:14:21.213698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:21.213735] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:21.213768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:21.213845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:21.274994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:21.275854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:21.275932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:21.275964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:21.398168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:21.398316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:21.398354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:21.398382] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:21.401661] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=99.20%)
[2025-11-28T20:14:21.401923] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-11-28T20:14:21.402042] [INFO ] [sig       ] ADSK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:21.539551] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ADSK.txt
[2025-11-28T20:14:21.539694] [INFO ] [sig       ] [53/3606] Completed ADSK in 0.3s | 2.94 sym/s | Total: 18.0s | ETA: 20.1m
[2025-11-28T20:14:21.539733] [INFO ] [sig       ] [54/3606] Forecasting ADTN...
[2025-11-28T20:14:21.539761] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-11-28T20:14:21.539790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-11-28T20:14:21.553270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-11-28T20:14:21.553741] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-11-28T20:14:21.554592] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-11-28T20:14:21.554642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:21.554674] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:21.554700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:21.554754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:21.610358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:21.611344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:21.611436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:21.611467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:21.728816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:21.728996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:21.729045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:21.729075] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:21.732588] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-11-28T20:14:21.732866] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-11-28T20:14:21.732996] [INFO ] [sig       ] ADTN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:21.872412] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADTN.txt
[2025-11-28T20:14:21.872602] [INFO ] [sig       ] [54/3606] Completed ADTN in 0.3s | 2.94 sym/s | Total: 18.3s | ETA: 20.1m
[2025-11-28T20:14:21.872644] [INFO ] [sig       ] [55/3606] Forecasting ADTX...
[2025-11-28T20:14:21.872673] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-11-28T20:14:21.872704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-11-28T20:14:21.884020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-11-28T20:14:21.884327] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-11-28T20:14:21.885106] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-11-28T20:14:21.885155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:21.885209] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:21.885237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:21.885292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:21.939298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:21.940105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:21.940188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:21.940219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:22.052100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:22.052454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:22.052505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:22.052534] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:22.056622] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=22.49%)
[2025-11-28T20:14:22.056905] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-11-28T20:14:22.057034] [INFO ] [sig       ] ADTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:22.201860] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADTX.txt
[2025-11-28T20:14:22.202004] [INFO ] [sig       ] [55/3606] Completed ADTX in 0.3s | 2.95 sym/s | Total: 18.7s | ETA: 20.1m
[2025-11-28T20:14:22.202046] [INFO ] [sig       ] [56/3606] Forecasting ADUS...
[2025-11-28T20:14:22.202075] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-11-28T20:14:22.202106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-11-28T20:14:22.213595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-11-28T20:14:22.213909] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-11-28T20:14:22.214698] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-11-28T20:14:22.214746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:22.214778] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:22.214804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:22.214860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:22.272988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:22.273823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:22.273904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:22.273938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:22.398112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:22.398276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:22.398326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:22.398375] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:22.401740] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2025-11-28T20:14:22.402007] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-11-28T20:14:22.402127] [INFO ] [sig       ] ADUS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:22.544133] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ADUS.txt
[2025-11-28T20:14:22.544278] [INFO ] [sig       ] [56/3606] Completed ADUS in 0.3s | 2.95 sym/s | Total: 19.0s | ETA: 20.1m
[2025-11-28T20:14:22.544318] [INFO ] [sig       ] [57/3606] Forecasting ADVM...
[2025-11-28T20:14:22.544348] [INFO ] [sig       ] Generating forecast for: ADVM
[2025-11-28T20:14:22.544377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADVM' from 'https://tdm.silogroup.org/data/derivative_storage/ADVM.csv'.
[2025-11-28T20:14:22.556736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADVM'.
[2025-11-28T20:14:22.557154] [INFO ] [FORECASTER] Starting predict_future for ADVM
[2025-11-28T20:14:22.558181] [DEBUG] [LOCAL     ] No optimal features file found for ADVM: ./output/feature-sets/ADVM.txt
[2025-11-28T20:14:22.558242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:22.558286] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:22.558325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:22.558417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:22.620021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:22.620957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:22.621058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:22.621092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:22.754745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:22.754911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:22.754954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:22.754986] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:22.759011] [DEBUG] [FORECASTER] ADVM: Forecast T+1@11:T+2@11: DOWN (p=40.89%)
[2025-11-28T20:14:22.759383] [INFO ] [FORECASTER] Completed predict_future for ADVM
[2025-11-28T20:14:22.759544] [INFO ] [sig       ] ADVM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:22.903943] [INFO ] [LOCAL     ] Saved forecast: ADVM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADVM.txt
[2025-11-28T20:14:22.904099] [INFO ] [sig       ] [57/3606] Completed ADVM in 0.4s | 2.94 sym/s | Total: 19.4s | ETA: 20.1m
[2025-11-28T20:14:22.904139] [INFO ] [sig       ] [58/3606] Forecasting ADX...
[2025-11-28T20:14:22.904169] [INFO ] [sig       ] Generating forecast for: ADX
[2025-11-28T20:14:22.904200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-11-28T20:14:22.919459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-11-28T20:14:22.919840] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-11-28T20:14:22.920637] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-11-28T20:14:22.920686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:22.920717] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:22.920742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:22.920796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:22.976679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:22.977526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:22.977660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:22.977695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:23.097687] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:23.097845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:23.097891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:23.097964] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:23.101434] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=18.08%)
[2025-11-28T20:14:23.101725] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-11-28T20:14:23.101851] [INFO ] [sig       ] ADX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:23.244287] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADX.txt
[2025-11-28T20:14:23.244437] [INFO ] [sig       ] [58/3606] Completed ADX in 0.3s | 2.94 sym/s | Total: 19.7s | ETA: 20.1m
[2025-11-28T20:14:23.244479] [INFO ] [sig       ] [59/3606] Forecasting AEE...
[2025-11-28T20:14:23.244507] [INFO ] [sig       ] Generating forecast for: AEE
[2025-11-28T20:14:23.244536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-11-28T20:14:23.255618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-11-28T20:14:23.255967] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-11-28T20:14:23.256731] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-11-28T20:14:23.256780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:23.256810] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:23.256835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:23.256890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:23.315723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:23.316515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:23.316609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:23.316645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:23.438288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:23.438439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:23.438477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:23.438504] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:23.441768] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=14.69%)
[2025-11-28T20:14:23.442042] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-11-28T20:14:23.442163] [INFO ] [sig       ] AEE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:23.583478] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AEE.txt
[2025-11-28T20:14:23.583710] [INFO ] [sig       ] [59/3606] Completed AEE in 0.3s | 2.94 sym/s | Total: 20.0s | ETA: 20.1m
[2025-11-28T20:14:23.583785] [INFO ] [sig       ] [60/3606] Forecasting AEFC...
[2025-11-28T20:14:23.583822] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-11-28T20:14:23.583861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-11-28T20:14:23.598097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-11-28T20:14:23.598497] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-11-28T20:14:23.599470] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-11-28T20:14:23.599530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:23.599569] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:23.599646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:23.599727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:23.667355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:23.668271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:23.668357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:23.668389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:23.784552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:23.784719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:23.784757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:23.784785] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:23.787987] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=64.42%)
[2025-11-28T20:14:23.788279] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-11-28T20:14:23.788398] [INFO ] [sig       ] AEFC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:23.925010] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AEFC.txt
[2025-11-28T20:14:23.925162] [INFO ] [sig       ] [60/3606] Completed AEFC in 0.3s | 2.94 sym/s | Total: 20.4s | ETA: 20.1m
[2025-11-28T20:14:23.925198] [INFO ] [sig       ] [61/3606] Forecasting AEG...
[2025-11-28T20:14:23.925227] [INFO ] [sig       ] Generating forecast for: AEG
[2025-11-28T20:14:23.925257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-11-28T20:14:23.936213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-11-28T20:14:23.936515] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-11-28T20:14:23.937271] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-11-28T20:14:23.937320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:23.937349] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:23.937374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:23.937428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:23.993121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:23.993934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:23.994013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:23.994044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:24.113826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:24.113967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:24.114004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:24.114031] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:24.117204] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-11-28T20:14:24.117455] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-11-28T20:14:24.117587] [INFO ] [sig       ] AEG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:24.252994] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AEG.txt
[2025-11-28T20:14:24.253114] [INFO ] [sig       ] [61/3606] Completed AEG in 0.3s | 2.94 sym/s | Total: 20.7s | ETA: 20.1m
[2025-11-28T20:14:24.253150] [INFO ] [sig       ] [62/3606] Forecasting AEHL...
[2025-11-28T20:14:24.253177] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-11-28T20:14:24.253204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-11-28T20:14:24.265050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-11-28T20:14:24.265602] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-11-28T20:14:24.266639] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-11-28T20:14:24.266690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:24.266722] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:24.266750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:24.266807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:24.324065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:24.324811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:24.324893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:24.324925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:24.443044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:24.443191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:24.443230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:24.443257] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:24.446556] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=52.71%)
[2025-11-28T20:14:24.446844] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-11-28T20:14:24.446964] [INFO ] [sig       ] AEHL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:24.582781] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AEHL.txt
[2025-11-28T20:14:24.582918] [INFO ] [sig       ] [62/3606] Completed AEHL in 0.3s | 2.95 sym/s | Total: 21.0s | ETA: 20.1m
[2025-11-28T20:14:24.582956] [INFO ] [sig       ] [63/3606] Forecasting AEI...
[2025-11-28T20:14:24.582986] [INFO ] [sig       ] Generating forecast for: AEI
[2025-11-28T20:14:24.583025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-11-28T20:14:24.595117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-11-28T20:14:24.595450] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-11-28T20:14:24.596260] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-11-28T20:14:24.596309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:24.596339] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:24.596365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:24.596419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:24.654399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:24.655222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:24.655297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:24.655328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:24.770046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:24.770199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:24.770236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:24.770263] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:24.773563] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=75.73%)
[2025-11-28T20:14:24.773833] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-11-28T20:14:24.773953] [INFO ] [sig       ] AEI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:24.909941] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AEI.txt
[2025-11-28T20:14:24.910046] [INFO ] [sig       ] [63/3606] Completed AEI in 0.3s | 2.95 sym/s | Total: 21.4s | ETA: 20.0m
[2025-11-28T20:14:24.910082] [INFO ] [sig       ] [64/3606] Forecasting AEIS...
[2025-11-28T20:14:24.910110] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-11-28T20:14:24.910147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-11-28T20:14:24.921948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-11-28T20:14:24.922193] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-11-28T20:14:24.922937] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-11-28T20:14:24.922996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:24.923031] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:24.923062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:24.923128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:24.977806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:24.978376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:24.978446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:24.978475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:25.095815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:25.095910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:25.095944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:25.095970] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:25.098939] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=29.41%)
[2025-11-28T20:14:25.099184] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-11-28T20:14:25.099298] [INFO ] [sig       ] AEIS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:25.234960] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AEIS.txt
[2025-11-28T20:14:25.235060] [INFO ] [sig       ] [64/3606] Completed AEIS in 0.3s | 2.95 sym/s | Total: 21.7s | ETA: 20.0m
[2025-11-28T20:14:25.235095] [INFO ] [sig       ] [65/3606] Forecasting AEM...
[2025-11-28T20:14:25.235123] [INFO ] [sig       ] Generating forecast for: AEM
[2025-11-28T20:14:25.235150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-11-28T20:14:25.249744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-11-28T20:14:25.250385] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-11-28T20:14:25.251399] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-11-28T20:14:25.251451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:25.251484] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:25.251512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:25.251587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:25.309631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:25.310723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:25.310871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:25.310904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:25.441194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:25.441429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:25.441475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:25.441506] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:25.445546] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=87.18%)
[2025-11-28T20:14:25.445896] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-11-28T20:14:25.446040] [INFO ] [sig       ] AEM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:25.590823] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AEM.txt
[2025-11-28T20:14:25.591112] [INFO ] [sig       ] [65/3606] Completed AEM in 0.4s | 2.95 sym/s | Total: 22.1s | ETA: 20.0m
[2025-11-28T20:14:25.591160] [INFO ] [sig       ] [66/3606] Forecasting AEMD...
[2025-11-28T20:14:25.591193] [INFO ] [sig       ] Generating forecast for: AEMD
[2025-11-28T20:14:25.591227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'.
[2025-11-28T20:14:25.604855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEMD'.
[2025-11-28T20:14:25.605313] [INFO ] [FORECASTER] Starting predict_future for AEMD
[2025-11-28T20:14:25.606239] [DEBUG] [LOCAL     ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt
[2025-11-28T20:14:25.606292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:25.606324] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:25.606350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:25.606416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:25.664303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:25.665495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:25.665611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:25.665647] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:25.785358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:25.785604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:25.785651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:25.785680] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:25.789466] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-11-28T20:14:25.789786] [INFO ] [FORECASTER] Completed predict_future for AEMD
[2025-11-28T20:14:25.789917] [INFO ] [sig       ] AEMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:25.934516] [INFO ] [LOCAL     ] Saved forecast: AEMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AEMD.txt
[2025-11-28T20:14:25.934763] [INFO ] [sig       ] [66/3606] Completed AEMD in 0.3s | 2.95 sym/s | Total: 22.4s | ETA: 20.0m
[2025-11-28T20:14:25.934806] [INFO ] [sig       ] [67/3606] Forecasting AEO...
[2025-11-28T20:14:25.934837] [INFO ] [sig       ] Generating forecast for: AEO
[2025-11-28T20:14:25.934868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-11-28T20:14:25.948213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-11-28T20:14:25.948660] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-11-28T20:14:25.949459] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-11-28T20:14:25.949509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:25.949539] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:25.949564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:25.949646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:26.007458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:26.008385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:26.008470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:26.008502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:26.130969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:26.131110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:26.131154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:26.131185] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:26.134420] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-11-28T20:14:26.134695] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-11-28T20:14:26.134815] [INFO ] [sig       ] AEO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:26.270528] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AEO.txt
[2025-11-28T20:14:26.270651] [INFO ] [sig       ] [67/3606] Completed AEO in 0.3s | 2.95 sym/s | Total: 22.7s | ETA: 20.0m
[2025-11-28T20:14:26.270689] [INFO ] [sig       ] [68/3606] Forecasting AEP...
[2025-11-28T20:14:26.270715] [INFO ] [sig       ] Generating forecast for: AEP
[2025-11-28T20:14:26.270744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-11-28T20:14:26.285522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-11-28T20:14:26.285835] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-11-28T20:14:26.286652] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-11-28T20:14:26.286701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:26.286731] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:26.286756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:26.286810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:26.342613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:26.343218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:26.343290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:26.343321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:26.463990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:26.464112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:26.464148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:26.464175] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:26.467362] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-11-28T20:14:26.467629] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-11-28T20:14:26.467747] [INFO ] [sig       ] AEP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:26.608361] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AEP.txt
[2025-11-28T20:14:26.608612] [INFO ] [sig       ] [68/3606] Completed AEP in 0.3s | 2.95 sym/s | Total: 23.1s | ETA: 20.0m
[2025-11-28T20:14:26.608675] [INFO ] [sig       ] [69/3606] Forecasting AES...
[2025-11-28T20:14:26.608725] [INFO ] [sig       ] Generating forecast for: AES
[2025-11-28T20:14:26.608776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-11-28T20:14:26.623807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-11-28T20:14:26.624205] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-11-28T20:14:26.625283] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-11-28T20:14:26.625346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:26.625394] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:26.625438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:26.625529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:26.683318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:26.684140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:26.684219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:26.684250] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:26.804272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:26.804431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:26.804469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:26.804496] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:26.807694] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-11-28T20:14:26.807967] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-11-28T20:14:26.808103] [INFO ] [sig       ] AES: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:26.944321] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AES.txt
[2025-11-28T20:14:26.944432] [INFO ] [sig       ] [69/3606] Completed AES in 0.3s | 2.95 sym/s | Total: 23.4s | ETA: 20.0m
[2025-11-28T20:14:26.944470] [INFO ] [sig       ] [70/3606] Forecasting AESI...
[2025-11-28T20:14:26.944498] [INFO ] [sig       ] Generating forecast for: AESI
[2025-11-28T20:14:26.944527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-11-28T20:14:26.956987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-11-28T20:14:26.957394] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-11-28T20:14:26.958324] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-11-28T20:14:26.958376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:26.958410] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:26.958449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:26.958531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:27.019954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:27.020887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:27.020972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:27.021010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:27.146476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:27.146640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:27.146681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:27.146709] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:27.150163] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2025-11-28T20:14:27.150436] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-11-28T20:14:27.150564] [INFO ] [sig       ] AESI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:27.297767] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AESI.txt
[2025-11-28T20:14:27.297926] [INFO ] [sig       ] [70/3606] Completed AESI in 0.4s | 2.95 sym/s | Total: 23.8s | ETA: 20.0m
[2025-11-28T20:14:27.297972] [INFO ] [sig       ] [71/3606] Forecasting AEVA...
[2025-11-28T20:14:27.298003] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-11-28T20:14:27.298033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-11-28T20:14:27.310324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-11-28T20:14:27.310648] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-11-28T20:14:27.311419] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-11-28T20:14:27.311470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:27.311503] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:27.311533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:27.311637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:27.371006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:27.371865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:27.371946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:27.371980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:27.494090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:27.494240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:27.494279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:27.494309] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:27.497832] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=11.35%)
[2025-11-28T20:14:27.498123] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-11-28T20:14:27.498246] [INFO ] [sig       ] AEVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:27.644061] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AEVA.txt
[2025-11-28T20:14:27.644228] [INFO ] [sig       ] [71/3606] Completed AEVA in 0.3s | 2.94 sym/s | Total: 24.1s | ETA: 20.0m
[2025-11-28T20:14:27.644285] [INFO ] [sig       ] [72/3606] Forecasting AEYE...
[2025-11-28T20:14:27.644330] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-11-28T20:14:27.644376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-11-28T20:14:27.656930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-11-28T20:14:27.657302] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-11-28T20:14:27.658104] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-11-28T20:14:27.658199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:27.658272] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:27.658306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:27.658364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:27.714354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:27.715209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:27.715287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:27.715319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:27.831414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:27.831567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:27.831624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:27.831651] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:27.835098] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-11-28T20:14:27.835400] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-11-28T20:14:27.835529] [INFO ] [sig       ] AEYE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:27.971428] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AEYE.txt
[2025-11-28T20:14:27.971548] [INFO ] [sig       ] [72/3606] Completed AEYE in 0.3s | 2.95 sym/s | Total: 24.4s | ETA: 20.0m
[2025-11-28T20:14:27.971602] [INFO ] [sig       ] [73/3606] Forecasting AFB...
[2025-11-28T20:14:27.971632] [INFO ] [sig       ] Generating forecast for: AFB
[2025-11-28T20:14:27.971661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-11-28T20:14:27.982428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-11-28T20:14:27.982689] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-11-28T20:14:27.983426] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-11-28T20:14:27.983474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:27.983513] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:27.983540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:27.983611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:28.039218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:28.039952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:28.040027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:28.040058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:28.166289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:28.166408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:28.166451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:28.166479] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:28.169749] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-11-28T20:14:28.170005] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-11-28T20:14:28.170122] [INFO ] [sig       ] AFB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:28.305387] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AFB.txt
[2025-11-28T20:14:28.305496] [INFO ] [sig       ] [73/3606] Completed AFB in 0.3s | 2.95 sym/s | Total: 24.8s | ETA: 20.0m
[2025-11-28T20:14:28.305533] [INFO ] [sig       ] [74/3606] Forecasting AFCG...
[2025-11-28T20:14:28.305561] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-11-28T20:14:28.305609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-11-28T20:14:28.316433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-11-28T20:14:28.316705] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-11-28T20:14:28.317440] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-11-28T20:14:28.317489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:28.317519] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:28.317544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:28.317614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:28.371141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:28.371729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:28.371801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:28.371831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:28.486862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:28.486967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:28.487002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:28.487029] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:28.490200] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=31.33%)
[2025-11-28T20:14:28.490451] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-11-28T20:14:28.490564] [INFO ] [sig       ] AFCG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:28.625898] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AFCG.txt
[2025-11-28T20:14:28.626016] [INFO ] [sig       ] [74/3606] Completed AFCG in 0.3s | 2.95 sym/s | Total: 25.1s | ETA: 20.0m
[2025-11-28T20:14:28.626052] [INFO ] [sig       ] [75/3606] Forecasting AFG...
[2025-11-28T20:14:28.626081] [INFO ] [sig       ] Generating forecast for: AFG
[2025-11-28T20:14:28.626112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-11-28T20:14:28.637337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-11-28T20:14:28.637618] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-11-28T20:14:28.638391] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-11-28T20:14:28.638438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:28.638468] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:28.638493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:28.638547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:28.693750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:28.694346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:28.694417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:28.694448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:28.813973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:28.814087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:28.814122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:28.814184] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:28.817433] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-11-28T20:14:28.817711] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-11-28T20:14:28.817830] [INFO ] [sig       ] AFG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:28.953237] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AFG.txt
[2025-11-28T20:14:28.953347] [INFO ] [sig       ] [75/3606] Completed AFG in 0.3s | 2.95 sym/s | Total: 25.4s | ETA: 19.9m
[2025-11-28T20:14:28.953383] [INFO ] [sig       ] [76/3606] Forecasting AFL...
[2025-11-28T20:14:28.953411] [INFO ] [sig       ] Generating forecast for: AFL
[2025-11-28T20:14:28.953441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-11-28T20:14:28.964728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-11-28T20:14:28.964995] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-11-28T20:14:28.965791] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-11-28T20:14:28.965842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:28.965873] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:28.965900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:28.965957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:29.021606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:29.022200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:29.022271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:29.022302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:29.142384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:29.142510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:29.142546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:29.142590] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:29.145805] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-11-28T20:14:29.146067] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-11-28T20:14:29.146185] [INFO ] [sig       ] AFL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:29.280594] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AFL.txt
[2025-11-28T20:14:29.280709] [INFO ] [sig       ] [76/3606] Completed AFL in 0.3s | 2.95 sym/s | Total: 25.7s | ETA: 19.9m
[2025-11-28T20:14:29.280754] [INFO ] [sig       ] [77/3606] Forecasting AFRI...
[2025-11-28T20:14:29.280784] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-11-28T20:14:29.280813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-11-28T20:14:29.290439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-11-28T20:14:29.290717] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-11-28T20:14:29.291472] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-11-28T20:14:29.291522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:29.291552] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:29.291609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:29.291672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:29.345874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:29.346455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:29.346527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:29.346557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:29.441435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:29.441529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:29.441563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:29.441609] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:29.444642] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=53.80%)
[2025-11-28T20:14:29.444895] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-11-28T20:14:29.445006] [INFO ] [sig       ] AFRI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:29.580445] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AFRI.txt
[2025-11-28T20:14:29.580563] [INFO ] [sig       ] [77/3606] Completed AFRI in 0.3s | 2.96 sym/s | Total: 26.0s | ETA: 19.9m
[2025-11-28T20:14:29.580617] [INFO ] [sig       ] [78/3606] Forecasting AFRM...
[2025-11-28T20:14:29.580647] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-11-28T20:14:29.580677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-11-28T20:14:29.591284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-11-28T20:14:29.591540] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-11-28T20:14:29.592294] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-11-28T20:14:29.592341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:29.592371] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:29.592396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:29.592451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:29.647137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:29.647731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:29.647802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:29.647832] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:29.767230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:29.767342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:29.767379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:29.767406] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:29.770565] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-11-28T20:14:29.770835] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-11-28T20:14:29.770970] [INFO ] [sig       ] AFRM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:29.910846] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AFRM.txt
[2025-11-28T20:14:29.911003] [INFO ] [sig       ] [78/3606] Completed AFRM in 0.3s | 2.96 sym/s | Total: 26.4s | ETA: 19.9m
[2025-11-28T20:14:29.911042] [INFO ] [sig       ] [79/3606] Forecasting AFYA...
[2025-11-28T20:14:29.911069] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-11-28T20:14:29.911099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-11-28T20:14:29.922616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-11-28T20:14:29.922973] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-11-28T20:14:29.923771] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-11-28T20:14:29.923820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:29.923851] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:29.923876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:29.923932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:29.979065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:29.979891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:29.979968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:29.980000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:30.096442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:30.096563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:30.096625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:30.096652] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:30.099784] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=44.36%)
[2025-11-28T20:14:30.100039] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-11-28T20:14:30.100155] [INFO ] [sig       ] AFYA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:30.234567] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AFYA.txt
[2025-11-28T20:14:30.234698] [INFO ] [sig       ] [79/3606] Completed AFYA in 0.3s | 2.96 sym/s | Total: 26.7s | ETA: 19.9m
[2025-11-28T20:14:30.234733] [INFO ] [sig       ] [80/3606] Forecasting AG...
[2025-11-28T20:14:30.234761] [INFO ] [sig       ] Generating forecast for: AG
[2025-11-28T20:14:30.234790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-11-28T20:14:30.245561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-11-28T20:14:30.245841] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-11-28T20:14:30.246599] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-11-28T20:14:30.246655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:30.246686] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:30.246712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:30.246767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:30.301911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:30.302479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:30.302550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:30.302598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:30.422502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:30.422643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:30.422699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:30.422745] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:30.425827] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-11-28T20:14:30.426080] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-11-28T20:14:30.426194] [INFO ] [sig       ] AG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:30.564929] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AG.txt
[2025-11-28T20:14:30.565053] [INFO ] [sig       ] [80/3606] Completed AG in 0.3s | 2.96 sym/s | Total: 27.0s | ETA: 19.9m
[2025-11-28T20:14:30.565092] [INFO ] [sig       ] [81/3606] Forecasting AGCO...
[2025-11-28T20:14:30.565120] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-11-28T20:14:30.565149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-11-28T20:14:30.576792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-11-28T20:14:30.577053] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-11-28T20:14:30.577804] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-11-28T20:14:30.577852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:30.577881] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:30.577907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:30.577961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:30.633062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:30.633642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:30.633713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:30.633743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:30.751188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:30.751301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:30.751336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:30.751363] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:30.754442] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-11-28T20:14:30.754709] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-11-28T20:14:30.754826] [INFO ] [sig       ] AGCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:30.892052] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGCO.txt
[2025-11-28T20:14:30.892171] [INFO ] [sig       ] [81/3606] Completed AGCO in 0.3s | 2.96 sym/s | Total: 27.4s | ETA: 19.8m
[2025-11-28T20:14:30.892208] [INFO ] [sig       ] [82/3606] Forecasting AGD...
[2025-11-28T20:14:30.892237] [INFO ] [sig       ] Generating forecast for: AGD
[2025-11-28T20:14:30.892265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-11-28T20:14:30.903427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-11-28T20:14:30.903732] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-11-28T20:14:30.904498] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-11-28T20:14:30.904547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:30.904594] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:30.904624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:30.904681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:30.959908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:30.960517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:30.960641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:30.960677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:31.080396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:31.080490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:31.080528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:31.080557] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:31.083781] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2025-11-28T20:14:31.084042] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-11-28T20:14:31.084161] [INFO ] [sig       ] AGD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:31.220134] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AGD.txt
[2025-11-28T20:14:31.220248] [INFO ] [sig       ] [82/3606] Completed AGD in 0.3s | 2.96 sym/s | Total: 27.7s | ETA: 19.8m
[2025-11-28T20:14:31.220284] [INFO ] [sig       ] [83/3606] Forecasting AGEN...
[2025-11-28T20:14:31.220313] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-11-28T20:14:31.220341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-11-28T20:14:31.231367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-11-28T20:14:31.231633] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-11-28T20:14:31.232366] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-11-28T20:14:31.232414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:31.232444] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:31.232469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:31.232524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:31.286482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:31.287070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:31.287142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:31.287172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:31.408185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:31.408302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:31.408338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:31.408365] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:31.411481] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=27.15%)
[2025-11-28T20:14:31.411752] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-11-28T20:14:31.411868] [INFO ] [sig       ] AGEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:31.560737] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGEN.txt
[2025-11-28T20:14:31.560888] [INFO ] [sig       ] [83/3606] Completed AGEN in 0.3s | 2.96 sym/s | Total: 28.0s | ETA: 19.8m
[2025-11-28T20:14:31.560927] [INFO ] [sig       ] [84/3606] Forecasting AGIO...
[2025-11-28T20:14:31.560958] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-11-28T20:14:31.560987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-11-28T20:14:31.572183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-11-28T20:14:31.572503] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-11-28T20:14:31.573321] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-11-28T20:14:31.573372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:31.573403] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:31.573442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:31.573499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:31.630028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:31.630845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:31.630923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:31.630955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:31.758101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:31.758274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:31.758319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:31.758353] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:31.762932] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=64.76%)
[2025-11-28T20:14:31.763324] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-11-28T20:14:31.763489] [INFO ] [sig       ] AGIO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:31.899846] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AGIO.txt
[2025-11-28T20:14:31.899971] [INFO ] [sig       ] [84/3606] Completed AGIO in 0.3s | 2.96 sym/s | Total: 28.4s | ETA: 19.8m
[2025-11-28T20:14:31.900012] [INFO ] [sig       ] [85/3606] Forecasting AGM...
[2025-11-28T20:14:31.900043] [INFO ] [sig       ] Generating forecast for: AGM
[2025-11-28T20:14:31.900073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-11-28T20:14:31.910987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-11-28T20:14:31.911275] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-11-28T20:14:31.912081] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-11-28T20:14:31.912131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:31.912162] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:31.912188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:31.912245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:31.967906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:31.968507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:31.968597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:31.968632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:32.087021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:32.087138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:32.087172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:32.087204] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:32.090311] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=42.59%)
[2025-11-28T20:14:32.090565] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-11-28T20:14:32.090699] [INFO ] [sig       ] AGM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:32.225299] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGM.txt
[2025-11-28T20:14:32.225432] [INFO ] [sig       ] [85/3606] Completed AGM in 0.3s | 2.96 sym/s | Total: 28.7s | ETA: 19.8m
[2025-11-28T20:14:32.225470] [INFO ] [sig       ] [86/3606] Forecasting AGMH...
[2025-11-28T20:14:32.225499] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-11-28T20:14:32.225528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-11-28T20:14:32.236091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-11-28T20:14:32.236388] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-11-28T20:14:32.237155] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-11-28T20:14:32.237202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:32.237233] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:32.237259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:32.237314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:32.292252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:32.292828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:32.292898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:32.292929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:32.401164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:32.401265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:32.401299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:32.401326] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:32.404363] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-11-28T20:14:32.404634] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-11-28T20:14:32.404750] [INFO ] [sig       ] AGMH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:32.539614] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGMH.txt
[2025-11-28T20:14:32.539745] [INFO ] [sig       ] [86/3606] Completed AGMH in 0.3s | 2.96 sym/s | Total: 29.0s | ETA: 19.8m
[2025-11-28T20:14:32.539783] [INFO ] [sig       ] [87/3606] Forecasting AGNCL...
[2025-11-28T20:14:32.539812] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-11-28T20:14:32.539842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-11-28T20:14:32.550607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-11-28T20:14:32.550901] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-11-28T20:14:32.551667] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-11-28T20:14:32.551715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:32.551745] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:32.551771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:32.551826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:32.606197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:32.606789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:32.606861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:32.606892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:32.710398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:32.710530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:32.710583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:32.710614] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:32.713799] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=49.87%)
[2025-11-28T20:14:32.714053] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-11-28T20:14:32.714166] [INFO ] [sig       ] AGNCL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:32.849840] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGNCL.txt
[2025-11-28T20:14:32.849961] [INFO ] [sig       ] [87/3606] Completed AGNCL in 0.3s | 2.97 sym/s | Total: 29.3s | ETA: 19.8m
[2025-11-28T20:14:32.849998] [INFO ] [sig       ] [88/3606] Forecasting AGNCM...
[2025-11-28T20:14:32.850026] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-11-28T20:14:32.850064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-11-28T20:14:32.860975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-11-28T20:14:32.861239] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-11-28T20:14:32.862004] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-11-28T20:14:32.862052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:32.862082] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:32.862107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:32.862160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:32.916812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:32.917405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:32.917478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:32.917509] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:33.023696] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:33.023851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:33.023890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:33.023918] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:33.027275] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-11-28T20:14:33.027541] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-11-28T20:14:33.027679] [INFO ] [sig       ] AGNCM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:33.164923] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AGNCM.txt
[2025-11-28T20:14:33.165057] [INFO ] [sig       ] [88/3606] Completed AGNCM in 0.3s | 2.97 sym/s | Total: 29.6s | ETA: 19.7m
[2025-11-28T20:14:33.165094] [INFO ] [sig       ] [89/3606] Forecasting AGNCN...
[2025-11-28T20:14:33.165121] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-11-28T20:14:33.165151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-11-28T20:14:33.176412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-11-28T20:14:33.176745] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-11-28T20:14:33.177492] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-11-28T20:14:33.177539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:33.177608] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:33.177636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:33.177691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:33.233363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:33.234011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:33.234087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:33.234120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:33.348360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:33.348507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:33.348545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:33.348595] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:33.351918] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-11-28T20:14:33.352182] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-11-28T20:14:33.352311] [INFO ] [sig       ] AGNCN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:33.490633] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGNCN.txt
[2025-11-28T20:14:33.490770] [INFO ] [sig       ] [89/3606] Completed AGNCN in 0.3s | 2.97 sym/s | Total: 30.0s | ETA: 19.7m
[2025-11-28T20:14:33.490810] [INFO ] [sig       ] [90/3606] Forecasting AGNCO...
[2025-11-28T20:14:33.490839] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-11-28T20:14:33.490870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-11-28T20:14:33.502348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-11-28T20:14:33.502746] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-11-28T20:14:33.503499] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-11-28T20:14:33.503547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:33.503598] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:33.503626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:33.503681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:33.560986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:33.561838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:33.561919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:33.561951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:33.677147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:33.677290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:33.677327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:33.677354] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:33.680553] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-11-28T20:14:33.680828] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-11-28T20:14:33.680943] [INFO ] [sig       ] AGNCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:33.818127] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AGNCO.txt
[2025-11-28T20:14:33.818277] [INFO ] [sig       ] [90/3606] Completed AGNCO in 0.3s | 2.97 sym/s | Total: 30.3s | ETA: 19.7m
[2025-11-28T20:14:33.818330] [INFO ] [sig       ] [91/3606] Forecasting AGNCP...
[2025-11-28T20:14:33.818367] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-11-28T20:14:33.818410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-11-28T20:14:33.833712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-11-28T20:14:33.834044] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-11-28T20:14:33.834872] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-11-28T20:14:33.834923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:33.834956] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:33.834984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:33.835040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:33.891992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:33.892653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:33.892729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:33.892762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:34.013177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:34.013316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:34.013353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:34.013400] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:34.016613] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-11-28T20:14:34.016869] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-11-28T20:14:34.016985] [INFO ] [sig       ] AGNCP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:34.153692] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGNCP.txt
[2025-11-28T20:14:34.153817] [INFO ] [sig       ] [91/3606] Completed AGNCP in 0.3s | 2.97 sym/s | Total: 30.6s | ETA: 19.7m
[2025-11-28T20:14:34.153856] [INFO ] [sig       ] [92/3606] Forecasting AGO...
[2025-11-28T20:14:34.153884] [INFO ] [sig       ] Generating forecast for: AGO
[2025-11-28T20:14:34.153914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-11-28T20:14:34.164879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-11-28T20:14:34.165144] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-11-28T20:14:34.165904] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-11-28T20:14:34.165954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:34.165985] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:34.166011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:34.166066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:34.222877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:34.223562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:34.223681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:34.223715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:34.342273] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:34.342413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:34.342451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:34.342510] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:34.345894] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-11-28T20:14:34.346162] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-11-28T20:14:34.346283] [INFO ] [sig       ] AGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:34.486303] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGO.txt
[2025-11-28T20:14:34.486444] [INFO ] [sig       ] [92/3606] Completed AGO in 0.3s | 2.97 sym/s | Total: 31.0s | ETA: 19.7m
[2025-11-28T20:14:34.486485] [INFO ] [sig       ] [93/3606] Forecasting AGRO...
[2025-11-28T20:14:34.486513] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-11-28T20:14:34.486542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-11-28T20:14:34.497740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-11-28T20:14:34.498026] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-11-28T20:14:34.498822] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-11-28T20:14:34.498870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:34.498900] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:34.498925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:34.498979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:34.555120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:34.555813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:34.555887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:34.555934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:34.687110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:34.687272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:34.687310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:34.687338] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:34.690707] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2025-11-28T20:14:34.690978] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-11-28T20:14:34.691099] [INFO ] [sig       ] AGRO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:34.827186] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AGRO.txt
[2025-11-28T20:14:34.827318] [INFO ] [sig       ] [93/3606] Completed AGRO in 0.3s | 2.97 sym/s | Total: 31.3s | ETA: 19.7m
[2025-11-28T20:14:34.827356] [INFO ] [sig       ] [94/3606] Forecasting AGX...
[2025-11-28T20:14:34.827384] [INFO ] [sig       ] Generating forecast for: AGX
[2025-11-28T20:14:34.827413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-11-28T20:14:34.841515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-11-28T20:14:34.842119] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-11-28T20:14:34.843168] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-11-28T20:14:34.843221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:34.843255] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:34.843281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:34.843341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:34.900038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:34.901169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:34.901266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:34.901302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:35.025852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:35.026086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:35.026150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:35.026204] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:35.030317] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-11-28T20:14:35.030686] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-11-28T20:14:35.030835] [INFO ] [sig       ] AGX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:35.174475] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AGX.txt
[2025-11-28T20:14:35.174706] [INFO ] [sig       ] [94/3606] Completed AGX in 0.3s | 2.97 sym/s | Total: 31.6s | ETA: 19.7m
[2025-11-28T20:14:35.174753] [INFO ] [sig       ] [95/3606] Forecasting AGYS...
[2025-11-28T20:14:35.174782] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-11-28T20:14:35.174814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-11-28T20:14:35.188311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-11-28T20:14:35.188889] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-11-28T20:14:35.189795] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-11-28T20:14:35.189844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:35.189923] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:35.189951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:35.190028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:35.248245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:35.249481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:35.249596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:35.249631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:35.375382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:35.375677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:35.375733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:35.375762] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:35.379607] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-11-28T20:14:35.379921] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-11-28T20:14:35.380063] [INFO ] [sig       ] AGYS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:35.519299] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGYS.txt
[2025-11-28T20:14:35.519526] [INFO ] [sig       ] [95/3606] Completed AGYS in 0.3s | 2.97 sym/s | Total: 32.0s | ETA: 19.7m
[2025-11-28T20:14:35.519595] [INFO ] [sig       ] [96/3606] Forecasting AGZD...
[2025-11-28T20:14:35.519629] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-11-28T20:14:35.519661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-11-28T20:14:35.533250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-11-28T20:14:35.533871] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-11-28T20:14:35.534823] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-11-28T20:14:35.534874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:35.534907] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:35.534935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:35.534994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:35.592387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:35.593501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:35.593612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:35.593648] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:35.708957] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:35.709176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:35.709219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:35.709246] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:35.712902] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=66.80%)
[2025-11-28T20:14:35.713194] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-11-28T20:14:35.713320] [INFO ] [sig       ] AGZD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:35.853144] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AGZD.txt
[2025-11-28T20:14:35.853356] [INFO ] [sig       ] [96/3606] Completed AGZD in 0.3s | 2.97 sym/s | Total: 32.3s | ETA: 19.7m
[2025-11-28T20:14:35.853403] [INFO ] [sig       ] [97/3606] Forecasting AHCO...
[2025-11-28T20:14:35.853433] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-11-28T20:14:35.853465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-11-28T20:14:35.866692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-11-28T20:14:35.867218] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-11-28T20:14:35.868189] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-11-28T20:14:35.868241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:35.868275] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:35.868302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:35.868361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:35.926233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:35.927322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:35.927417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:35.927452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:36.045528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:36.045769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:36.045811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:36.045840] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:36.049657] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=24.03%)
[2025-11-28T20:14:36.049972] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-11-28T20:14:36.050112] [INFO ] [sig       ] AHCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:36.188857] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AHCO.txt
[2025-11-28T20:14:36.189028] [INFO ] [sig       ] [97/3606] Completed AHCO in 0.3s | 2.97 sym/s | Total: 32.7s | ETA: 19.7m
[2025-11-28T20:14:36.189069] [INFO ] [sig       ] [98/3606] Forecasting AHH...
[2025-11-28T20:14:36.189096] [INFO ] [sig       ] Generating forecast for: AHH
[2025-11-28T20:14:36.189127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-11-28T20:14:36.201903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-11-28T20:14:36.202460] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-11-28T20:14:36.203408] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-11-28T20:14:36.203461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:36.203495] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:36.203523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:36.203601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:36.261200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:36.262275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:36.262372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:36.262405] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:36.388228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:36.388446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:36.388491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:36.388521] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:36.392365] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=34.36%)
[2025-11-28T20:14:36.392718] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-11-28T20:14:36.392860] [INFO ] [sig       ] AHH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:36.532586] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AHH.txt
[2025-11-28T20:14:36.532837] [INFO ] [sig       ] [98/3606] Completed AHH in 0.3s | 2.97 sym/s | Total: 33.0s | ETA: 19.7m
[2025-11-28T20:14:36.532896] [INFO ] [sig       ] [99/3606] Forecasting AI...
[2025-11-28T20:14:36.532937] [INFO ] [sig       ] Generating forecast for: AI
[2025-11-28T20:14:36.532976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-11-28T20:14:36.546223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-11-28T20:14:36.546606] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-11-28T20:14:36.547383] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-11-28T20:14:36.547431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:36.547462] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:36.547488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:36.547542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:36.601775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:36.602451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:36.602559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:36.602608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:36.721836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:36.721976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:36.722014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:36.722040] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:36.725252] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=47.60%)
[2025-11-28T20:14:36.725509] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-11-28T20:14:36.725645] [INFO ] [sig       ] AI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:36.861202] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AI.txt
[2025-11-28T20:14:36.861357] [INFO ] [sig       ] [99/3606] Completed AI in 0.3s | 2.97 sym/s | Total: 33.3s | ETA: 19.7m
[2025-11-28T20:14:36.861397] [INFO ] [sig       ] [100/3606] Forecasting AIA...
[2025-11-28T20:14:36.861425] [INFO ] [sig       ] Generating forecast for: AIA
[2025-11-28T20:14:36.861454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-11-28T20:14:36.875707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-11-28T20:14:36.876110] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-11-28T20:14:36.876899] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-11-28T20:14:36.876948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:36.876978] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:36.877004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:36.877059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:36.933911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:36.934735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:36.934815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:36.934849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:37.052852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:37.052985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:37.053024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:37.053052] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:37.056419] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-11-28T20:14:37.056703] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-11-28T20:14:37.056827] [INFO ] [sig       ] AIA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:37.196319] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AIA.txt
[2025-11-28T20:14:37.196452] [INFO ] [sig       ] [100/3606] Completed AIA in 0.3s | 2.97 sym/s | Total: 33.7s | ETA: 19.7m
[2025-11-28T20:14:37.196490] [INFO ] [sig       ] [101/3606] Forecasting AIFF...
[2025-11-28T20:14:37.196519] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-11-28T20:14:37.196548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-11-28T20:14:37.207818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-11-28T20:14:37.208145] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-11-28T20:14:37.208915] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-11-28T20:14:37.208964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:37.208995] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:37.209020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:37.209075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:37.264035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:37.264684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:37.264758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:37.264789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:37.385216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:37.385358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:37.385395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:37.385423] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:37.388665] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=37.27%)
[2025-11-28T20:14:37.388923] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-11-28T20:14:37.389043] [INFO ] [sig       ] AIFF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:37.524420] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AIFF.txt
[2025-11-28T20:14:37.524544] [INFO ] [sig       ] [101/3606] Completed AIFF in 0.3s | 2.97 sym/s | Total: 34.0s | ETA: 19.7m
[2025-11-28T20:14:37.524598] [INFO ] [sig       ] [102/3606] Forecasting AIG...
[2025-11-28T20:14:37.524629] [INFO ] [sig       ] Generating forecast for: AIG
[2025-11-28T20:14:37.524657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-11-28T20:14:37.535249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-11-28T20:14:37.535522] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-11-28T20:14:37.536269] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-11-28T20:14:37.536321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:37.536351] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:37.536377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:37.536432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:37.591562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:37.592178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:37.592250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:37.592281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:37.713614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:37.713748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:37.713785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:37.713813] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:37.716994] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-11-28T20:14:37.717269] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-11-28T20:14:37.717393] [INFO ] [sig       ] AIG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:37.855386] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AIG.txt
[2025-11-28T20:14:37.855530] [INFO ] [sig       ] [102/3606] Completed AIG in 0.3s | 2.97 sym/s | Total: 34.3s | ETA: 19.7m
[2025-11-28T20:14:37.855584] [INFO ] [sig       ] [103/3606] Forecasting AIMD...
[2025-11-28T20:14:37.855617] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-11-28T20:14:37.855646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-11-28T20:14:37.866432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-11-28T20:14:37.866747] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-11-28T20:14:37.867489] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-11-28T20:14:37.867538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:37.867568] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:37.867621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:37.867676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:37.923653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:37.924456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:37.924537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:37.924569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:38.041733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:38.041874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:38.041914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:38.041942] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:38.045210] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-11-28T20:14:38.045472] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-11-28T20:14:38.045607] [INFO ] [sig       ] AIMD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:38.181252] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AIMD.txt
[2025-11-28T20:14:38.181375] [INFO ] [sig       ] [103/3606] Completed AIMD in 0.3s | 2.97 sym/s | Total: 34.6s | ETA: 19.6m
[2025-11-28T20:14:38.181411] [INFO ] [sig       ] [104/3606] Forecasting AIO...
[2025-11-28T20:14:38.181440] [INFO ] [sig       ] Generating forecast for: AIO
[2025-11-28T20:14:38.181468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-11-28T20:14:38.192837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-11-28T20:14:38.193117] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-11-28T20:14:38.193911] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-11-28T20:14:38.193960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:38.193991] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:38.194016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:38.194071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:38.249123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:38.249821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:38.249898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:38.249928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:38.365310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:38.365454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:38.365491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:38.365519] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:38.368748] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-11-28T20:14:38.369002] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-11-28T20:14:38.369116] [INFO ] [sig       ] AIO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:38.504528] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AIO.txt
[2025-11-28T20:14:38.504665] [INFO ] [sig       ] [104/3606] Completed AIO in 0.3s | 2.97 sym/s | Total: 35.0s | ETA: 19.6m
[2025-11-28T20:14:38.504705] [INFO ] [sig       ] [105/3606] Forecasting AIP...
[2025-11-28T20:14:38.504733] [INFO ] [sig       ] Generating forecast for: AIP
[2025-11-28T20:14:38.504762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-11-28T20:14:38.516688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-11-28T20:14:38.516966] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-11-28T20:14:38.517735] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-11-28T20:14:38.517785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:38.517817] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:38.517844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:38.517902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:38.574135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:38.574882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:38.574962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:38.574994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:38.694031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:38.694171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:38.694209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:38.694238] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:38.697433] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=24.62%)
[2025-11-28T20:14:38.697718] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-11-28T20:14:38.697835] [INFO ] [sig       ] AIP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:38.833649] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AIP.txt
[2025-11-28T20:14:38.833783] [INFO ] [sig       ] [105/3606] Completed AIP in 0.3s | 2.97 sym/s | Total: 35.3s | ETA: 19.6m
[2025-11-28T20:14:38.833822] [INFO ] [sig       ] [106/3606] Forecasting AIPI...
[2025-11-28T20:14:38.833853] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-11-28T20:14:38.833883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-11-28T20:14:38.845051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-11-28T20:14:38.845341] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-11-28T20:14:38.846125] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-11-28T20:14:38.846174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:38.846228] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:38.846256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:38.846323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:38.903040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:38.903739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:38.903814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:38.903845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:39.022432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:39.022599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:39.022640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:39.022668] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:39.026220] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-11-28T20:14:39.026591] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-11-28T20:14:39.026728] [INFO ] [sig       ] AIPI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:39.165433] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AIPI.txt
[2025-11-28T20:14:39.165560] [INFO ] [sig       ] [106/3606] Completed AIPI in 0.3s | 2.97 sym/s | Total: 35.6s | ETA: 19.6m
[2025-11-28T20:14:39.165616] [INFO ] [sig       ] [107/3606] Forecasting AIQ...
[2025-11-28T20:14:39.165645] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-11-28T20:14:39.165674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-11-28T20:14:39.176985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-11-28T20:14:39.177262] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-11-28T20:14:39.178037] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-11-28T20:14:39.178108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:39.178142] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:39.178168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:39.178223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:39.233208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:39.233817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:39.233890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:39.233922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:39.350802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:39.350952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:39.350991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:39.351018] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:39.354247] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-11-28T20:14:39.354511] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-11-28T20:14:39.354647] [INFO ] [sig       ] AIQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:39.489449] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AIQ.txt
[2025-11-28T20:14:39.489568] [INFO ] [sig       ] [107/3606] Completed AIQ in 0.3s | 2.98 sym/s | Total: 36.0s | ETA: 19.6m
[2025-11-28T20:14:39.489627] [INFO ] [sig       ] [108/3606] Forecasting AIRG...
[2025-11-28T20:14:39.489655] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-11-28T20:14:39.489684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-11-28T20:14:39.500802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-11-28T20:14:39.501141] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-11-28T20:14:39.501939] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-11-28T20:14:39.501989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:39.502034] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:39.502063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:39.502121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:39.557373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:39.557984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:39.558077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:39.558108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:39.666668] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:39.666809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:39.666847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:39.666874] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:39.670144] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2025-11-28T20:14:39.670406] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-11-28T20:14:39.670523] [INFO ] [sig       ] AIRG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:39.812050] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AIRG.txt
[2025-11-28T20:14:39.812178] [INFO ] [sig       ] [108/3606] Completed AIRG in 0.3s | 2.98 sym/s | Total: 36.3s | ETA: 19.6m
[2025-11-28T20:14:39.812217] [INFO ] [sig       ] [109/3606] Forecasting AIRJ...
[2025-11-28T20:14:39.812245] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-11-28T20:14:39.812273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-11-28T20:14:39.824063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-11-28T20:14:39.824384] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-11-28T20:14:39.825174] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-11-28T20:14:39.825224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:39.825257] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:39.825284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:39.825341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:39.880324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:39.881110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:39.881190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:39.881223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:39.998739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:39.998874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:39.998910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:39.998976] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:40.002377] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: UP (p=53.52%)
[2025-11-28T20:14:40.002688] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-11-28T20:14:40.002813] [INFO ] [sig       ] AIRJ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:40.140207] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AIRJ.txt
[2025-11-28T20:14:40.140363] [INFO ] [sig       ] [109/3606] Completed AIRJ in 0.3s | 2.98 sym/s | Total: 36.6s | ETA: 19.6m
[2025-11-28T20:14:40.140402] [INFO ] [sig       ] [110/3606] Forecasting AISP...
[2025-11-28T20:14:40.140432] [INFO ] [sig       ] Generating forecast for: AISP
[2025-11-28T20:14:40.140461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-11-28T20:14:40.151548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-11-28T20:14:40.151931] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-11-28T20:14:40.152725] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-11-28T20:14:40.152774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:40.152805] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:40.152831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:40.152886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:40.209488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:40.210317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:40.210414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:40.210454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:40.329944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:40.330071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:40.330108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:40.330136] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:40.333321] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=43.75%)
[2025-11-28T20:14:40.333602] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-11-28T20:14:40.333724] [INFO ] [sig       ] AISP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:40.468789] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AISP.txt
[2025-11-28T20:14:40.468907] [INFO ] [sig       ] [110/3606] Completed AISP in 0.3s | 2.98 sym/s | Total: 36.9s | ETA: 19.6m
[2025-11-28T20:14:40.468945] [INFO ] [sig       ] [111/3606] Forecasting AIZN...
[2025-11-28T20:14:40.468972] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-11-28T20:14:40.469001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-11-28T20:14:40.480024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-11-28T20:14:40.480324] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-11-28T20:14:40.481107] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-11-28T20:14:40.481156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:40.481186] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:40.481211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:40.481266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:40.536512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:40.537168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:40.537244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:40.537277] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:40.645926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:40.646058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:40.646098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:40.646127] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:40.649482] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-11-28T20:14:40.649766] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-11-28T20:14:40.649886] [INFO ] [sig       ] AIZN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:40.789481] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AIZN.txt
[2025-11-28T20:14:40.789619] [INFO ] [sig       ] [111/3606] Completed AIZN in 0.3s | 2.98 sym/s | Total: 37.3s | ETA: 19.6m
[2025-11-28T20:14:40.789686] [INFO ] [sig       ] [112/3606] Forecasting AJG...
[2025-11-28T20:14:40.789716] [INFO ] [sig       ] Generating forecast for: AJG
[2025-11-28T20:14:40.789745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-11-28T20:14:40.801147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-11-28T20:14:40.801448] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-11-28T20:14:40.802248] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-11-28T20:14:40.802300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:40.802338] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:40.802371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:40.802440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:40.859331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:40.860016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:40.860094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:40.860127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:40.981006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:40.981125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:40.981160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:40.981187] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:40.984337] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-11-28T20:14:40.984610] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-11-28T20:14:40.984724] [INFO ] [sig       ] AJG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:41.120076] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AJG.txt
[2025-11-28T20:14:41.120196] [INFO ] [sig       ] [112/3606] Completed AJG in 0.3s | 2.98 sym/s | Total: 37.6s | ETA: 19.5m
[2025-11-28T20:14:41.120235] [INFO ] [sig       ] [113/3606] Forecasting AKAM...
[2025-11-28T20:14:41.120263] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-11-28T20:14:41.120294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-11-28T20:14:41.131271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-11-28T20:14:41.131588] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-11-28T20:14:41.132375] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-11-28T20:14:41.132425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:41.132457] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:41.132484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:41.132541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:41.187767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:41.188381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:41.188452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:41.188483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:41.306945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:41.307084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:41.307121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:41.307149] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:41.310609] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-11-28T20:14:41.310879] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-11-28T20:14:41.311020] [INFO ] [sig       ] AKAM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:41.449832] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AKAM.txt
[2025-11-28T20:14:41.449958] [INFO ] [sig       ] [113/3606] Completed AKAM in 0.3s | 2.98 sym/s | Total: 37.9s | ETA: 19.5m
[2025-11-28T20:14:41.449996] [INFO ] [sig       ] [114/3606] Forecasting AKBA...
[2025-11-28T20:14:41.450025] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-11-28T20:14:41.450054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-11-28T20:14:41.460879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-11-28T20:14:41.461155] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-11-28T20:14:41.461914] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-11-28T20:14:41.461962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:41.461992] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:41.462017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:41.462071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:41.517528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:41.518609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:41.518879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:41.518909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:41.643629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:41.643783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:41.643821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:41.643847] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:41.647244] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-11-28T20:14:41.647542] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-11-28T20:14:41.647758] [INFO ] [sig       ] AKBA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:41.783499] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AKBA.txt
[2025-11-28T20:14:41.783864] [INFO ] [sig       ] [114/3606] Completed AKBA in 0.3s | 2.98 sym/s | Total: 38.2s | ETA: 19.5m
[2025-11-28T20:14:41.783928] [INFO ] [sig       ] [115/3606] Forecasting AKRO...
[2025-11-28T20:14:41.783957] [INFO ] [sig       ] Generating forecast for: AKRO
[2025-11-28T20:14:41.783986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKRO' from 'https://tdm.silogroup.org/data/derivative_storage/AKRO.csv'.
[2025-11-28T20:14:41.797335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKRO'.
[2025-11-28T20:14:41.797672] [INFO ] [FORECASTER] Starting predict_future for AKRO
[2025-11-28T20:14:41.798538] [DEBUG] [LOCAL     ] No optimal features file found for AKRO: ./output/feature-sets/AKRO.txt
[2025-11-28T20:14:41.798605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:41.798638] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:41.798664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:41.798720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:41.856330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:41.857219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:41.857297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:41.857329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:41.977756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:41.977890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:41.977928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:41.977974] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:41.981195] [DEBUG] [FORECASTER] AKRO: Forecast T+1@11:T+2@11: UP (p=70.55%)
[2025-11-28T20:14:41.981463] [INFO ] [FORECASTER] Completed predict_future for AKRO
[2025-11-28T20:14:41.981602] [INFO ] [sig       ] AKRO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:42.116143] [INFO ] [LOCAL     ] Saved forecast: AKRO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AKRO.txt
[2025-11-28T20:14:42.116279] [INFO ] [sig       ] [115/3606] Completed AKRO in 0.3s | 2.98 sym/s | Total: 38.6s | ETA: 19.5m
[2025-11-28T20:14:42.116318] [INFO ] [sig       ] [116/3606] Forecasting AL...
[2025-11-28T20:14:42.116347] [INFO ] [sig       ] Generating forecast for: AL
[2025-11-28T20:14:42.116376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-11-28T20:14:42.128259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-11-28T20:14:42.128600] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-11-28T20:14:42.129354] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-11-28T20:14:42.129404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:42.129437] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:42.129463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:42.129518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:42.183544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:42.184197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:42.184298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:42.184330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:42.304546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:42.304708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:42.304746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:42.304773] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:42.307975] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-11-28T20:14:42.308261] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-11-28T20:14:42.308376] [INFO ] [sig       ] AL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:42.447806] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AL.txt
[2025-11-28T20:14:42.447960] [INFO ] [sig       ] [116/3606] Completed AL in 0.3s | 2.98 sym/s | Total: 38.9s | ETA: 19.5m
[2025-11-28T20:14:42.448000] [INFO ] [sig       ] [117/3606] Forecasting ALAB...
[2025-11-28T20:14:42.448029] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-11-28T20:14:42.448075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-11-28T20:14:42.459477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-11-28T20:14:42.459807] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-11-28T20:14:42.460611] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-11-28T20:14:42.460660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:42.460690] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:42.460717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:42.460771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:42.517039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:42.517743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:42.517835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:42.517869] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:42.638471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:42.638631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:42.638672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:42.638702] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:42.642047] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=57.16%)
[2025-11-28T20:14:42.642317] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-11-28T20:14:42.642440] [INFO ] [sig       ] ALAB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:42.777079] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALAB.txt
[2025-11-28T20:14:42.777210] [INFO ] [sig       ] [117/3606] Completed ALAB in 0.3s | 2.98 sym/s | Total: 39.2s | ETA: 19.5m
[2025-11-28T20:14:42.777249] [INFO ] [sig       ] [118/3606] Forecasting ALB...
[2025-11-28T20:14:42.777277] [INFO ] [sig       ] Generating forecast for: ALB
[2025-11-28T20:14:42.777305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-11-28T20:14:42.790499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-11-28T20:14:42.791064] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-11-28T20:14:42.792007] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-11-28T20:14:42.792058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:42.792091] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:42.792119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:42.792176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:42.849241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:42.850508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:42.850626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:42.850660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:42.975927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:42.976059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:42.976100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:42.976128] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:42.979523] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-11-28T20:14:42.979843] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-11-28T20:14:42.979979] [INFO ] [sig       ] ALB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:43.116789] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALB.txt
[2025-11-28T20:14:43.116928] [INFO ] [sig       ] [118/3606] Completed ALB in 0.3s | 2.98 sym/s | Total: 39.6s | ETA: 19.5m
[2025-11-28T20:14:43.116966] [INFO ] [sig       ] [119/3606] Forecasting ALC...
[2025-11-28T20:14:43.116994] [INFO ] [sig       ] Generating forecast for: ALC
[2025-11-28T20:14:43.117023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-11-28T20:14:43.127024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-11-28T20:14:43.127298] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-11-28T20:14:43.128086] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-11-28T20:14:43.128137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:43.128167] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:43.128204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:43.128260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:43.183236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:43.184084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:43.184162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:43.184194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:43.300814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:43.300974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:43.301013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:43.301041] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:43.304407] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-11-28T20:14:43.304693] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-11-28T20:14:43.304812] [INFO ] [sig       ] ALC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:43.444871] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALC.txt
[2025-11-28T20:14:43.445030] [INFO ] [sig       ] [119/3606] Completed ALC in 0.3s | 2.98 sym/s | Total: 39.9s | ETA: 19.5m
[2025-11-28T20:14:43.445069] [INFO ] [sig       ] [120/3606] Forecasting ALCO...
[2025-11-28T20:14:43.445098] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-11-28T20:14:43.445127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-11-28T20:14:43.456317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-11-28T20:14:43.456682] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-11-28T20:14:43.457431] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-11-28T20:14:43.457479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:43.457509] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:43.457535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:43.457607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:43.512653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:43.513360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:43.513437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:43.513470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:43.633701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:43.633855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:43.633893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:43.633921] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:43.637193] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=47.21%)
[2025-11-28T20:14:43.637488] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-11-28T20:14:43.637634] [INFO ] [sig       ] ALCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:43.775824] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALCO.txt
[2025-11-28T20:14:43.775987] [INFO ] [sig       ] [120/3606] Completed ALCO in 0.3s | 2.98 sym/s | Total: 40.2s | ETA: 19.5m
[2025-11-28T20:14:43.776027] [INFO ] [sig       ] [121/3606] Forecasting ALDX...
[2025-11-28T20:14:43.776058] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-11-28T20:14:43.776091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-11-28T20:14:43.787606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-11-28T20:14:43.787973] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-11-28T20:14:43.788840] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-11-28T20:14:43.788895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:43.788928] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:43.788956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:43.789013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:43.845287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:43.846132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:43.846212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:43.846243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:43.968628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:43.968779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:43.968818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:43.968845] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:43.972098] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-11-28T20:14:43.972356] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-11-28T20:14:43.972493] [INFO ] [sig       ] ALDX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:44.112281] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALDX.txt
[2025-11-28T20:14:44.112418] [INFO ] [sig       ] [121/3606] Completed ALDX in 0.3s | 2.98 sym/s | Total: 40.6s | ETA: 19.5m
[2025-11-28T20:14:44.112463] [INFO ] [sig       ] [122/3606] Forecasting ALE...
[2025-11-28T20:14:44.112491] [INFO ] [sig       ] Generating forecast for: ALE
[2025-11-28T20:14:44.112520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-11-28T20:14:44.127162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-11-28T20:14:44.127514] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-11-28T20:14:44.128297] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-11-28T20:14:44.128346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:44.128377] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:44.128408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:44.128474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:44.184392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:44.184992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:44.185067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:44.185097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:44.305434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:44.305553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:44.305605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:44.305817] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:44.309192] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-11-28T20:14:44.309447] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-11-28T20:14:44.309564] [INFO ] [sig       ] ALE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:44.447013] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALE.txt
[2025-11-28T20:14:44.447134] [INFO ] [sig       ] [122/3606] Completed ALE in 0.3s | 2.98 sym/s | Total: 40.9s | ETA: 19.5m
[2025-11-28T20:14:44.447172] [INFO ] [sig       ] [123/3606] Forecasting ALEC...
[2025-11-28T20:14:44.447199] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-11-28T20:14:44.447235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-11-28T20:14:44.460239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-11-28T20:14:44.460610] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-11-28T20:14:44.461382] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-11-28T20:14:44.461430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:44.461492] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:44.461518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:44.461589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:44.520595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:44.521664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:44.521750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:44.521970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:44.657397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:44.657557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:44.657629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:44.657850] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:44.661343] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-11-28T20:14:44.661624] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-11-28T20:14:44.661745] [INFO ] [sig       ] ALEC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:44.805622] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALEC.txt
[2025-11-28T20:14:44.805985] [INFO ] [sig       ] [123/3606] Completed ALEC in 0.4s | 2.98 sym/s | Total: 41.3s | ETA: 19.5m
[2025-11-28T20:14:44.806027] [INFO ] [sig       ] [124/3606] Forecasting ALEX...
[2025-11-28T20:14:44.806056] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-11-28T20:14:44.806085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-11-28T20:14:44.818638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-11-28T20:14:44.818932] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-11-28T20:14:44.819676] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-11-28T20:14:44.819725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:44.819757] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:44.819784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:44.819839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:44.877615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:44.878274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:44.878350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:44.878383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:44.997608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:44.997744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:44.997780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:44.997807] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:45.001025] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-11-28T20:14:45.001282] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-11-28T20:14:45.001398] [INFO ] [sig       ] ALEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:45.139146] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALEX.txt
[2025-11-28T20:14:45.139273] [INFO ] [sig       ] [124/3606] Completed ALEX in 0.3s | 2.98 sym/s | Total: 41.6s | ETA: 19.5m
[2025-11-28T20:14:45.139310] [INFO ] [sig       ] [125/3606] Forecasting ALGM...
[2025-11-28T20:14:45.139338] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-11-28T20:14:45.139367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-11-28T20:14:45.151540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-11-28T20:14:45.151882] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-11-28T20:14:45.152680] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-11-28T20:14:45.152729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:45.152760] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:45.152786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:45.152840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:45.208099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:45.208940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:45.209023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:45.209054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:45.332662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:45.332814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:45.332851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:45.332878] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:45.336367] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2025-11-28T20:14:45.336650] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-11-28T20:14:45.336935] [INFO ] [sig       ] ALGM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:45.475264] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALGM.txt
[2025-11-28T20:14:45.475388] [INFO ] [sig       ] [125/3606] Completed ALGM in 0.3s | 2.98 sym/s | Total: 41.9s | ETA: 19.5m
[2025-11-28T20:14:45.475425] [INFO ] [sig       ] [126/3606] Forecasting ALGN...
[2025-11-28T20:14:45.475453] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-11-28T20:14:45.475484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-11-28T20:14:45.487423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-11-28T20:14:45.487748] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-11-28T20:14:45.488534] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-11-28T20:14:45.488600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:45.488632] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:45.488658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:45.488712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:45.545295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:45.545907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:45.545980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:45.546011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:45.663046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:45.663182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:45.663218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:45.663276] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:45.666593] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2025-11-28T20:14:45.666858] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-11-28T20:14:45.666976] [INFO ] [sig       ] ALGN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:45.803781] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALGN.txt
[2025-11-28T20:14:45.803903] [INFO ] [sig       ] [126/3606] Completed ALGN in 0.3s | 2.98 sym/s | Total: 42.3s | ETA: 19.5m
[2025-11-28T20:14:45.803940] [INFO ] [sig       ] [127/3606] Forecasting ALGS...
[2025-11-28T20:14:45.803969] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-11-28T20:14:45.803998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-11-28T20:14:45.814992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-11-28T20:14:45.815269] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-11-28T20:14:45.816050] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-11-28T20:14:45.816098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:45.816128] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:45.816153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:45.816208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:45.876067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:45.876782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:45.876857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:45.876888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:45.996145] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:45.996285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:45.996323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:45.996351] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:45.999566] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-11-28T20:14:45.999838] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-11-28T20:14:45.999954] [INFO ] [sig       ] ALGS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:46.135609] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALGS.txt
[2025-11-28T20:14:46.135746] [INFO ] [sig       ] [127/3606] Completed ALGS in 0.3s | 2.98 sym/s | Total: 42.6s | ETA: 19.5m
[2025-11-28T20:14:46.135783] [INFO ] [sig       ] [128/3606] Forecasting ALHC...
[2025-11-28T20:14:46.135811] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-11-28T20:14:46.135839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-11-28T20:14:46.146401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-11-28T20:14:46.146718] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-11-28T20:14:46.147446] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-11-28T20:14:46.147494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:46.147523] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:46.147549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:46.147623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:46.202475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:46.203096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:46.203170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:46.203200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:46.316333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:46.316470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:46.316507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:46.316535] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:46.319804] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=38.03%)
[2025-11-28T20:14:46.320061] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-11-28T20:14:46.320178] [INFO ] [sig       ] ALHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:46.455892] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALHC.txt
[2025-11-28T20:14:46.456015] [INFO ] [sig       ] [128/3606] Completed ALHC in 0.3s | 2.98 sym/s | Total: 42.9s | ETA: 19.4m
[2025-11-28T20:14:46.456053] [INFO ] [sig       ] [129/3606] Forecasting ALK...
[2025-11-28T20:14:46.456081] [INFO ] [sig       ] Generating forecast for: ALK
[2025-11-28T20:14:46.456111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-11-28T20:14:46.466913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-11-28T20:14:46.467195] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-11-28T20:14:46.467941] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-11-28T20:14:46.467988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:46.468019] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:46.468044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:46.468125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:46.523826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:46.524466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:46.524553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:46.524612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:46.651382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:46.651535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:46.651598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:46.651631] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:46.654915] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=82.93%)
[2025-11-28T20:14:46.655182] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-11-28T20:14:46.655301] [INFO ] [sig       ] ALK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:46.790697] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALK.txt
[2025-11-28T20:14:46.790852] [INFO ] [sig       ] [129/3606] Completed ALK in 0.3s | 2.98 sym/s | Total: 43.3s | ETA: 19.4m
[2025-11-28T20:14:46.790891] [INFO ] [sig       ] [130/3606] Forecasting ALKS...
[2025-11-28T20:14:46.790920] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-11-28T20:14:46.790948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-11-28T20:14:46.801757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-11-28T20:14:46.802105] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-11-28T20:14:46.802873] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-11-28T20:14:46.802921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:46.802951] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:46.802977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:46.803044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:46.857828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:46.858719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:46.858815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:46.858846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:46.977259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:46.977413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:46.977451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:46.977478] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:46.980812] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=23.53%)
[2025-11-28T20:14:46.981082] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-11-28T20:14:46.981202] [INFO ] [sig       ] ALKS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:47.163412] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALKS.txt
[2025-11-28T20:14:47.163563] [INFO ] [sig       ] [130/3606] Completed ALKS in 0.4s | 2.98 sym/s | Total: 43.6s | ETA: 19.4m
[2025-11-28T20:14:47.163624] [INFO ] [sig       ] [131/3606] Forecasting ALL...
[2025-11-28T20:14:47.163655] [INFO ] [sig       ] Generating forecast for: ALL
[2025-11-28T20:14:47.163685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-11-28T20:14:47.174688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-11-28T20:14:47.175011] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-11-28T20:14:47.175781] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-11-28T20:14:47.175829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:47.175859] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:47.175885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:47.175940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:47.231188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:47.232013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:47.232090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:47.232122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:47.354235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:47.354382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:47.354419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:47.354447] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:47.357813] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=45.54%)
[2025-11-28T20:14:47.358097] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-11-28T20:14:47.358219] [INFO ] [sig       ] ALL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:47.499710] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALL.txt
[2025-11-28T20:14:47.499842] [INFO ] [sig       ] [131/3606] Completed ALL in 0.3s | 2.98 sym/s | Total: 44.0s | ETA: 19.4m
[2025-11-28T20:14:47.499880] [INFO ] [sig       ] [132/3606] Forecasting ALLE...
[2025-11-28T20:14:47.499908] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-11-28T20:14:47.499937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-11-28T20:14:47.511549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-11-28T20:14:47.511834] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-11-28T20:14:47.512559] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-11-28T20:14:47.512637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:47.512668] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:47.512694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:47.512749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:47.568230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:47.568986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:47.569060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:47.569091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:47.686004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:47.686136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:47.686171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:47.686199] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:47.689406] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-11-28T20:14:47.689683] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-11-28T20:14:47.689806] [INFO ] [sig       ] ALLE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:47.825812] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALLE.txt
[2025-11-28T20:14:47.825940] [INFO ] [sig       ] [132/3606] Completed ALLE in 0.3s | 2.98 sym/s | Total: 44.3s | ETA: 19.4m
[2025-11-28T20:14:47.825978] [INFO ] [sig       ] [133/3606] Forecasting ALLO...
[2025-11-28T20:14:47.826006] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-11-28T20:14:47.826035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-11-28T20:14:47.836844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-11-28T20:14:47.837099] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-11-28T20:14:47.837869] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-11-28T20:14:47.837917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:47.837947] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:47.837973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:47.838027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:47.893627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:47.894221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:47.894315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:47.894348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:48.017070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:48.017208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:48.017244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:48.017272] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:48.020499] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: UP (p=81.64%)
[2025-11-28T20:14:48.020775] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-11-28T20:14:48.020896] [INFO ] [sig       ] ALLO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:48.155374] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALLO.txt
[2025-11-28T20:14:48.155489] [INFO ] [sig       ] [133/3606] Completed ALLO in 0.3s | 2.98 sym/s | Total: 44.6s | ETA: 19.4m
[2025-11-28T20:14:48.155526] [INFO ] [sig       ] [134/3606] Forecasting ALLY...
[2025-11-28T20:14:48.155559] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-11-28T20:14:48.155606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-11-28T20:14:48.167365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-11-28T20:14:48.167683] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-11-28T20:14:48.168456] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-11-28T20:14:48.168504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:48.168535] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:48.168561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:48.168636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:48.223885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:48.224560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:48.224654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:48.224686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:48.347436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:48.347610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:48.347657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:48.347689] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:48.350985] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-11-28T20:14:48.351246] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-11-28T20:14:48.351364] [INFO ] [sig       ] ALLY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:48.487008] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALLY.txt
[2025-11-28T20:14:48.487133] [INFO ] [sig       ] [134/3606] Completed ALLY in 0.3s | 2.98 sym/s | Total: 45.0s | ETA: 19.4m
[2025-11-28T20:14:48.487171] [INFO ] [sig       ] [135/3606] Forecasting ALMS...
[2025-11-28T20:14:48.487199] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-11-28T20:14:48.487228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-11-28T20:14:48.498674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-11-28T20:14:48.498983] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-11-28T20:14:48.499780] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-11-28T20:14:48.499829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:48.499859] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:48.499885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:48.499940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:48.555881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:48.556603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:48.556681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:48.556712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:48.676727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:48.676854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:48.676891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:48.676919] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:48.680142] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-11-28T20:14:48.680395] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-11-28T20:14:48.680518] [INFO ] [sig       ] ALMS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:48.816548] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALMS.txt
[2025-11-28T20:14:48.816701] [INFO ] [sig       ] [135/3606] Completed ALMS in 0.3s | 2.98 sym/s | Total: 45.3s | ETA: 19.4m
[2025-11-28T20:14:48.816739] [INFO ] [sig       ] [136/3606] Forecasting ALNY...
[2025-11-28T20:14:48.816767] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-11-28T20:14:48.816796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-11-28T20:14:48.827875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-11-28T20:14:48.828166] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-11-28T20:14:48.828950] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-11-28T20:14:48.828997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:48.829028] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:48.829053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:48.829108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:48.884378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:48.884995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:48.885069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:48.885100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:49.003366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:49.003507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:49.003542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:49.003588] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:49.006807] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-11-28T20:14:49.007063] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-11-28T20:14:49.007177] [INFO ] [sig       ] ALNY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:49.146226] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALNY.txt
[2025-11-28T20:14:49.146371] [INFO ] [sig       ] [136/3606] Completed ALNY in 0.3s | 2.98 sym/s | Total: 45.6s | ETA: 19.4m
[2025-11-28T20:14:49.146409] [INFO ] [sig       ] [137/3606] Forecasting ALRM...
[2025-11-28T20:14:49.146438] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-11-28T20:14:49.146467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-11-28T20:14:49.157636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-11-28T20:14:49.157916] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-11-28T20:14:49.158729] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-11-28T20:14:49.158776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:49.158806] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:49.158831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:49.158885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:49.213697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:49.214283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:49.214354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:49.214385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:49.333876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:49.334005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:49.334041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:49.334068] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:49.337204] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=92.32%)
[2025-11-28T20:14:49.337475] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-11-28T20:14:49.337613] [INFO ] [sig       ] ALRM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:49.472616] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALRM.txt
[2025-11-28T20:14:49.472728] [INFO ] [sig       ] [137/3606] Completed ALRM in 0.3s | 2.98 sym/s | Total: 45.9s | ETA: 19.4m
[2025-11-28T20:14:49.472765] [INFO ] [sig       ] [138/3606] Forecasting ALRS...
[2025-11-28T20:14:49.472793] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-11-28T20:14:49.472821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-11-28T20:14:49.483856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-11-28T20:14:49.484111] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-11-28T20:14:49.484850] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-11-28T20:14:49.484897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:49.484927] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:49.484953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:49.485008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:49.552086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:49.552968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:49.553049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:49.553083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:49.675804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:49.675949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:49.675989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:49.676018] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:49.679410] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-11-28T20:14:49.679778] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-11-28T20:14:49.679912] [INFO ] [sig       ] ALRS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:49.819912] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALRS.txt
[2025-11-28T20:14:49.820037] [INFO ] [sig       ] [138/3606] Completed ALRS in 0.3s | 2.98 sym/s | Total: 46.3s | ETA: 19.4m
[2025-11-28T20:14:49.820076] [INFO ] [sig       ] [139/3606] Forecasting ALSN...
[2025-11-28T20:14:49.820105] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-11-28T20:14:49.820136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-11-28T20:14:49.831559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-11-28T20:14:49.831850] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-11-28T20:14:49.832608] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-11-28T20:14:49.832659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:49.832693] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:49.832721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:49.832778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:49.888030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:49.888688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:49.888764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:49.888795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:50.003068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:50.003234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:50.003274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:50.003304] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:50.006632] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-11-28T20:14:50.006919] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-11-28T20:14:50.007046] [INFO ] [sig       ] ALSN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:50.142207] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALSN.txt
[2025-11-28T20:14:50.142324] [INFO ] [sig       ] [139/3606] Completed ALSN in 0.3s | 2.98 sym/s | Total: 46.6s | ETA: 19.4m
[2025-11-28T20:14:50.142361] [INFO ] [sig       ] [140/3606] Forecasting ALTG...
[2025-11-28T20:14:50.142388] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-11-28T20:14:50.142417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-11-28T20:14:50.153964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-11-28T20:14:50.154277] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-11-28T20:14:50.155051] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-11-28T20:14:50.155101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:50.155157] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:50.155184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:50.155239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:50.209872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:50.210755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:50.210835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:50.210867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:50.330496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:50.330674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:50.330720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:50.330747] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:50.334008] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=18.57%)
[2025-11-28T20:14:50.334288] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-11-28T20:14:50.334411] [INFO ] [sig       ] ALTG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:50.471651] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALTG.txt
[2025-11-28T20:14:50.471800] [INFO ] [sig       ] [140/3606] Completed ALTG in 0.3s | 2.98 sym/s | Total: 46.9s | ETA: 19.4m
[2025-11-28T20:14:50.471847] [INFO ] [sig       ] [141/3606] Forecasting ALTI...
[2025-11-28T20:14:50.471875] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-11-28T20:14:50.471904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-11-28T20:14:50.483990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-11-28T20:14:50.484386] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-11-28T20:14:50.485217] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-11-28T20:14:50.485267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:50.485297] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:50.485323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:50.485377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:50.540739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:50.541563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:50.541664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:50.541699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:50.661353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:50.661500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:50.661538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:50.661565] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:50.664826] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-11-28T20:14:50.665109] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-11-28T20:14:50.665228] [INFO ] [sig       ] ALTI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:50.803623] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALTI.txt
[2025-11-28T20:14:50.803759] [INFO ] [sig       ] [141/3606] Completed ALTI in 0.3s | 2.98 sym/s | Total: 47.3s | ETA: 19.4m
[2025-11-28T20:14:50.803798] [INFO ] [sig       ] [142/3606] Forecasting ALTS...
[2025-11-28T20:14:50.803827] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-11-28T20:14:50.803855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-11-28T20:14:50.815132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-11-28T20:14:50.815379] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-11-28T20:14:50.816150] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-11-28T20:14:50.816199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:50.816230] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:50.816256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:50.816309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:50.871773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:50.872403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:50.872476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:50.872507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:50.995032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:50.995177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:50.995216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:50.995244] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:50.998554] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-11-28T20:14:50.998842] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-11-28T20:14:50.998962] [INFO ] [sig       ] ALTS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:51.134223] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALTS.txt
[2025-11-28T20:14:51.134349] [INFO ] [sig       ] [142/3606] Completed ALTS in 0.3s | 2.98 sym/s | Total: 47.6s | ETA: 19.4m
[2025-11-28T20:14:51.134386] [INFO ] [sig       ] [143/3606] Forecasting ALTY...
[2025-11-28T20:14:51.134415] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-11-28T20:14:51.134445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-11-28T20:14:51.145770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-11-28T20:14:51.146055] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-11-28T20:14:51.146825] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-11-28T20:14:51.146874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:51.146917] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:51.146943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:51.146999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:51.201481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:51.202128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:51.202203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:51.202234] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:51.303613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:51.303752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:51.303789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:51.303845] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:51.307058] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=83.00%)
[2025-11-28T20:14:51.307316] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-11-28T20:14:51.307430] [INFO ] [sig       ] ALTY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:51.443868] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALTY.txt
[2025-11-28T20:14:51.443993] [INFO ] [sig       ] [143/3606] Completed ALTY in 0.3s | 2.98 sym/s | Total: 47.9s | ETA: 19.3m
[2025-11-28T20:14:51.444031] [INFO ] [sig       ] [144/3606] Forecasting ALVO...
[2025-11-28T20:14:51.444059] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-11-28T20:14:51.444088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-11-28T20:14:51.455080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-11-28T20:14:51.455326] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-11-28T20:14:51.456111] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-11-28T20:14:51.456159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:51.456189] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:51.456215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:51.456269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:51.514149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:51.514952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:51.515035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:51.515068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:51.632358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:51.632503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:51.632541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:51.632586] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:51.635788] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=22.15%)
[2025-11-28T20:14:51.636043] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-11-28T20:14:51.636158] [INFO ] [sig       ] ALVO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:51.773991] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALVO.txt
[2025-11-28T20:14:51.774126] [INFO ] [sig       ] [144/3606] Completed ALVO in 0.3s | 2.99 sym/s | Total: 48.2s | ETA: 19.3m
[2025-11-28T20:14:51.774164] [INFO ] [sig       ] [145/3606] Forecasting ALX...
[2025-11-28T20:14:51.774192] [INFO ] [sig       ] Generating forecast for: ALX
[2025-11-28T20:14:51.774224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-11-28T20:14:51.785454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-11-28T20:14:51.785776] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-11-28T20:14:51.786507] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-11-28T20:14:51.786554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:51.786604] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:51.786632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:51.786688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:51.842230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:51.842927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:51.843001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:51.843032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:51.948683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:51.948832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:51.948868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:51.948895] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:51.952152] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-11-28T20:14:51.952406] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-11-28T20:14:51.952522] [INFO ] [sig       ] ALX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:52.089994] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALX.txt
[2025-11-28T20:14:52.090120] [INFO ] [sig       ] [145/3606] Completed ALX in 0.3s | 2.99 sym/s | Total: 48.6s | ETA: 19.3m
[2025-11-28T20:14:52.090159] [INFO ] [sig       ] [146/3606] Forecasting ALXO...
[2025-11-28T20:14:52.090187] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-11-28T20:14:52.090217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-11-28T20:14:52.101711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-11-28T20:14:52.101954] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-11-28T20:14:52.102706] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-11-28T20:14:52.102754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:52.102784] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:52.102810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:52.102864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:52.158140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:52.158735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:52.158810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:52.158840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:52.275293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:52.275429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:52.275464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:52.275492] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:52.278720] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=44.34%)
[2025-11-28T20:14:52.278978] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-11-28T20:14:52.279094] [INFO ] [sig       ] ALXO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:52.416206] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALXO.txt
[2025-11-28T20:14:52.416340] [INFO ] [sig       ] [146/3606] Completed ALXO in 0.3s | 2.99 sym/s | Total: 48.9s | ETA: 19.3m
[2025-11-28T20:14:52.416393] [INFO ] [sig       ] [147/3606] Forecasting ALZN...
[2025-11-28T20:14:52.416424] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-11-28T20:14:52.416453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-11-28T20:14:52.427985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-11-28T20:14:52.428385] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-11-28T20:14:52.429175] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-11-28T20:14:52.429224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:52.429254] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:52.429280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:52.429335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:52.485095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:52.485949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:52.486026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:52.486058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:52.604351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:52.604491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:52.604529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:52.604556] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:52.607839] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2025-11-28T20:14:52.608132] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-11-28T20:14:52.608256] [INFO ] [sig       ] ALZN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:52.746259] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALZN.txt
[2025-11-28T20:14:52.746413] [INFO ] [sig       ] [147/3606] Completed ALZN in 0.3s | 2.99 sym/s | Total: 49.2s | ETA: 19.3m
[2025-11-28T20:14:52.746452] [INFO ] [sig       ] [148/3606] Forecasting AM...
[2025-11-28T20:14:52.746483] [INFO ] [sig       ] Generating forecast for: AM
[2025-11-28T20:14:52.746512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-11-28T20:14:52.758417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-11-28T20:14:52.758830] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-11-28T20:14:52.759592] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-11-28T20:14:52.759645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:52.759676] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:52.759701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:52.759756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:52.816615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:52.817433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:52.817512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:52.817545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:52.936705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:52.936855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:52.936894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:52.936921] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:52.940203] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-11-28T20:14:52.940476] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-11-28T20:14:52.940643] [INFO ] [sig       ] AM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:53.084801] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AM.txt
[2025-11-28T20:14:53.084957] [INFO ] [sig       ] [148/3606] Completed AM in 0.3s | 2.99 sym/s | Total: 49.6s | ETA: 19.3m
[2025-11-28T20:14:53.085000] [INFO ] [sig       ] [149/3606] Forecasting AMAL...
[2025-11-28T20:14:53.085030] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-11-28T20:14:53.085063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-11-28T20:14:53.097430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-11-28T20:14:53.097837] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-11-28T20:14:53.098650] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-11-28T20:14:53.098703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:53.098734] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:53.098760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:53.098813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:53.154992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:53.155784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:53.155862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:53.155905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:53.283256] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:53.283411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:53.283456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:53.283490] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:53.288120] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2025-11-28T20:14:53.288388] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-11-28T20:14:53.288509] [INFO ] [sig       ] AMAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:53.422988] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMAL.txt
[2025-11-28T20:14:53.423108] [INFO ] [sig       ] [149/3606] Completed AMAL in 0.3s | 2.99 sym/s | Total: 49.9s | ETA: 19.3m
[2025-11-28T20:14:53.423145] [INFO ] [sig       ] [150/3606] Forecasting AMBA...
[2025-11-28T20:14:53.423173] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-11-28T20:14:53.423201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-11-28T20:14:53.434552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-11-28T20:14:53.434836] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-11-28T20:14:53.435550] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-11-28T20:14:53.435615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:53.435646] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:53.435672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:53.435727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:53.490262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:53.490847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:53.490941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:53.490973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:53.613379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:53.613523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:53.613596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:53.613628] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:53.616915] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=18.23%)
[2025-11-28T20:14:53.617174] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-11-28T20:14:53.617289] [INFO ] [sig       ] AMBA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:53.753782] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMBA.txt
[2025-11-28T20:14:53.753932] [INFO ] [sig       ] [150/3606] Completed AMBA in 0.3s | 2.99 sym/s | Total: 50.2s | ETA: 19.3m
[2025-11-28T20:14:53.753971] [INFO ] [sig       ] [151/3606] Forecasting AMBP...
[2025-11-28T20:14:53.754000] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-11-28T20:14:53.754029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-11-28T20:14:53.766005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-11-28T20:14:53.766330] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-11-28T20:14:53.767140] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-11-28T20:14:53.767191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:53.767223] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:53.767251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:53.767307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:53.822157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:53.822879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:53.822956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:53.822985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:53.940780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:53.940922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:53.940959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:53.940986] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:53.944183] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=82.35%)
[2025-11-28T20:14:53.944437] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-11-28T20:14:53.944557] [INFO ] [sig       ] AMBP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:54.079755] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMBP.txt
[2025-11-28T20:14:54.079889] [INFO ] [sig       ] [151/3606] Completed AMBP in 0.3s | 2.99 sym/s | Total: 50.5s | ETA: 19.3m
[2025-11-28T20:14:54.079928] [INFO ] [sig       ] [152/3606] Forecasting AMCX...
[2025-11-28T20:14:54.079956] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-11-28T20:14:54.079984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-11-28T20:14:54.092034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-11-28T20:14:54.092438] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-11-28T20:14:54.093233] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-11-28T20:14:54.093282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:54.093313] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:54.093338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:54.093393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:54.149987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:54.150871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:54.150982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:54.151016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:54.270722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:54.270860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:54.270897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:54.270923] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:54.274137] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=19.08%)
[2025-11-28T20:14:54.274397] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-11-28T20:14:54.274516] [INFO ] [sig       ] AMCX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:54.409834] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMCX.txt
[2025-11-28T20:14:54.409954] [INFO ] [sig       ] [152/3606] Completed AMCX in 0.3s | 2.99 sym/s | Total: 50.9s | ETA: 19.3m
[2025-11-28T20:14:54.409992] [INFO ] [sig       ] [153/3606] Forecasting AMD...
[2025-11-28T20:14:54.410020] [INFO ] [sig       ] Generating forecast for: AMD
[2025-11-28T20:14:54.410048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-11-28T20:14:54.422026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-11-28T20:14:54.422310] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-11-28T20:14:54.423085] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-11-28T20:14:54.423135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:54.423166] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:54.423194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:54.423252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:54.479412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:54.480179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:54.480255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:54.480287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:54.607985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:54.608149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:54.608188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:54.608219] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:54.611555] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-11-28T20:14:54.611851] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-11-28T20:14:54.611973] [INFO ] [sig       ] AMD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:54.750785] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMD.txt
[2025-11-28T20:14:54.751199] [INFO ] [sig       ] [153/3606] Completed AMD in 0.3s | 2.99 sym/s | Total: 51.2s | ETA: 19.3m
[2025-11-28T20:14:54.751254] [INFO ] [sig       ] [154/3606] Forecasting AMDL...
[2025-11-28T20:14:54.751293] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-11-28T20:14:54.751333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-11-28T20:14:54.764061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-11-28T20:14:54.764398] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-11-28T20:14:54.765244] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-11-28T20:14:54.765294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:54.765338] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:54.765366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:54.765635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:54.842077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:54.843163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:54.843268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:54.843323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:55.009353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:55.009513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:55.009553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:55.009603] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:55.013225] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-11-28T20:14:55.013685] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-11-28T20:14:55.013852] [INFO ] [sig       ] AMDL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:55.211201] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMDL.txt
[2025-11-28T20:14:55.211405] [INFO ] [sig       ] [154/3606] Completed AMDL in 0.5s | 2.98 sym/s | Total: 51.7s | ETA: 19.3m
[2025-11-28T20:14:55.211470] [INFO ] [sig       ] [155/3606] Forecasting AME...
[2025-11-28T20:14:55.211519] [INFO ] [sig       ] Generating forecast for: AME
[2025-11-28T20:14:55.211590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-11-28T20:14:55.227833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-11-28T20:14:55.228287] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-11-28T20:14:55.229251] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-11-28T20:14:55.229305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:55.229338] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:55.229366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:55.229422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:55.288928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:55.289970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:55.290074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:55.290110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:55.430956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:55.431109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:55.431149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:55.431177] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:55.434589] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=10.62%)
[2025-11-28T20:14:55.434871] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-11-28T20:14:55.434998] [INFO ] [sig       ] AME: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:55.575923] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AME.txt
[2025-11-28T20:14:55.576084] [INFO ] [sig       ] [155/3606] Completed AME in 0.4s | 2.98 sym/s | Total: 52.0s | ETA: 19.3m
[2025-11-28T20:14:55.576125] [INFO ] [sig       ] [156/3606] Forecasting AMG...
[2025-11-28T20:14:55.576155] [INFO ] [sig       ] Generating forecast for: AMG
[2025-11-28T20:14:55.576187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-11-28T20:14:55.588832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-11-28T20:14:55.589243] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-11-28T20:14:55.590086] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-11-28T20:14:55.590136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:55.590169] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:55.590196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:55.590252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:55.667994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:55.668912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:55.668996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:55.669028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:55.785922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:55.786071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:55.786109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:55.786138] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:55.789855] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=26.75%)
[2025-11-28T20:14:55.790202] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-11-28T20:14:55.790343] [INFO ] [sig       ] AMG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:55.937272] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMG.txt
[2025-11-28T20:14:55.937427] [INFO ] [sig       ] [156/3606] Completed AMG in 0.4s | 2.98 sym/s | Total: 52.4s | ETA: 19.3m
[2025-11-28T20:14:55.937465] [INFO ] [sig       ] [157/3606] Forecasting AMGN...
[2025-11-28T20:14:55.937495] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-11-28T20:14:55.937524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-11-28T20:14:55.949454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-11-28T20:14:55.949859] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-11-28T20:14:55.950659] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-11-28T20:14:55.950714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:55.950771] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:55.950799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:55.950855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:56.006178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:56.007040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:56.007125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:56.007158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:56.125944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:56.126088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:56.126128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:56.126156] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:56.129446] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-11-28T20:14:56.129738] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-11-28T20:14:56.129861] [INFO ] [sig       ] AMGN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:56.264076] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMGN.txt
[2025-11-28T20:14:56.264199] [INFO ] [sig       ] [157/3606] Completed AMGN in 0.3s | 2.98 sym/s | Total: 52.7s | ETA: 19.3m
[2025-11-28T20:14:56.264237] [INFO ] [sig       ] [158/3606] Forecasting AMH...
[2025-11-28T20:14:56.264266] [INFO ] [sig       ] Generating forecast for: AMH
[2025-11-28T20:14:56.264303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-11-28T20:14:56.275313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-11-28T20:14:56.275604] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-11-28T20:14:56.276347] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-11-28T20:14:56.276395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:56.276426] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:56.276452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:56.276506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:56.332838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:56.333687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:56.333768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:56.333801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:56.452098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:56.452249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:56.452290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:56.452320] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:56.455826] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=27.42%)
[2025-11-28T20:14:56.456116] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-11-28T20:14:56.456246] [INFO ] [sig       ] AMH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:56.599333] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMH.txt
[2025-11-28T20:14:56.599479] [INFO ] [sig       ] [158/3606] Completed AMH in 0.3s | 2.98 sym/s | Total: 53.1s | ETA: 19.3m
[2025-11-28T20:14:56.599519] [INFO ] [sig       ] [159/3606] Forecasting AMLX...
[2025-11-28T20:14:56.599546] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-11-28T20:14:56.599593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-11-28T20:14:56.611342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-11-28T20:14:56.611738] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-11-28T20:14:56.612517] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-11-28T20:14:56.612567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:56.612618] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:56.612644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:56.612699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:56.667929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:56.668825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:56.668905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:56.668936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:56.782912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:56.783054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:56.783092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:56.783120] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:56.786367] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=31.58%)
[2025-11-28T20:14:56.786640] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-11-28T20:14:56.786759] [INFO ] [sig       ] AMLX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:56.921033] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMLX.txt
[2025-11-28T20:14:56.921159] [INFO ] [sig       ] [159/3606] Completed AMLX in 0.3s | 2.98 sym/s | Total: 53.4s | ETA: 19.3m
[2025-11-28T20:14:56.921197] [INFO ] [sig       ] [160/3606] Forecasting AMN...
[2025-11-28T20:14:56.921226] [INFO ] [sig       ] Generating forecast for: AMN
[2025-11-28T20:14:56.921256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-11-28T20:14:56.932791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-11-28T20:14:56.933069] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-11-28T20:14:56.933814] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-11-28T20:14:56.933862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:56.933892] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:56.933918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:56.933972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:56.990259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:56.991012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:56.991090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:56.991122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:57.107642] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:57.107787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:57.107825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:57.107882] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:57.111802] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-11-28T20:14:57.112129] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-11-28T20:14:57.112276] [INFO ] [sig       ] AMN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:57.250291] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMN.txt
[2025-11-28T20:14:57.250436] [INFO ] [sig       ] [160/3606] Completed AMN in 0.3s | 2.98 sym/s | Total: 53.7s | ETA: 19.3m
[2025-11-28T20:14:57.250474] [INFO ] [sig       ] [161/3606] Forecasting AMP...
[2025-11-28T20:14:57.250502] [INFO ] [sig       ] Generating forecast for: AMP
[2025-11-28T20:14:57.250531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-11-28T20:14:57.262947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-11-28T20:14:57.263346] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-11-28T20:14:57.264165] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-11-28T20:14:57.264216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:57.264250] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:57.264285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:57.264349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:57.320676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:57.321563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:57.321673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:57.321705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:57.441600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:57.441747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:57.441785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:57.441812] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:57.445188] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-11-28T20:14:57.445457] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-11-28T20:14:57.445597] [INFO ] [sig       ] AMP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:57.580615] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMP.txt
[2025-11-28T20:14:57.580760] [INFO ] [sig       ] [161/3606] Completed AMP in 0.3s | 2.98 sym/s | Total: 54.0s | ETA: 19.3m
[2025-11-28T20:14:57.580798] [INFO ] [sig       ] [162/3606] Forecasting AMPG...
[2025-11-28T20:14:57.580828] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-11-28T20:14:57.580856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-11-28T20:14:57.592679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-11-28T20:14:57.593040] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-11-28T20:14:57.593859] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-11-28T20:14:57.593911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:57.593944] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:57.593971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:57.594029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:57.649558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:57.650417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:57.650502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:57.650542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:57.787706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:57.787857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:57.787896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:57.787925] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:57.791261] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-11-28T20:14:57.791539] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-11-28T20:14:57.791683] [INFO ] [sig       ] AMPG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:57.930609] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMPG.txt
[2025-11-28T20:14:57.930760] [INFO ] [sig       ] [162/3606] Completed AMPG in 0.3s | 2.98 sym/s | Total: 54.4s | ETA: 19.3m
[2025-11-28T20:14:57.930799] [INFO ] [sig       ] [163/3606] Forecasting AMPH...
[2025-11-28T20:14:57.930828] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-11-28T20:14:57.930859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-11-28T20:14:57.941647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-11-28T20:14:57.941992] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-11-28T20:14:57.942764] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-11-28T20:14:57.942813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:57.942843] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:57.942869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:57.942923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:57.999466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:58.000283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:58.000363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:58.000396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:58.124090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:58.124236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:58.124274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:58.124301] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:58.127554] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-11-28T20:14:58.127834] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-11-28T20:14:58.127951] [INFO ] [sig       ] AMPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:58.264134] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMPH.txt
[2025-11-28T20:14:58.264259] [INFO ] [sig       ] [163/3606] Completed AMPH in 0.3s | 2.98 sym/s | Total: 54.7s | ETA: 19.3m
[2025-11-28T20:14:58.264297] [INFO ] [sig       ] [164/3606] Forecasting AMPL...
[2025-11-28T20:14:58.264324] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-11-28T20:14:58.264352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-11-28T20:14:58.276069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-11-28T20:14:58.276334] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-11-28T20:14:58.277088] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-11-28T20:14:58.277136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:58.277166] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:58.277192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:58.277246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:58.332779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:58.333504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:58.333599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:58.333633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:58.447112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:58.447249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:58.447285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:58.447312] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:58.453548] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2025-11-28T20:14:58.453842] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-11-28T20:14:58.453962] [INFO ] [sig       ] AMPL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:58.589956] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMPL.txt
[2025-11-28T20:14:58.590110] [INFO ] [sig       ] [164/3606] Completed AMPL in 0.3s | 2.98 sym/s | Total: 55.1s | ETA: 19.3m
[2025-11-28T20:14:58.590154] [INFO ] [sig       ] [165/3606] Forecasting AMPX...
[2025-11-28T20:14:58.590183] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-11-28T20:14:58.590212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-11-28T20:14:58.602356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-11-28T20:14:58.602761] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-11-28T20:14:58.603589] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-11-28T20:14:58.603640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:58.603671] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:58.603696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:58.603768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:58.660558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:58.661388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:58.661468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:58.661500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:58.780842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:58.780983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:58.781021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:58.781049] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:58.784463] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=85.83%)
[2025-11-28T20:14:58.784749] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-11-28T20:14:58.784870] [INFO ] [sig       ] AMPX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:58.921897] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMPX.txt
[2025-11-28T20:14:58.922029] [INFO ] [sig       ] [165/3606] Completed AMPX in 0.3s | 2.98 sym/s | Total: 55.4s | ETA: 19.3m
[2025-11-28T20:14:58.922067] [INFO ] [sig       ] [166/3606] Forecasting AMRC...
[2025-11-28T20:14:58.922097] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-11-28T20:14:58.922126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-11-28T20:14:58.933970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-11-28T20:14:58.934239] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-11-28T20:14:58.934989] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-11-28T20:14:58.935036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:58.935067] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:58.935092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:58.935147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:58.989991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:58.990651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:58.990726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:58.990757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:59.111781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:59.111923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:59.111961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:59.111988] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:59.115166] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-11-28T20:14:59.115422] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-11-28T20:14:59.115540] [INFO ] [sig       ] AMRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:14:59.253603] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMRC.txt
[2025-11-28T20:14:59.253735] [INFO ] [sig       ] [166/3606] Completed AMRC in 0.3s | 2.98 sym/s | Total: 55.7s | ETA: 19.2m
[2025-11-28T20:14:59.253773] [INFO ] [sig       ] [167/3606] Forecasting AMRK...
[2025-11-28T20:14:59.253802] [INFO ] [sig       ] Generating forecast for: AMRK
[2025-11-28T20:14:59.253831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRK' from 'https://tdm.silogroup.org/data/derivative_storage/AMRK.csv'.
[2025-11-28T20:14:59.265247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRK'.
[2025-11-28T20:14:59.265523] [INFO ] [FORECASTER] Starting predict_future for AMRK
[2025-11-28T20:14:59.266268] [DEBUG] [LOCAL     ] No optimal features file found for AMRK: ./output/feature-sets/AMRK.txt
[2025-11-28T20:14:59.266327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:59.266359] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:59.266386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:59.266441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:59.321118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:59.321740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:59.321855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:59.321888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:59.436307] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:59.436457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:59.436495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:59.436523] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:59.439776] [DEBUG] [FORECASTER] AMRK: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2025-11-28T20:14:59.440037] [INFO ] [FORECASTER] Completed predict_future for AMRK
[2025-11-28T20:14:59.440156] [INFO ] [sig       ] AMRK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:59.575386] [INFO ] [LOCAL     ] Saved forecast: AMRK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMRK.txt
[2025-11-28T20:14:59.575506] [INFO ] [sig       ] [167/3606] Completed AMRK in 0.3s | 2.98 sym/s | Total: 56.0s | ETA: 19.2m
[2025-11-28T20:14:59.575543] [INFO ] [sig       ] [168/3606] Forecasting AMRN...
[2025-11-28T20:14:59.575588] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-11-28T20:14:59.575620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-11-28T20:14:59.586712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-11-28T20:14:59.586988] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-11-28T20:14:59.587741] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-11-28T20:14:59.587791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:59.587824] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:59.587850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:59.587904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:59.652595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:59.653486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:59.653606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:59.653658] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:14:59.779253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:14:59.779397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:14:59.779439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:14:59.779467] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:14:59.782813] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=80.71%)
[2025-11-28T20:14:59.783080] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-11-28T20:14:59.783214] [INFO ] [sig       ] AMRN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:14:59.923804] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMRN.txt
[2025-11-28T20:14:59.923944] [INFO ] [sig       ] [168/3606] Completed AMRN in 0.3s | 2.98 sym/s | Total: 56.4s | ETA: 19.2m
[2025-11-28T20:14:59.923983] [INFO ] [sig       ] [169/3606] Forecasting AMRX...
[2025-11-28T20:14:59.924010] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-11-28T20:14:59.924039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-11-28T20:14:59.935474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-11-28T20:14:59.935800] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-11-28T20:14:59.936681] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-11-28T20:14:59.936732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:14:59.936764] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:14:59.936791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:14:59.936847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:14:59.993131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:14:59.993765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:14:59.993844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:14:59.993875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:00.114472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:00.114647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:00.114697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:00.114727] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:00.118409] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2025-11-28T20:15:00.118698] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-11-28T20:15:00.118821] [INFO ] [sig       ] AMRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:00.254943] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMRX.txt
[2025-11-28T20:15:00.255069] [INFO ] [sig       ] [169/3606] Completed AMRX in 0.3s | 2.98 sym/s | Total: 56.7s | ETA: 19.2m
[2025-11-28T20:15:00.255107] [INFO ] [sig       ] [170/3606] Forecasting AMSC...
[2025-11-28T20:15:00.255134] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-11-28T20:15:00.255163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-11-28T20:15:00.267247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-11-28T20:15:00.267521] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-11-28T20:15:00.268296] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-11-28T20:15:00.268343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:00.268374] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:00.268401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:00.268455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:00.322643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:00.323330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:00.323406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:00.323439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:00.446871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:00.447019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:00.447057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:00.447086] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:00.450488] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-11-28T20:15:00.450776] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-11-28T20:15:00.450897] [INFO ] [sig       ] AMSC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:00.585369] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMSC.txt
[2025-11-28T20:15:00.585512] [INFO ] [sig       ] [170/3606] Completed AMSC in 0.3s | 2.98 sym/s | Total: 57.1s | ETA: 19.2m
[2025-11-28T20:15:00.585550] [INFO ] [sig       ] [171/3606] Forecasting AMSF...
[2025-11-28T20:15:00.585937] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-11-28T20:15:00.585976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-11-28T20:15:00.606881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-11-28T20:15:00.607157] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-11-28T20:15:00.607913] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-11-28T20:15:00.607960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:00.607991] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:00.608017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:00.608087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:00.673669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:00.674240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:00.674311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:00.674342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:00.792411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:00.792555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:00.792624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:00.792653] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:00.795886] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=27.67%)
[2025-11-28T20:15:00.796145] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-11-28T20:15:00.796262] [INFO ] [sig       ] AMSF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:00.931180] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMSF.txt
[2025-11-28T20:15:00.931309] [INFO ] [sig       ] [171/3606] Completed AMSF in 0.3s | 2.98 sym/s | Total: 57.4s | ETA: 19.2m
[2025-11-28T20:15:00.931346] [INFO ] [sig       ] [172/3606] Forecasting AMTB...
[2025-11-28T20:15:00.931374] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-11-28T20:15:00.931404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-11-28T20:15:00.943706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-11-28T20:15:00.944154] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-11-28T20:15:00.945016] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-11-28T20:15:00.945068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:00.945100] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:00.945128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:00.945184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:01.002849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:01.003687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:01.003768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:01.003800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:01.120619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:01.120749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:01.120787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:01.120813] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:01.124015] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=68.66%)
[2025-11-28T20:15:01.124291] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-11-28T20:15:01.124408] [INFO ] [sig       ] AMTB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:01.263447] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMTB.txt
[2025-11-28T20:15:01.263625] [INFO ] [sig       ] [172/3606] Completed AMTB in 0.3s | 2.98 sym/s | Total: 57.7s | ETA: 19.2m
[2025-11-28T20:15:01.263667] [INFO ] [sig       ] [173/3606] Forecasting AMTX...
[2025-11-28T20:15:01.263697] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-11-28T20:15:01.263727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-11-28T20:15:01.275656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-11-28T20:15:01.276037] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-11-28T20:15:01.277005] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-11-28T20:15:01.277070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:01.277115] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:01.277151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:01.277224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:01.337048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:01.338121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:01.338201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:01.338233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:01.470749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:01.470918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:01.470968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:01.470998] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:01.474870] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-11-28T20:15:01.475156] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-11-28T20:15:01.475289] [INFO ] [sig       ] AMTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:01.631961] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMTX.txt
[2025-11-28T20:15:01.632097] [INFO ] [sig       ] [173/3606] Completed AMTX in 0.4s | 2.98 sym/s | Total: 58.1s | ETA: 19.2m
[2025-11-28T20:15:01.632136] [INFO ] [sig       ] [174/3606] Forecasting AMWD...
[2025-11-28T20:15:01.632165] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-11-28T20:15:01.632194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-11-28T20:15:01.685965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-11-28T20:15:01.686441] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-11-28T20:15:01.687814] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-11-28T20:15:01.687887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:01.687966] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:01.688008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:01.688252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:01.759618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:01.760525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:01.760627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:01.760661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:01.883318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:01.883514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:01.883555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:01.883603] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:01.887037] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-11-28T20:15:01.887396] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-11-28T20:15:01.887533] [INFO ] [sig       ] AMWD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:02.031263] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMWD.txt
[2025-11-28T20:15:02.031420] [INFO ] [sig       ] [174/3606] Completed AMWD in 0.4s | 2.97 sym/s | Total: 58.5s | ETA: 19.2m
[2025-11-28T20:15:02.031459] [INFO ] [sig       ] [175/3606] Forecasting AMWL...
[2025-11-28T20:15:02.031489] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-11-28T20:15:02.031518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-11-28T20:15:02.047302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-11-28T20:15:02.047784] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-11-28T20:15:02.049124] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-11-28T20:15:02.049189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:02.049239] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:02.049276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:02.049356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:02.116400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:02.117289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:02.117397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:02.117429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:02.240481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:02.240649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:02.240689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:02.240718] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:02.244228] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2025-11-28T20:15:02.244515] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-11-28T20:15:02.244676] [INFO ] [sig       ] AMWL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:02.388424] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMWL.txt
[2025-11-28T20:15:02.388598] [INFO ] [sig       ] [175/3606] Completed AMWL in 0.4s | 2.97 sym/s | Total: 58.9s | ETA: 19.2m
[2025-11-28T20:15:02.388640] [INFO ] [sig       ] [176/3606] Forecasting AMZD...
[2025-11-28T20:15:02.388668] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-11-28T20:15:02.388697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-11-28T20:15:02.400093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-11-28T20:15:02.400458] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-11-28T20:15:02.401248] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-11-28T20:15:02.401297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:02.401328] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:02.401354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:02.401409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:02.457300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:02.458167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:02.458247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:02.458279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:02.576429] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:02.576588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:02.576627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:02.576654] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:02.579916] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=71.18%)
[2025-11-28T20:15:02.580176] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-11-28T20:15:02.580291] [INFO ] [sig       ] AMZD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:02.714534] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMZD.txt
[2025-11-28T20:15:02.714677] [INFO ] [sig       ] [176/3606] Completed AMZD in 0.3s | 2.97 sym/s | Total: 59.2s | ETA: 19.2m
[2025-11-28T20:15:02.714716] [INFO ] [sig       ] [177/3606] Forecasting AMZN...
[2025-11-28T20:15:02.714744] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-11-28T20:15:02.714773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-11-28T20:15:02.726138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-11-28T20:15:02.726435] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-11-28T20:15:02.727200] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-11-28T20:15:02.727249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:02.727279] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:02.727305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:02.727359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:02.782565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:02.783353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:02.783430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:02.783461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:02.903185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:02.903299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:02.903336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:02.903390] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:02.906615] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-11-28T20:15:02.906872] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-11-28T20:15:02.906988] [INFO ] [sig       ] AMZN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:03.042159] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMZN.txt
[2025-11-28T20:15:03.042284] [INFO ] [sig       ] [177/3606] Completed AMZN in 0.3s | 2.97 sym/s | Total: 59.5s | ETA: 19.2m
[2025-11-28T20:15:03.042322] [INFO ] [sig       ] [178/3606] Forecasting AMZZ...
[2025-11-28T20:15:03.042350] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-11-28T20:15:03.042379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-11-28T20:15:03.054471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-11-28T20:15:03.054815] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-11-28T20:15:03.055593] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-11-28T20:15:03.055655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:03.055688] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:03.055715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:03.055770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:03.113640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:03.114399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:03.114472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:03.114503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:03.233726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:03.233861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:03.233899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:03.233927] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:03.237106] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-11-28T20:15:03.237360] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-11-28T20:15:03.237475] [INFO ] [sig       ] AMZZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:03.374242] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMZZ.txt
[2025-11-28T20:15:03.374367] [INFO ] [sig       ] [178/3606] Completed AMZZ in 0.3s | 2.97 sym/s | Total: 59.8s | ETA: 19.2m
[2025-11-28T20:15:03.374405] [INFO ] [sig       ] [179/3606] Forecasting AN...
[2025-11-28T20:15:03.374434] [INFO ] [sig       ] Generating forecast for: AN
[2025-11-28T20:15:03.374463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-11-28T20:15:03.386022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-11-28T20:15:03.386305] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-11-28T20:15:03.387283] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-11-28T20:15:03.387333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:03.387364] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:03.387390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:03.387445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:03.444210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:03.444853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:03.444929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:03.444960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:03.566738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:03.566858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:03.566893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:03.566921] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:03.570232] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-11-28T20:15:03.570488] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-11-28T20:15:03.570622] [INFO ] [sig       ] AN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:03.706086] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AN.txt
[2025-11-28T20:15:03.706248] [INFO ] [sig       ] [179/3606] Completed AN in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-28T20:15:03.706287] [INFO ] [sig       ] [180/3606] Forecasting ANAB...
[2025-11-28T20:15:03.706314] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-11-28T20:15:03.706343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-11-28T20:15:03.717991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-11-28T20:15:03.718389] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-11-28T20:15:03.719216] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-11-28T20:15:03.719266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:03.719297] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:03.719322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:03.719377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:03.774824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:03.775765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:03.775851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:03.775882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:03.896589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:03.896739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:03.896778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:03.896805] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:03.900415] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-11-28T20:15:03.900748] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-11-28T20:15:03.900883] [INFO ] [sig       ] ANAB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:04.042752] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ANAB.txt
[2025-11-28T20:15:04.042911] [INFO ] [sig       ] [180/3606] Completed ANAB in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-28T20:15:04.042954] [INFO ] [sig       ] [181/3606] Forecasting ANDE...
[2025-11-28T20:15:04.042987] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-11-28T20:15:04.043026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-11-28T20:15:04.054392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-11-28T20:15:04.054729] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-11-28T20:15:04.055495] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-11-28T20:15:04.055544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:04.055599] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:04.055629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:04.055684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:04.109710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:04.110307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:04.110379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:04.110410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:04.234718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:04.234848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:04.234890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:04.234919] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:04.238561] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-11-28T20:15:04.238842] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-11-28T20:15:04.238987] [INFO ] [sig       ] ANDE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:04.374410] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ANDE.txt
[2025-11-28T20:15:04.374551] [INFO ] [sig       ] [181/3606] Completed ANDE in 0.3s | 2.98 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-28T20:15:04.374613] [INFO ] [sig       ] [182/3606] Forecasting ANF...
[2025-11-28T20:15:04.374645] [INFO ] [sig       ] Generating forecast for: ANF
[2025-11-28T20:15:04.374674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-11-28T20:15:04.385313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-11-28T20:15:04.385563] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-11-28T20:15:04.386320] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-11-28T20:15:04.386368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:04.386398] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:04.386424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:04.386478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:04.440930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:04.441672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:04.441749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:04.441781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:04.563800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:04.563947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:04.563989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:04.564015] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:04.567261] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-11-28T20:15:04.567528] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-11-28T20:15:04.567665] [INFO ] [sig       ] ANF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:04.702900] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ANF.txt
[2025-11-28T20:15:04.703030] [INFO ] [sig       ] [182/3606] Completed ANF in 0.3s | 2.98 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-28T20:15:04.703068] [INFO ] [sig       ] [183/3606] Forecasting ANGI...
[2025-11-28T20:15:04.703096] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-11-28T20:15:04.703125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-11-28T20:15:04.714094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-11-28T20:15:04.714396] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-11-28T20:15:04.715172] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-11-28T20:15:04.715221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:04.715251] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:04.715276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:04.715330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:04.770265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:04.771194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:04.771291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:04.771322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:04.887680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:04.887823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:04.887859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:04.887886] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:04.891120] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=68.25%)
[2025-11-28T20:15:04.891376] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-11-28T20:15:04.891514] [INFO ] [sig       ] ANGI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:05.026760] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ANGI.txt
[2025-11-28T20:15:05.026874] [INFO ] [sig       ] [183/3606] Completed ANGI in 0.3s | 2.98 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-28T20:15:05.026913] [INFO ] [sig       ] [184/3606] Forecasting ANGL...
[2025-11-28T20:15:05.026945] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-11-28T20:15:05.026973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-11-28T20:15:05.038906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-11-28T20:15:05.039302] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-11-28T20:15:05.040161] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-11-28T20:15:05.040212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:05.040243] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:05.040270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:05.040329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:05.094757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:05.095702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:05.095821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:05.095854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:05.224777] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:05.224930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:05.224970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:05.225006] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:05.228507] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-11-28T20:15:05.228809] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-11-28T20:15:05.228937] [INFO ] [sig       ] ANGL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:05.367323] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ANGL.txt
[2025-11-28T20:15:05.367492] [INFO ] [sig       ] [184/3606] Completed ANGL in 0.3s | 2.98 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-28T20:15:05.367532] [INFO ] [sig       ] [185/3606] Forecasting ANGO...
[2025-11-28T20:15:05.367561] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-11-28T20:15:05.367609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-11-28T20:15:05.379636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-11-28T20:15:05.379992] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-11-28T20:15:05.380791] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-11-28T20:15:05.380840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:05.380870] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:05.380896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:05.380951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:05.436196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:05.436965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:05.437047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:05.437080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:05.558586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:05.558729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:05.558785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:05.558815] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:05.562164] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-11-28T20:15:05.562452] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-11-28T20:15:05.562599] [INFO ] [sig       ] ANGO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:05.706823] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ANGO.txt
[2025-11-28T20:15:05.706981] [INFO ] [sig       ] [185/3606] Completed ANGO in 0.3s | 2.98 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-28T20:15:05.707023] [INFO ] [sig       ] [186/3606] Forecasting ANIK...
[2025-11-28T20:15:05.707052] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-11-28T20:15:05.707081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-11-28T20:15:05.718860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-11-28T20:15:05.719241] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-11-28T20:15:05.720015] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-11-28T20:15:05.720063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:05.720094] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:05.720120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:05.720175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:05.777131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:05.777987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:05.778103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:05.778139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:05.898911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:05.899065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:05.899104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:05.899133] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:05.902649] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-11-28T20:15:05.902974] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-11-28T20:15:05.903107] [INFO ] [sig       ] ANIK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:06.041753] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ANIK.txt
[2025-11-28T20:15:06.041907] [INFO ] [sig       ] [186/3606] Completed ANIK in 0.3s | 2.98 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-28T20:15:06.041947] [INFO ] [sig       ] [187/3606] Forecasting ANIP...
[2025-11-28T20:15:06.041975] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-11-28T20:15:06.042005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-11-28T20:15:06.053362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-11-28T20:15:06.053774] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-11-28T20:15:06.054601] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-11-28T20:15:06.054653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:06.054693] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:06.054719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:06.054776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:06.112104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:06.112929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:06.113027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:06.113060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:06.242040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:06.242190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:06.242227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:06.242255] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:06.245701] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-11-28T20:15:06.246006] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-11-28T20:15:06.246144] [INFO ] [sig       ] ANIP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:06.386932] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ANIP.txt
[2025-11-28T20:15:06.387129] [INFO ] [sig       ] [187/3606] Completed ANIP in 0.3s | 2.98 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-28T20:15:06.387170] [INFO ] [sig       ] [188/3606] Forecasting ANIX...
[2025-11-28T20:15:06.387198] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-11-28T20:15:06.387226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-11-28T20:15:06.398627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-11-28T20:15:06.399001] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-11-28T20:15:06.399882] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-11-28T20:15:06.399950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:06.399989] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:06.400023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:06.400091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:06.456274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:06.457112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:06.457189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:06.457221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:06.575043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:06.575185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:06.575222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:06.575250] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:06.578533] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-11-28T20:15:06.578820] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-11-28T20:15:06.578948] [INFO ] [sig       ] ANIX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:06.717190] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ANIX.txt
[2025-11-28T20:15:06.717343] [INFO ] [sig       ] [188/3606] Completed ANIX in 0.3s | 2.98 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:06.717385] [INFO ] [sig       ] [189/3606] Forecasting ANNX...
[2025-11-28T20:15:06.717413] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-11-28T20:15:06.717443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-11-28T20:15:06.728554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-11-28T20:15:06.728949] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-11-28T20:15:06.729768] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-11-28T20:15:06.729819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:06.729863] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:06.729891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:06.729947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:06.784427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:06.785244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:06.785320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:06.785351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:06.902758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:06.902899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:06.902936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:06.902964] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:06.906232] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=40.59%)
[2025-11-28T20:15:06.906524] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-11-28T20:15:06.906668] [INFO ] [sig       ] ANNX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:07.045308] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ANNX.txt
[2025-11-28T20:15:07.045459] [INFO ] [sig       ] [189/3606] Completed ANNX in 0.3s | 2.98 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:07.045501] [INFO ] [sig       ] [190/3606] Forecasting ANTX...
[2025-11-28T20:15:07.045531] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-11-28T20:15:07.045561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-11-28T20:15:07.057496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-11-28T20:15:07.057916] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-11-28T20:15:07.058794] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-11-28T20:15:07.058845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:07.058878] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:07.058905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:07.058973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:07.116283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:07.117109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:07.117189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:07.117222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:07.233907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:07.234065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:07.234109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:07.234138] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:07.237351] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=75.39%)
[2025-11-28T20:15:07.237634] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-11-28T20:15:07.237756] [INFO ] [sig       ] ANTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:07.382716] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ANTX.txt
[2025-11-28T20:15:07.382867] [INFO ] [sig       ] [190/3606] Completed ANTX in 0.3s | 2.98 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:07.382906] [INFO ] [sig       ] [191/3606] Forecasting ANVS...
[2025-11-28T20:15:07.382935] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-11-28T20:15:07.382964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-11-28T20:15:07.394081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-11-28T20:15:07.394371] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-11-28T20:15:07.395163] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-11-28T20:15:07.395214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:07.395271] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:07.395305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:07.395380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:07.451219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:07.451843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:07.451917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:07.451948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:07.570282] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:07.570420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:07.570457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:07.570484] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:07.573697] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=35.17%)
[2025-11-28T20:15:07.573955] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-11-28T20:15:07.574071] [INFO ] [sig       ] ANVS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:07.709209] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ANVS.txt
[2025-11-28T20:15:07.709326] [INFO ] [sig       ] [191/3606] Completed ANVS in 0.3s | 2.98 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:07.709364] [INFO ] [sig       ] [192/3606] Forecasting AOD...
[2025-11-28T20:15:07.709391] [INFO ] [sig       ] Generating forecast for: AOD
[2025-11-28T20:15:07.709420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-11-28T20:15:07.720643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-11-28T20:15:07.720938] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-11-28T20:15:07.721777] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-11-28T20:15:07.721827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:07.721858] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:07.721883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:07.721939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:07.777309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:07.777966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:07.778042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:07.778091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:07.899409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:07.899520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:07.899557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:07.899602] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:07.902856] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-11-28T20:15:07.903122] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-11-28T20:15:07.903239] [INFO ] [sig       ] AOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:08.041558] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AOD.txt
[2025-11-28T20:15:08.041701] [INFO ] [sig       ] [192/3606] Completed AOD in 0.3s | 2.98 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:08.041739] [INFO ] [sig       ] [193/3606] Forecasting AOHY...
[2025-11-28T20:15:08.041775] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-11-28T20:15:08.041805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-11-28T20:15:08.055489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-11-28T20:15:08.056068] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-11-28T20:15:08.057297] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-11-28T20:15:08.057363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:08.057413] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:08.057453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:08.057541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:08.126153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:08.127369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:08.127477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:08.127510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:08.250532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:08.250788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:08.250846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:08.250887] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:08.256209] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=82.73%)
[2025-11-28T20:15:08.256661] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-11-28T20:15:08.256846] [INFO ] [sig       ] AOHY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:08.420972] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AOHY.txt
[2025-11-28T20:15:08.421140] [INFO ] [sig       ] [193/3606] Completed AOHY in 0.4s | 2.97 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:08.421179] [INFO ] [sig       ] [194/3606] Forecasting AON...
[2025-11-28T20:15:08.421206] [INFO ] [sig       ] Generating forecast for: AON
[2025-11-28T20:15:08.421237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-11-28T20:15:08.432985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-11-28T20:15:08.433372] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-11-28T20:15:08.434158] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-11-28T20:15:08.434207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:08.434237] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:08.434262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:08.434316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:08.489467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:08.490304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:08.490383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:08.490415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:08.612104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:08.612240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:08.612278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:08.612333] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:08.615547] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=25.68%)
[2025-11-28T20:15:08.615847] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-11-28T20:15:08.615966] [INFO ] [sig       ] AON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:08.750387] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AON.txt
[2025-11-28T20:15:08.750504] [INFO ] [sig       ] [194/3606] Completed AON in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:08.750539] [INFO ] [sig       ] [195/3606] Forecasting AOS...
[2025-11-28T20:15:08.750567] [INFO ] [sig       ] Generating forecast for: AOS
[2025-11-28T20:15:08.750617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-11-28T20:15:08.762511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-11-28T20:15:08.762934] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-11-28T20:15:08.763781] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-11-28T20:15:08.763831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:08.763863] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:08.763889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:08.763946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:08.823549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:08.824537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:08.824639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:08.824674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:08.952233] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:08.952386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:08.952425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:08.952456] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:08.955908] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=20.20%)
[2025-11-28T20:15:08.956210] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-11-28T20:15:08.956338] [INFO ] [sig       ] AOS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:09.097211] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AOS.txt
[2025-11-28T20:15:09.097367] [INFO ] [sig       ] [195/3606] Completed AOS in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:09.097407] [INFO ] [sig       ] [196/3606] Forecasting AOSL...
[2025-11-28T20:15:09.097439] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-11-28T20:15:09.097468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-11-28T20:15:09.109176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-11-28T20:15:09.109566] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-11-28T20:15:09.110386] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-11-28T20:15:09.110435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:09.110467] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:09.110493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:09.110550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:09.166016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:09.166839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:09.166915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:09.166947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:09.284326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:09.284475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:09.284513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:09.284560] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:09.287933] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2025-11-28T20:15:09.288254] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-11-28T20:15:09.288381] [INFO ] [sig       ] AOSL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:09.422669] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AOSL.txt
[2025-11-28T20:15:09.422795] [INFO ] [sig       ] [196/3606] Completed AOSL in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:09.422832] [INFO ] [sig       ] [197/3606] Forecasting AP...
[2025-11-28T20:15:09.422860] [INFO ] [sig       ] Generating forecast for: AP
[2025-11-28T20:15:09.422890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-11-28T20:15:09.434840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-11-28T20:15:09.435275] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-11-28T20:15:09.436149] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-11-28T20:15:09.436202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:09.436234] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:09.436261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:09.436317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:09.493006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:09.493866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:09.493953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:09.493986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:09.613916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:09.614077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:09.614127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:09.614162] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:09.617600] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-11-28T20:15:09.617898] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-11-28T20:15:09.618033] [INFO ] [sig       ] AP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:09.755847] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AP.txt
[2025-11-28T20:15:09.755975] [INFO ] [sig       ] [197/3606] Completed AP in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:09.756014] [INFO ] [sig       ] [198/3606] Forecasting APA...
[2025-11-28T20:15:09.756041] [INFO ] [sig       ] Generating forecast for: APA
[2025-11-28T20:15:09.756071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-11-28T20:15:09.767622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-11-28T20:15:09.767915] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-11-28T20:15:09.768718] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-11-28T20:15:09.768769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:09.768800] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:09.768828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:09.768884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:09.824672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:09.825256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:09.825328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:09.825360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:09.945960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:09.946094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:09.946134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:09.946162] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:09.949399] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-11-28T20:15:09.949674] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-11-28T20:15:09.949790] [INFO ] [sig       ] APA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:10.094422] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APA.txt
[2025-11-28T20:15:10.094601] [INFO ] [sig       ] [198/3606] Completed APA in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:10.094643] [INFO ] [sig       ] [199/3606] Forecasting APAM...
[2025-11-28T20:15:10.094676] [INFO ] [sig       ] Generating forecast for: APAM
[2025-11-28T20:15:10.094707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-11-28T20:15:10.105529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-11-28T20:15:10.105829] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-11-28T20:15:10.106600] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-11-28T20:15:10.106653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:10.106684] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:10.106709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:10.106763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:10.161717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:10.162492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:10.162589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:10.162624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:10.285819] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:10.285963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:10.286005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:10.286041] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:10.289360] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=76.93%)
[2025-11-28T20:15:10.289648] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-11-28T20:15:10.289775] [INFO ] [sig       ] APAM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:10.428191] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APAM.txt
[2025-11-28T20:15:10.428323] [INFO ] [sig       ] [199/3606] Completed APAM in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:10.428363] [INFO ] [sig       ] [200/3606] Forecasting APD...
[2025-11-28T20:15:10.428392] [INFO ] [sig       ] Generating forecast for: APD
[2025-11-28T20:15:10.428422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-11-28T20:15:10.439497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-11-28T20:15:10.439800] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-11-28T20:15:10.440601] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-11-28T20:15:10.440651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:10.440681] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:10.440707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:10.440773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:10.496370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:10.496979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:10.497053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:10.497086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:10.624263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:10.624413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:10.624464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:10.624499] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:10.628870] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=37.72%)
[2025-11-28T20:15:10.629238] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-11-28T20:15:10.629404] [INFO ] [sig       ] APD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:10.770432] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APD.txt
[2025-11-28T20:15:10.770586] [INFO ] [sig       ] [200/3606] Completed APD in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:10.770627] [INFO ] [sig       ] [201/3606] Forecasting APEI...
[2025-11-28T20:15:10.770654] [INFO ] [sig       ] Generating forecast for: APEI
[2025-11-28T20:15:10.770683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-11-28T20:15:10.781798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-11-28T20:15:10.782082] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-11-28T20:15:10.782858] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-11-28T20:15:10.782907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:10.782937] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:10.782963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:10.783017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:10.839302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:10.839966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:10.840078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:10.840118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:10.961732] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:10.961861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:10.961899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:10.961928] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:10.965194] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-11-28T20:15:10.965457] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-11-28T20:15:10.965596] [INFO ] [sig       ] APEI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:11.112298] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APEI.txt
[2025-11-28T20:15:11.112431] [INFO ] [sig       ] [201/3606] Completed APEI in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:11.112471] [INFO ] [sig       ] [202/3606] Forecasting APG...
[2025-11-28T20:15:11.112501] [INFO ] [sig       ] Generating forecast for: APG
[2025-11-28T20:15:11.112531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-11-28T20:15:11.123129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-11-28T20:15:11.123396] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-11-28T20:15:11.124161] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-11-28T20:15:11.124220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:11.124251] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:11.124277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:11.124332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:11.179852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:11.180500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:11.180592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:11.180626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:11.302582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:11.302717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:11.302755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:11.302783] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:11.306257] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-11-28T20:15:11.306514] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-11-28T20:15:11.306650] [INFO ] [sig       ] APG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:11.442386] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APG.txt
[2025-11-28T20:15:11.442523] [INFO ] [sig       ] [202/3606] Completed APG in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:11.442561] [INFO ] [sig       ] [203/3606] Forecasting APH...
[2025-11-28T20:15:11.442611] [INFO ] [sig       ] Generating forecast for: APH
[2025-11-28T20:15:11.442642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-11-28T20:15:11.453696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-11-28T20:15:11.454002] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-11-28T20:15:11.454762] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-11-28T20:15:11.454811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:11.454841] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:11.454866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:11.454920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:11.509147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:11.509887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:11.509963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:11.509994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:11.628630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:11.628776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:11.628814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:11.628841] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:11.632090] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-11-28T20:15:11.632346] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-11-28T20:15:11.632462] [INFO ] [sig       ] APH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:11.767819] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APH.txt
[2025-11-28T20:15:11.767950] [INFO ] [sig       ] [203/3606] Completed APH in 0.3s | 2.98 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:11.767987] [INFO ] [sig       ] [204/3606] Forecasting API...
[2025-11-28T20:15:11.768015] [INFO ] [sig       ] Generating forecast for: API
[2025-11-28T20:15:11.768044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-11-28T20:15:11.778969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-11-28T20:15:11.779281] [INFO ] [FORECASTER] Starting predict_future for API
[2025-11-28T20:15:11.780039] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-11-28T20:15:11.780088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:11.780118] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:11.780144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:11.780200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:11.834711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:11.835330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:11.835405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:11.835436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:11.953194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:11.953344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:11.953383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:11.953412] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:11.956663] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2025-11-28T20:15:11.956927] [INFO ] [FORECASTER] Completed predict_future for API
[2025-11-28T20:15:11.957046] [INFO ] [sig       ] API: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:12.097518] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/API.txt
[2025-11-28T20:15:12.097697] [INFO ] [sig       ] [204/3606] Completed API in 0.3s | 2.98 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:12.097738] [INFO ] [sig       ] [205/3606] Forecasting APLD...
[2025-11-28T20:15:12.097768] [INFO ] [sig       ] Generating forecast for: APLD
[2025-11-28T20:15:12.097799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-11-28T20:15:12.109404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-11-28T20:15:12.109773] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-11-28T20:15:12.110736] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-11-28T20:15:12.110786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:12.110818] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:12.110844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:12.110900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:12.169811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:12.170490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:12.170567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:12.170618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:12.291990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:12.292142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:12.292182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:12.292211] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:12.295724] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-11-28T20:15:12.296007] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-11-28T20:15:12.296156] [INFO ] [sig       ] APLD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:12.437005] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APLD.txt
[2025-11-28T20:15:12.437139] [INFO ] [sig       ] [205/3606] Completed APLD in 0.3s | 2.98 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-28T20:15:12.437184] [INFO ] [sig       ] [206/3606] Forecasting APLE...
[2025-11-28T20:15:12.437214] [INFO ] [sig       ] Generating forecast for: APLE
[2025-11-28T20:15:12.437243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-11-28T20:15:12.448810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-11-28T20:15:12.449187] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-11-28T20:15:12.449983] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-11-28T20:15:12.450030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:12.450061] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:12.450091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:12.450147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:12.504322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:12.505151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:12.505228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:12.505260] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:12.623702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:12.623850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:12.623888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:12.623916] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:12.627128] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-11-28T20:15:12.627404] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-11-28T20:15:12.627530] [INFO ] [sig       ] APLE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:12.763665] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APLE.txt
[2025-11-28T20:15:12.763793] [INFO ] [sig       ] [206/3606] Completed APLE in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:12.763831] [INFO ] [sig       ] [207/3606] Forecasting APLS...
[2025-11-28T20:15:12.763860] [INFO ] [sig       ] Generating forecast for: APLS
[2025-11-28T20:15:12.763889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-11-28T20:15:12.775162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-11-28T20:15:12.775464] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-11-28T20:15:12.776237] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-11-28T20:15:12.776285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:12.776316] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:12.776342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:12.776397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:12.831242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:12.831860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:12.831935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:12.831967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:12.955554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:12.955722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:12.955760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:12.955788] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:12.959072] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-11-28T20:15:12.959376] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-11-28T20:15:12.959493] [INFO ] [sig       ] APLS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:13.095125] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APLS.txt
[2025-11-28T20:15:13.095251] [INFO ] [sig       ] [207/3606] Completed APLS in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:13.095289] [INFO ] [sig       ] [208/3606] Forecasting APM...
[2025-11-28T20:15:13.095318] [INFO ] [sig       ] Generating forecast for: APM
[2025-11-28T20:15:13.095347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-11-28T20:15:13.105891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-11-28T20:15:13.106164] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-11-28T20:15:13.106939] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-11-28T20:15:13.106986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:13.107039] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:13.107065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:13.107125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:13.162284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:13.162905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:13.162978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:13.163009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:13.277882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:13.278026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:13.278089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:13.278121] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:13.281485] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=15.38%)
[2025-11-28T20:15:13.281771] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-11-28T20:15:13.281895] [INFO ] [sig       ] APM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:13.424622] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APM.txt
[2025-11-28T20:15:13.424754] [INFO ] [sig       ] [208/3606] Completed APM in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:13.424792] [INFO ] [sig       ] [209/3606] Forecasting APO...
[2025-11-28T20:15:13.424820] [INFO ] [sig       ] Generating forecast for: APO
[2025-11-28T20:15:13.424850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-11-28T20:15:13.436707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-11-28T20:15:13.437013] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-11-28T20:15:13.437814] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-11-28T20:15:13.437863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:13.437893] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:13.437919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:13.437973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:13.493106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:13.493773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:13.493849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:13.493881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:13.614194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:13.614335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:13.614391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:13.614420] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:13.617627] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=75.65%)
[2025-11-28T20:15:13.617891] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-11-28T20:15:13.618009] [INFO ] [sig       ] APO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:13.753715] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APO.txt
[2025-11-28T20:15:13.753845] [INFO ] [sig       ] [209/3606] Completed APO in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:13.753884] [INFO ] [sig       ] [210/3606] Forecasting APOG...
[2025-11-28T20:15:13.753912] [INFO ] [sig       ] Generating forecast for: APOG
[2025-11-28T20:15:13.753941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-11-28T20:15:13.765208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-11-28T20:15:13.765498] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-11-28T20:15:13.766271] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-11-28T20:15:13.766318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:13.766349] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:13.766374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:13.766428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:13.822627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:13.823236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:13.823309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:13.823340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:13.945372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:13.945526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:13.945564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:13.945612] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:13.948918] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=42.66%)
[2025-11-28T20:15:13.949229] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-11-28T20:15:13.949361] [INFO ] [sig       ] APOG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:14.084895] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APOG.txt
[2025-11-28T20:15:14.085017] [INFO ] [sig       ] [210/3606] Completed APOG in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:14.085054] [INFO ] [sig       ] [211/3606] Forecasting APOS...
[2025-11-28T20:15:14.085081] [INFO ] [sig       ] Generating forecast for: APOS
[2025-11-28T20:15:14.085113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-11-28T20:15:14.095849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOS'.
[2025-11-28T20:15:14.096103] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-11-28T20:15:14.096896] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-11-28T20:15:14.096944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:14.096973] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:14.096997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:14.097050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:14.151328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:14.151926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:14.151999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:14.152029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:14.274500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:14.274662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:14.274701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:14.274767] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:14.278164] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-11-28T20:15:14.278425] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-11-28T20:15:14.278547] [INFO ] [sig       ] APOS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:14.417115] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APOS.txt
[2025-11-28T20:15:14.417262] [INFO ] [sig       ] [211/3606] Completed APOS in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:14.417300] [INFO ] [sig       ] [212/3606] Forecasting APP...
[2025-11-28T20:15:14.417329] [INFO ] [sig       ] Generating forecast for: APP
[2025-11-28T20:15:14.417359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-11-28T20:15:14.428372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-11-28T20:15:14.428659] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-11-28T20:15:14.429399] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-11-28T20:15:14.429448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:14.429478] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:14.429503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:14.429557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:14.485932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:14.486569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:14.486661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:14.486694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:14.602810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:14.602942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:14.602979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:14.603007] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:14.606172] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2025-11-28T20:15:14.606431] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-11-28T20:15:14.606546] [INFO ] [sig       ] APP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:14.742383] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APP.txt
[2025-11-28T20:15:14.742499] [INFO ] [sig       ] [212/3606] Completed APP in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:14.742535] [INFO ] [sig       ] [213/3606] Forecasting APPF...
[2025-11-28T20:15:14.742564] [INFO ] [sig       ] Generating forecast for: APPF
[2025-11-28T20:15:14.742612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-11-28T20:15:14.753770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-11-28T20:15:14.754067] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-11-28T20:15:14.754851] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-11-28T20:15:14.754900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:14.754941] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:14.754967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:14.755022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:14.811136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:14.811748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:14.811819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:14.811851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:14.928362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:14.928490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:14.928527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:14.928554] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:14.931760] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=38.02%)
[2025-11-28T20:15:14.932023] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-11-28T20:15:14.932139] [INFO ] [sig       ] APPF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:15.067852] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APPF.txt
[2025-11-28T20:15:15.068025] [INFO ] [sig       ] [213/3606] Completed APPF in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:15.068082] [INFO ] [sig       ] [214/3606] Forecasting APPN...
[2025-11-28T20:15:15.068113] [INFO ] [sig       ] Generating forecast for: APPN
[2025-11-28T20:15:15.068148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-11-28T20:15:15.079566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-11-28T20:15:15.079888] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-11-28T20:15:15.080655] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-11-28T20:15:15.080703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:15.080733] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:15.080759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:15.080813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:15.136569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:15.137179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:15.137254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:15.137285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:15.255890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:15.256022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:15.256059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:15.256086] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:15.259372] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-11-28T20:15:15.259658] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-11-28T20:15:15.259776] [INFO ] [sig       ] APPN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:15.408192] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APPN.txt
[2025-11-28T20:15:15.408358] [INFO ] [sig       ] [214/3606] Completed APPN in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:15.408398] [INFO ] [sig       ] [215/3606] Forecasting APPS...
[2025-11-28T20:15:15.408427] [INFO ] [sig       ] Generating forecast for: APPS
[2025-11-28T20:15:15.408459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-11-28T20:15:15.420213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-11-28T20:15:15.420540] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-11-28T20:15:15.421363] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-11-28T20:15:15.421414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:15.421444] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:15.421470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:15.421526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:15.477090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:15.477736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:15.477813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:15.477845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:15.599182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:15.599338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:15.599377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:15.599407] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:15.602841] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=49.75%)
[2025-11-28T20:15:15.603140] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-11-28T20:15:15.603268] [INFO ] [sig       ] APPS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:15.744291] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APPS.txt
[2025-11-28T20:15:15.744444] [INFO ] [sig       ] [215/3606] Completed APPS in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:15.744483] [INFO ] [sig       ] [216/3606] Forecasting APVO...
[2025-11-28T20:15:15.744514] [INFO ] [sig       ] Generating forecast for: APVO
[2025-11-28T20:15:15.744545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-11-28T20:15:15.755982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-11-28T20:15:15.756261] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-11-28T20:15:15.757022] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-11-28T20:15:15.757071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:15.757101] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:15.757126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:15.757180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:15.813855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:15.814490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:15.814568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:15.814619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:15.929330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:15.929467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:15.929505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:15.929532] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:15.932802] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-11-28T20:15:15.933114] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-11-28T20:15:15.933246] [INFO ] [sig       ] APVO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:16.071123] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APVO.txt
[2025-11-28T20:15:16.071248] [INFO ] [sig       ] [216/3606] Completed APVO in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:16.071285] [INFO ] [sig       ] [217/3606] Forecasting APYX...
[2025-11-28T20:15:16.071321] [INFO ] [sig       ] Generating forecast for: APYX
[2025-11-28T20:15:16.071352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-11-28T20:15:16.082600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-11-28T20:15:16.082921] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-11-28T20:15:16.083734] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-11-28T20:15:16.083784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:16.083816] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:16.083842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:16.083898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:16.141535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:16.142369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:16.142448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:16.142482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:16.253302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:16.253446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:16.253483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:16.253510] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:16.256855] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-11-28T20:15:16.257111] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-11-28T20:15:16.257225] [INFO ] [sig       ] APYX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:16.398286] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APYX.txt
[2025-11-28T20:15:16.398450] [INFO ] [sig       ] [217/3606] Completed APYX in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:16.398490] [INFO ] [sig       ] [218/3606] Forecasting AQMS...
[2025-11-28T20:15:16.398521] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-11-28T20:15:16.398552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-11-28T20:15:16.411632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-11-28T20:15:16.412084] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-11-28T20:15:16.413138] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-11-28T20:15:16.413203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:16.413249] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:16.413294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:16.413380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:16.476495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:16.477266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:16.477368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:16.477400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:16.587988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:16.588148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:16.588189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:16.588218] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:16.591458] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-11-28T20:15:16.591747] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-11-28T20:15:16.591878] [INFO ] [sig       ] AQMS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:16.726859] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AQMS.txt
[2025-11-28T20:15:16.726984] [INFO ] [sig       ] [218/3606] Completed AQMS in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:16.727021] [INFO ] [sig       ] [219/3606] Forecasting AQN...
[2025-11-28T20:15:16.727050] [INFO ] [sig       ] Generating forecast for: AQN
[2025-11-28T20:15:16.727079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-11-28T20:15:16.737932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-11-28T20:15:16.738228] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-11-28T20:15:16.738994] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-11-28T20:15:16.739043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:16.739073] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:16.739099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:16.739158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:16.794110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:16.794881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:16.794958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:16.794989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:16.912220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:16.912353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:16.912391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:16.912419] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:16.915606] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-11-28T20:15:16.915863] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-11-28T20:15:16.915980] [INFO ] [sig       ] AQN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:17.052967] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AQN.txt
[2025-11-28T20:15:17.053089] [INFO ] [sig       ] [219/3606] Completed AQN in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-28T20:15:17.053127] [INFO ] [sig       ] [220/3606] Forecasting AQNB...
[2025-11-28T20:15:17.053154] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-11-28T20:15:17.053182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-11-28T20:15:17.063760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-11-28T20:15:17.064058] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-11-28T20:15:17.064845] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-11-28T20:15:17.064894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:17.064925] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:17.064950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:17.065006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:17.120228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:17.120831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:17.120906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:17.120937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:17.226216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:17.226343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:17.226379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:17.226423] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:17.229634] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=60.91%)
[2025-11-28T20:15:17.229891] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-11-28T20:15:17.230010] [INFO ] [sig       ] AQNB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:17.366073] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AQNB.txt
[2025-11-28T20:15:17.366223] [INFO ] [sig       ] [220/3606] Completed AQNB in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-28T20:15:17.366264] [INFO ] [sig       ] [221/3606] Forecasting ARBB...
[2025-11-28T20:15:17.366291] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-11-28T20:15:17.366319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-11-28T20:15:17.377331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-11-28T20:15:17.377693] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-11-28T20:15:17.378475] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-11-28T20:15:17.378524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:17.378554] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:17.378603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:17.378660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:17.435460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:17.436327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:17.436410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:17.436441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:17.553039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:17.553179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:17.553216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:17.553244] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:17.556417] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-11-28T20:15:17.556690] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-11-28T20:15:17.556806] [INFO ] [sig       ] ARBB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:17.691016] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARBB.txt
[2025-11-28T20:15:17.691154] [INFO ] [sig       ] [221/3606] Completed ARBB in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-28T20:15:17.691193] [INFO ] [sig       ] [222/3606] Forecasting ARBE...
[2025-11-28T20:15:17.691220] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-11-28T20:15:17.691249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-11-28T20:15:17.702014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-11-28T20:15:17.702294] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-11-28T20:15:17.703046] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-11-28T20:15:17.703094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:17.703125] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:17.703150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:17.703206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:17.757762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:17.758383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:17.758472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:17.758504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:17.878982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:17.879098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:17.879135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:17.879162] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:17.882358] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-11-28T20:15:17.882629] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-11-28T20:15:17.882746] [INFO ] [sig       ] ARBE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:18.018028] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARBE.txt
[2025-11-28T20:15:18.018166] [INFO ] [sig       ] [222/3606] Completed ARBE in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-28T20:15:18.018204] [INFO ] [sig       ] [223/3606] Forecasting ARCB...
[2025-11-28T20:15:18.018232] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-11-28T20:15:18.018260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-11-28T20:15:18.029296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-11-28T20:15:18.029591] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-11-28T20:15:18.030338] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-11-28T20:15:18.030386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:18.030416] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:18.030442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:18.030496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:18.085102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:18.085952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:18.086032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:18.086064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:18.208183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:18.208337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:18.208375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:18.208402] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:18.211631] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-11-28T20:15:18.211896] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-11-28T20:15:18.212021] [INFO ] [sig       ] ARCB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:18.349690] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARCB.txt
[2025-11-28T20:15:18.349845] [INFO ] [sig       ] [223/3606] Completed ARCB in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-28T20:15:18.349886] [INFO ] [sig       ] [224/3606] Forecasting ARCC...
[2025-11-28T20:15:18.349915] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-11-28T20:15:18.349944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-11-28T20:15:18.361274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-11-28T20:15:18.361653] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-11-28T20:15:18.362404] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-11-28T20:15:18.362452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:18.362483] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:18.362520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:18.362598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:18.418217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:18.419069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:18.419148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:18.419182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:18.537711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:18.537855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:18.537894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:18.537924] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:18.541300] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-11-28T20:15:18.541567] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-11-28T20:15:18.541714] [INFO ] [sig       ] ARCC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:18.679657] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARCC.txt
[2025-11-28T20:15:18.679808] [INFO ] [sig       ] [224/3606] Completed ARCC in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-28T20:15:18.679849] [INFO ] [sig       ] [225/3606] Forecasting ARCO...
[2025-11-28T20:15:18.679877] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-11-28T20:15:18.679905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-11-28T20:15:18.690723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-11-28T20:15:18.690981] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-11-28T20:15:18.691730] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-11-28T20:15:18.691779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:18.691832] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:18.691860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:18.691915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:18.746736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:18.747464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:18.747541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:18.747587] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:18.861609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:18.861748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:18.861786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:18.861814] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:18.864991] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-11-28T20:15:18.865247] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-11-28T20:15:18.865362] [INFO ] [sig       ] ARCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:18.999661] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ARCO.txt
[2025-11-28T20:15:18.999786] [INFO ] [sig       ] [225/3606] Completed ARCO in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-28T20:15:18.999827] [INFO ] [sig       ] [226/3606] Forecasting ARDC...
[2025-11-28T20:15:18.999856] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-11-28T20:15:18.999886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-11-28T20:15:19.011040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-11-28T20:15:19.011322] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-11-28T20:15:19.012127] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-11-28T20:15:19.012177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:19.012207] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:19.012234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:19.012289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:19.066809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:19.067393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:19.067465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:19.067496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:19.179639] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:19.179771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:19.179809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:19.179836] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:19.183031] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-11-28T20:15:19.183286] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-11-28T20:15:19.183404] [INFO ] [sig       ] ARDC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:19.317470] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARDC.txt
[2025-11-28T20:15:19.317601] [INFO ] [sig       ] [226/3606] Completed ARDC in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-28T20:15:19.317642] [INFO ] [sig       ] [227/3606] Forecasting ARDX...
[2025-11-28T20:15:19.317669] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-11-28T20:15:19.317699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-11-28T20:15:19.329288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-11-28T20:15:19.329559] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-11-28T20:15:19.330323] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-11-28T20:15:19.330372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:19.330404] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:19.330431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:19.330487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:19.386031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:19.386788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:19.386865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:19.386898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:19.508411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:19.508550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:19.508604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:19.508633] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:19.511795] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-11-28T20:15:19.512048] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-11-28T20:15:19.512165] [INFO ] [sig       ] ARDX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:19.650298] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ARDX.txt
[2025-11-28T20:15:19.650431] [INFO ] [sig       ] [227/3606] Completed ARDX in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-28T20:15:19.650468] [INFO ] [sig       ] [228/3606] Forecasting ARE...
[2025-11-28T20:15:19.650495] [INFO ] [sig       ] Generating forecast for: ARE
[2025-11-28T20:15:19.650531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-11-28T20:15:19.661929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-11-28T20:15:19.662203] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-11-28T20:15:19.663037] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-11-28T20:15:19.663087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:19.663118] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:19.663144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:19.663201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:19.721460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:19.722153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:19.722229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:19.722261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:19.844285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:19.844411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:19.844447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:19.844505] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:19.847742] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-11-28T20:15:19.848021] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-11-28T20:15:19.848186] [INFO ] [sig       ] ARE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:19.983032] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARE.txt
[2025-11-28T20:15:19.983160] [INFO ] [sig       ] [228/3606] Completed ARE in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-28T20:15:19.983198] [INFO ] [sig       ] [229/3606] Forecasting AREC...
[2025-11-28T20:15:19.983225] [INFO ] [sig       ] Generating forecast for: AREC
[2025-11-28T20:15:19.983254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-11-28T20:15:19.994362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-11-28T20:15:19.994705] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-11-28T20:15:19.995474] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-11-28T20:15:19.995523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:19.995555] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:19.995612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:19.995677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:20.049769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:20.050540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:20.050633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:20.050665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:20.170442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:20.170600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:20.170637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:20.170665] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:20.173835] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-11-28T20:15:20.174087] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-11-28T20:15:20.174202] [INFO ] [sig       ] AREC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:20.309252] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AREC.txt
[2025-11-28T20:15:20.309390] [INFO ] [sig       ] [229/3606] Completed AREC in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-28T20:15:20.309428] [INFO ] [sig       ] [230/3606] Forecasting ARES...
[2025-11-28T20:15:20.309645] [INFO ] [sig       ] Generating forecast for: ARES
[2025-11-28T20:15:20.309677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-11-28T20:15:20.324261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-11-28T20:15:20.324925] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-11-28T20:15:20.325968] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-11-28T20:15:20.326026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:20.326060] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:20.326085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:20.326144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:20.384769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:20.386005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:20.386102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:20.386135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:20.513956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:20.514114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:20.514154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:20.514182] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:20.517496] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=32.00%)
[2025-11-28T20:15:20.517791] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-11-28T20:15:20.517915] [INFO ] [sig       ] ARES: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:20.658831] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ARES.txt
[2025-11-28T20:15:20.658992] [INFO ] [sig       ] [230/3606] Completed ARES in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-28T20:15:20.659040] [INFO ] [sig       ] [231/3606] Forecasting ARGX...
[2025-11-28T20:15:20.659076] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-11-28T20:15:20.659113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-11-28T20:15:20.671056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-11-28T20:15:20.671369] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-11-28T20:15:20.672172] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-11-28T20:15:20.672224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:20.672264] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:20.672300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:20.672356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:20.728964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:20.729632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:20.729711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:20.729744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:20.857348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:20.857497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:20.857535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:20.857562] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:20.860878] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-11-28T20:15:20.861142] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-11-28T20:15:20.861267] [INFO ] [sig       ] ARGX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:20.998930] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARGX.txt
[2025-11-28T20:15:20.999091] [INFO ] [sig       ] [231/3606] Completed ARGX in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-28T20:15:20.999133] [INFO ] [sig       ] [232/3606] Forecasting ARHS...
[2025-11-28T20:15:20.999163] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-11-28T20:15:20.999194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-11-28T20:15:21.010326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-11-28T20:15:21.010639] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-11-28T20:15:21.011410] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-11-28T20:15:21.011459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:21.011490] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:21.011516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:21.011588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:21.068002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:21.068762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:21.068840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:21.068871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:21.188523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:21.188686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:21.188724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:21.188752] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:21.191944] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=23.51%)
[2025-11-28T20:15:21.192200] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-11-28T20:15:21.192318] [INFO ] [sig       ] ARHS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:21.328943] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ARHS.txt
[2025-11-28T20:15:21.329071] [INFO ] [sig       ] [232/3606] Completed ARHS in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-28T20:15:21.329110] [INFO ] [sig       ] [233/3606] Forecasting ARI...
[2025-11-28T20:15:21.329137] [INFO ] [sig       ] Generating forecast for: ARI
[2025-11-28T20:15:21.329166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-11-28T20:15:21.344069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-11-28T20:15:21.344512] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-11-28T20:15:21.345547] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-11-28T20:15:21.345630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:21.345672] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:21.345707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:21.345789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:21.404498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:21.405378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:21.405458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:21.405491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:21.528624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:21.528785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:21.528824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:21.528851] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:21.532348] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=33.29%)
[2025-11-28T20:15:21.532682] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-11-28T20:15:21.532818] [INFO ] [sig       ] ARI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:21.675105] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ARI.txt
[2025-11-28T20:15:21.675268] [INFO ] [sig       ] [233/3606] Completed ARI in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-28T20:15:21.675310] [INFO ] [sig       ] [234/3606] Forecasting ARKO...
[2025-11-28T20:15:21.675339] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-11-28T20:15:21.675368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-11-28T20:15:21.690657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-11-28T20:15:21.691044] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-11-28T20:15:21.691972] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-11-28T20:15:21.692029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:21.692066] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:21.692101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:21.692178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:21.751113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:21.752000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:21.752085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:21.752118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:21.873399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:21.873551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:21.873615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:21.873645] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:21.876853] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=11.96%)
[2025-11-28T20:15:21.877116] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-11-28T20:15:21.877237] [INFO ] [sig       ] ARKO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:22.016682] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ARKO.txt
[2025-11-28T20:15:22.016845] [INFO ] [sig       ] [234/3606] Completed ARKO in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-28T20:15:22.016883] [INFO ] [sig       ] [235/3606] Forecasting ARLO...
[2025-11-28T20:15:22.016913] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-11-28T20:15:22.016942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-11-28T20:15:22.029499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-11-28T20:15:22.029853] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-11-28T20:15:22.030680] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-11-28T20:15:22.030730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:22.030761] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:22.030788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:22.030856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:22.086103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:22.086886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:22.086995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:22.087028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:22.207100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:22.207246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:22.207287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:22.207315] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:22.210625] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=49.37%)
[2025-11-28T20:15:22.210896] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-11-28T20:15:22.211022] [INFO ] [sig       ] ARLO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:22.346118] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ARLO.txt
[2025-11-28T20:15:22.346258] [INFO ] [sig       ] [235/3606] Completed ARLO in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-28T20:15:22.346297] [INFO ] [sig       ] [236/3606] Forecasting ARLP...
[2025-11-28T20:15:22.346325] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-11-28T20:15:22.346354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-11-28T20:15:22.358704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-11-28T20:15:22.359094] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-11-28T20:15:22.359876] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-11-28T20:15:22.359925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:22.359955] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:22.359981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:22.360035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:22.415078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:22.415955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:22.416034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:22.416066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:22.533432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:22.533587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:22.533629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:22.533657] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:22.536916] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=90.84%)
[2025-11-28T20:15:22.537173] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-11-28T20:15:22.537286] [INFO ] [sig       ] ARLP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:22.675091] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARLP.txt
[2025-11-28T20:15:22.675224] [INFO ] [sig       ] [236/3606] Completed ARLP in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-28T20:15:22.675262] [INFO ] [sig       ] [237/3606] Forecasting ARM...
[2025-11-28T20:15:22.675290] [INFO ] [sig       ] Generating forecast for: ARM
[2025-11-28T20:15:22.675319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-11-28T20:15:22.687369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-11-28T20:15:22.687737] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-11-28T20:15:22.688550] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-11-28T20:15:22.688628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:22.688660] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:22.688686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:22.688740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:22.743031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:22.743731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:22.743810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:22.743841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:22.865298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:22.865444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:22.865481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:22.865508] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:22.868770] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-11-28T20:15:22.869028] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-11-28T20:15:22.869146] [INFO ] [sig       ] ARM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:23.004030] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARM.txt
[2025-11-28T20:15:23.004167] [INFO ] [sig       ] [237/3606] Completed ARM in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-28T20:15:23.004204] [INFO ] [sig       ] [238/3606] Forecasting ARMK...
[2025-11-28T20:15:23.004233] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-11-28T20:15:23.004262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-11-28T20:15:23.015539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-11-28T20:15:23.015876] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-11-28T20:15:23.016681] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-11-28T20:15:23.016730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:23.016760] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:23.016785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:23.016838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:23.071713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:23.072410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:23.072490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:23.072522] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:23.198497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:23.198655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:23.198693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:23.198722] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:23.201975] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=21.14%)
[2025-11-28T20:15:23.202233] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-11-28T20:15:23.202347] [INFO ] [sig       ] ARMK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:23.342122] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ARMK.txt
[2025-11-28T20:15:23.342274] [INFO ] [sig       ] [238/3606] Completed ARMK in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-28T20:15:23.342313] [INFO ] [sig       ] [239/3606] Forecasting AROC...
[2025-11-28T20:15:23.342341] [INFO ] [sig       ] Generating forecast for: AROC
[2025-11-28T20:15:23.342369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-11-28T20:15:23.353492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-11-28T20:15:23.353861] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-11-28T20:15:23.354648] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-11-28T20:15:23.354698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:23.354728] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:23.354753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:23.354807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:23.409675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:23.410327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:23.410414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:23.410452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:23.527052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:23.527170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:23.527208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:23.527237] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:23.530524] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=78.63%)
[2025-11-28T20:15:23.530801] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-11-28T20:15:23.530919] [INFO ] [sig       ] AROC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:23.669037] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AROC.txt
[2025-11-28T20:15:23.669158] [INFO ] [sig       ] [239/3606] Completed AROC in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-28T20:15:23.669196] [INFO ] [sig       ] [240/3606] Forecasting ARQ...
[2025-11-28T20:15:23.669224] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-11-28T20:15:23.669253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-11-28T20:15:23.680986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-11-28T20:15:23.681302] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-11-28T20:15:23.682097] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-11-28T20:15:23.682146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:23.682176] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:23.682201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:23.682255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:23.736795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:23.737440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:23.737516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:23.737547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:23.852741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:23.852886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:23.852923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:23.852950] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:23.856145] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-11-28T20:15:23.856412] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-11-28T20:15:23.856529] [INFO ] [sig       ] ARQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:23.990888] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARQ.txt
[2025-11-28T20:15:23.991028] [INFO ] [sig       ] [240/3606] Completed ARQ in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-28T20:15:23.991066] [INFO ] [sig       ] [241/3606] Forecasting ARRY...
[2025-11-28T20:15:23.991095] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-11-28T20:15:23.991125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-11-28T20:15:24.002155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-11-28T20:15:24.002462] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-11-28T20:15:24.003220] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-11-28T20:15:24.003268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:24.003298] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:24.003324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:24.003383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:24.057842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:24.058677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:24.058758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:24.058790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:24.177675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:24.177822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:24.177859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:24.177886] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:24.181192] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=19.29%)
[2025-11-28T20:15:24.181459] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-11-28T20:15:24.181598] [INFO ] [sig       ] ARRY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:24.318379] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ARRY.txt
[2025-11-28T20:15:24.318498] [INFO ] [sig       ] [241/3606] Completed ARRY in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-28T20:15:24.318535] [INFO ] [sig       ] [242/3606] Forecasting ARTL...
[2025-11-28T20:15:24.318564] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-11-28T20:15:24.318611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-11-28T20:15:24.329647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-11-28T20:15:24.329976] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-11-28T20:15:24.330774] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-11-28T20:15:24.330827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:24.330884] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:24.330913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:24.330969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:24.387411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:24.388091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:24.388172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:24.388205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:24.502103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:24.502226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:24.502262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:24.502289] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:24.505498] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=18.50%)
[2025-11-28T20:15:24.505793] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-11-28T20:15:24.505911] [INFO ] [sig       ] ARTL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:24.643156] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ARTL.txt
[2025-11-28T20:15:24.643276] [INFO ] [sig       ] [242/3606] Completed ARTL in 0.3s | 2.98 sym/s | Total: 1.4m | ETA: 18.8m
[2025-11-28T20:15:24.643313] [INFO ] [sig       ] [243/3606] Forecasting ARTNA...
[2025-11-28T20:15:24.643341] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-11-28T20:15:24.643370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-11-28T20:15:24.654367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-11-28T20:15:24.654711] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-11-28T20:15:24.655520] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-11-28T20:15:24.655588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:24.655621] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:24.655647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:24.655701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:24.711598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:24.712290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:24.712370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:24.712401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:24.827224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:24.827352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:24.827391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:24.827419] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:24.830913] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2025-11-28T20:15:24.831195] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-11-28T20:15:24.831320] [INFO ] [sig       ] ARTNA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:24.971183] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARTNA.txt
[2025-11-28T20:15:24.971333] [INFO ] [sig       ] [243/3606] Completed ARTNA in 0.3s | 2.98 sym/s | Total: 1.4m | ETA: 18.8m
[2025-11-28T20:15:24.971370] [INFO ] [sig       ] [244/3606] Forecasting ARVN...
[2025-11-28T20:15:24.971399] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-11-28T20:15:24.971429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-11-28T20:15:24.982687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-11-28T20:15:24.983058] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-11-28T20:15:24.983845] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-11-28T20:15:24.983894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:24.983925] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:24.983951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:24.984006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:25.039040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:25.039863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:25.039941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:25.039972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:25.155295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:25.155458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:25.155497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:25.155525] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:25.158899] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=65.60%)
[2025-11-28T20:15:25.159220] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-11-28T20:15:25.159350] [INFO ] [sig       ] ARVN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:25.295248] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARVN.txt
[2025-11-28T20:15:25.295374] [INFO ] [sig       ] [244/3606] Completed ARVN in 0.3s | 2.98 sym/s | Total: 1.4m | ETA: 18.8m
[2025-11-28T20:15:25.295413] [INFO ] [sig       ] [245/3606] Forecasting ASA...
[2025-11-28T20:15:25.295440] [INFO ] [sig       ] Generating forecast for: ASA
[2025-11-28T20:15:25.295470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-11-28T20:15:25.306213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-11-28T20:15:25.306473] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-11-28T20:15:25.307246] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-11-28T20:15:25.307295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:25.307326] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:25.307352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:25.307407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:25.364821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:25.365415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:25.365489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:25.365520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:25.487403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:25.487507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:25.487547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:25.487638] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:25.490996] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-11-28T20:15:25.491266] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-11-28T20:15:25.491392] [INFO ] [sig       ] ASA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:25.628858] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASA.txt
[2025-11-28T20:15:25.628974] [INFO ] [sig       ] [245/3606] Completed ASA in 0.3s | 2.98 sym/s | Total: 1.4m | ETA: 18.8m
[2025-11-28T20:15:25.629013] [INFO ] [sig       ] [246/3606] Forecasting ASB...
[2025-11-28T20:15:25.629044] [INFO ] [sig       ] Generating forecast for: ASB
[2025-11-28T20:15:25.629075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-11-28T20:15:25.639788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-11-28T20:15:25.640055] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-11-28T20:15:25.640826] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-11-28T20:15:25.640875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:25.640906] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:25.640933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:25.640990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:25.696531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:25.697403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:25.697481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:25.697512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:25.816901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:25.817030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:25.817068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:25.817095] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:25.820324] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-11-28T20:15:25.820633] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-11-28T20:15:25.820749] [INFO ] [sig       ] ASB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:25.956609] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASB.txt
[2025-11-28T20:15:25.956728] [INFO ] [sig       ] [246/3606] Completed ASB in 0.3s | 2.98 sym/s | Total: 1.4m | ETA: 18.8m
[2025-11-28T20:15:25.956765] [INFO ] [sig       ] [247/3606] Forecasting ASBA...
[2025-11-28T20:15:25.956793] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-11-28T20:15:25.956821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-11-28T20:15:25.967890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-11-28T20:15:25.968224] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-11-28T20:15:25.969021] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-11-28T20:15:25.969072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:25.969102] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:25.969128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:25.969184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:26.024680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:26.025329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:26.025402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:26.025435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:26.134037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:26.134176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:26.134214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:26.134243] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:26.137534] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2025-11-28T20:15:26.137816] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-11-28T20:15:26.137938] [INFO ] [sig       ] ASBA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:26.274400] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASBA.txt
[2025-11-28T20:15:26.274508] [INFO ] [sig       ] [247/3606] Completed ASBA in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.8m
[2025-11-28T20:15:26.274544] [INFO ] [sig       ] [248/3606] Forecasting ASC...
[2025-11-28T20:15:26.274589] [INFO ] [sig       ] Generating forecast for: ASC
[2025-11-28T20:15:26.274622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-11-28T20:15:26.286058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-11-28T20:15:26.286330] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-11-28T20:15:26.287119] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-11-28T20:15:26.287168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:26.287209] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:26.287236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:26.287292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:26.359225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:26.360100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:26.360183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:26.360216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:26.474042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:26.474175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:26.474214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:26.474241] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:26.477461] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=59.80%)
[2025-11-28T20:15:26.477738] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-11-28T20:15:26.477855] [INFO ] [sig       ] ASC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:26.616139] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASC.txt
[2025-11-28T20:15:26.616283] [INFO ] [sig       ] [248/3606] Completed ASC in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:26.616323] [INFO ] [sig       ] [249/3606] Forecasting ASG...
[2025-11-28T20:15:26.616351] [INFO ] [sig       ] Generating forecast for: ASG
[2025-11-28T20:15:26.616380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-11-28T20:15:26.627504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-11-28T20:15:26.627798] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-11-28T20:15:26.628629] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-11-28T20:15:26.628680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:26.628711] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:26.628739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:26.628794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:26.684364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:26.685055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:26.685128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:26.685160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:26.805785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:26.805934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:26.805972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:26.805999] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:26.809236] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-11-28T20:15:26.809505] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-11-28T20:15:26.809642] [INFO ] [sig       ] ASG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:26.945345] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASG.txt
[2025-11-28T20:15:26.945498] [INFO ] [sig       ] [249/3606] Completed ASG in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:26.945539] [INFO ] [sig       ] [250/3606] Forecasting ASGI...
[2025-11-28T20:15:26.945568] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-11-28T20:15:26.945618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-11-28T20:15:26.960610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-11-28T20:15:26.961099] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-11-28T20:15:26.962067] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-11-28T20:15:26.962120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:26.962153] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:26.962180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:26.962236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:27.018862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:27.019823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:27.019912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:27.019946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:27.142446] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:27.142616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:27.142656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:27.142683] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:27.145952] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2025-11-28T20:15:27.146220] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-11-28T20:15:27.146342] [INFO ] [sig       ] ASGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:27.288643] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASGI.txt
[2025-11-28T20:15:27.288782] [INFO ] [sig       ] [250/3606] Completed ASGI in 0.3s | 2.98 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:27.288820] [INFO ] [sig       ] [251/3606] Forecasting ASGN...
[2025-11-28T20:15:27.288849] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-11-28T20:15:27.288877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-11-28T20:15:27.300928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-11-28T20:15:27.301233] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-11-28T20:15:27.302047] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-11-28T20:15:27.302097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:27.302129] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:27.302157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:27.302213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:27.358029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:27.358817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:27.358894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:27.358926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:27.474874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:27.475027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:27.475065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:27.475092] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:27.478354] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-11-28T20:15:27.478636] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-11-28T20:15:27.478756] [INFO ] [sig       ] ASGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:27.612632] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASGN.txt
[2025-11-28T20:15:27.612777] [INFO ] [sig       ] [251/3606] Completed ASGN in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:27.612824] [INFO ] [sig       ] [252/3606] Forecasting ASH...
[2025-11-28T20:15:27.612853] [INFO ] [sig       ] Generating forecast for: ASH
[2025-11-28T20:15:27.612882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-11-28T20:15:27.624684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-11-28T20:15:27.625011] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-11-28T20:15:27.625789] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-11-28T20:15:27.625838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:27.625869] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:27.625896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:27.625951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:27.681925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:27.682656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:27.682761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:27.682793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:27.801725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:27.801881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:27.801919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:27.801946] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:27.805193] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=74.86%)
[2025-11-28T20:15:27.805458] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-11-28T20:15:27.805596] [INFO ] [sig       ] ASH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:27.946875] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASH.txt
[2025-11-28T20:15:27.947022] [INFO ] [sig       ] [252/3606] Completed ASH in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:27.947063] [INFO ] [sig       ] [253/3606] Forecasting ASIX...
[2025-11-28T20:15:27.947095] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-11-28T20:15:27.947126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-11-28T20:15:27.958751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-11-28T20:15:27.959072] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-11-28T20:15:27.959854] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-11-28T20:15:27.959904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:27.959937] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:27.959964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:27.960021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:28.019369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:28.020186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:28.020276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:28.020310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:28.142875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:28.143032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:28.143072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:28.143103] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:28.146931] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-11-28T20:15:28.147205] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-11-28T20:15:28.147341] [INFO ] [sig       ] ASIX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:28.292390] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASIX.txt
[2025-11-28T20:15:28.292540] [INFO ] [sig       ] [253/3606] Completed ASIX in 0.3s | 2.98 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:28.292599] [INFO ] [sig       ] [254/3606] Forecasting ASLE...
[2025-11-28T20:15:28.292630] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-11-28T20:15:28.292661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-11-28T20:15:28.304204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-11-28T20:15:28.304515] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-11-28T20:15:28.305290] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-11-28T20:15:28.305339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:28.305370] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:28.305396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:28.305452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:28.365266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:28.366073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:28.366156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:28.366188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:28.492638] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:28.492806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:28.492865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:28.492910] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:28.496434] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-11-28T20:15:28.496735] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-11-28T20:15:28.496883] [INFO ] [sig       ] ASLE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:28.640155] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASLE.txt
[2025-11-28T20:15:28.640302] [INFO ] [sig       ] [254/3606] Completed ASLE in 0.3s | 2.98 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:28.640343] [INFO ] [sig       ] [255/3606] Forecasting ASMB...
[2025-11-28T20:15:28.640374] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-11-28T20:15:28.640405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-11-28T20:15:28.653253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-11-28T20:15:28.653647] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-11-28T20:15:28.654424] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-11-28T20:15:28.654473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:28.654503] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:28.654528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:28.654600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:28.709425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:28.710073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:28.710148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:28.710178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:28.831562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:28.831725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:28.831762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:28.831808] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:28.835037] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=17.07%)
[2025-11-28T20:15:28.835299] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-11-28T20:15:28.835417] [INFO ] [sig       ] ASMB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:28.969039] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASMB.txt
[2025-11-28T20:15:28.969203] [INFO ] [sig       ] [255/3606] Completed ASMB in 0.3s | 2.98 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:28.969242] [INFO ] [sig       ] [256/3606] Forecasting ASML...
[2025-11-28T20:15:28.969270] [INFO ] [sig       ] Generating forecast for: ASML
[2025-11-28T20:15:28.969298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-11-28T20:15:28.980092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-11-28T20:15:28.980386] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-11-28T20:15:28.981137] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-11-28T20:15:28.981184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:28.981214] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:28.981240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:28.981294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:29.035646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:29.036277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:29.036351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:29.036382] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:29.158879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:29.159029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:29.159067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:29.159093] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:29.162325] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=51.42%)
[2025-11-28T20:15:29.162600] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-11-28T20:15:29.162718] [INFO ] [sig       ] ASML: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:29.296982] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASML.txt
[2025-11-28T20:15:29.297141] [INFO ] [sig       ] [256/3606] Completed ASML in 0.3s | 2.98 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:29.297183] [INFO ] [sig       ] [257/3606] Forecasting ASND...
[2025-11-28T20:15:29.297215] [INFO ] [sig       ] Generating forecast for: ASND
[2025-11-28T20:15:29.297245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-11-28T20:15:29.308739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-11-28T20:15:29.309101] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-11-28T20:15:29.309906] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-11-28T20:15:29.309955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:29.309984] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:29.310010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:29.310069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:29.364885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:29.365722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:29.365821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:29.365853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:29.483472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:29.483633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:29.483673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:29.483701] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:29.487036] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-11-28T20:15:29.487293] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-11-28T20:15:29.487407] [INFO ] [sig       ] ASND: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:29.622135] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASND.txt
[2025-11-28T20:15:29.622259] [INFO ] [sig       ] [257/3606] Completed ASND in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:29.622297] [INFO ] [sig       ] [258/3606] Forecasting ASNS...
[2025-11-28T20:15:29.622326] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-11-28T20:15:29.622355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-11-28T20:15:29.633848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-11-28T20:15:29.634142] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-11-28T20:15:29.634893] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-11-28T20:15:29.634942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:29.634973] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:29.634999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:29.635054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:29.690108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:29.690791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:29.690866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:29.690898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:29.807671] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:29.807817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:29.807855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:29.807884] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:29.811266] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: UP (p=74.01%)
[2025-11-28T20:15:29.811529] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-11-28T20:15:29.811667] [INFO ] [sig       ] ASNS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:29.948500] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASNS.txt
[2025-11-28T20:15:29.948659] [INFO ] [sig       ] [258/3606] Completed ASNS in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:29.948702] [INFO ] [sig       ] [259/3606] Forecasting ASO...
[2025-11-28T20:15:29.948731] [INFO ] [sig       ] Generating forecast for: ASO
[2025-11-28T20:15:29.948762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-11-28T20:15:29.959917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-11-28T20:15:29.960198] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-11-28T20:15:29.960969] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-11-28T20:15:29.961018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:29.961076] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:29.961124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:29.961185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:30.016277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:30.016964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:30.017042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:30.017074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:30.134214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:30.134360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:30.134399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:30.134428] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:30.137745] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-11-28T20:15:30.138012] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-11-28T20:15:30.138151] [INFO ] [sig       ] ASO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:30.273389] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASO.txt
[2025-11-28T20:15:30.273511] [INFO ] [sig       ] [259/3606] Completed ASO in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-28T20:15:30.273550] [INFO ] [sig       ] [260/3606] Forecasting ASPI...
[2025-11-28T20:15:30.273595] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-11-28T20:15:30.273626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-11-28T20:15:30.284828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-11-28T20:15:30.285124] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-11-28T20:15:30.285889] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-11-28T20:15:30.285938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:30.285967] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:30.285993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:30.286046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:30.340474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:30.341093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:30.341167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:30.341197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:30.456862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:30.457016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:30.457054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:30.457080] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:30.460361] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: UP (p=62.62%)
[2025-11-28T20:15:30.460654] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-11-28T20:15:30.460776] [INFO ] [sig       ] ASPI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:30.596742] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASPI.txt
[2025-11-28T20:15:30.596870] [INFO ] [sig       ] [260/3606] Completed ASPI in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.7m
[2025-11-28T20:15:30.596907] [INFO ] [sig       ] [261/3606] Forecasting ASPN...
[2025-11-28T20:15:30.596935] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-11-28T20:15:30.596966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-11-28T20:15:30.607863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-11-28T20:15:30.608315] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-11-28T20:15:30.609101] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-11-28T20:15:30.609149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:30.609178] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:30.609203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:30.609257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:30.663199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:30.663886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:30.663974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:30.664008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:30.784607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:30.784753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:30.784791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:30.784817] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:30.788026] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=42.44%)
[2025-11-28T20:15:30.788300] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-11-28T20:15:30.788415] [INFO ] [sig       ] ASPN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:30.965690] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASPN.txt
[2025-11-28T20:15:30.965822] [INFO ] [sig       ] [261/3606] Completed ASPN in 0.4s | 2.99 sym/s | Total: 1.5m | ETA: 18.7m
[2025-11-28T20:15:30.965859] [INFO ] [sig       ] [262/3606] Forecasting ASPS...
[2025-11-28T20:15:30.965887] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-11-28T20:15:30.965918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-11-28T20:15:30.977270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-11-28T20:15:30.977604] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-11-28T20:15:30.978390] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-11-28T20:15:30.978438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:30.978467] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:30.978493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:30.978557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:31.033128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:31.033756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:31.033829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:31.033859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:31.147058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:31.147200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:31.147238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:31.147295] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:31.150520] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=33.62%)
[2025-11-28T20:15:31.150809] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-11-28T20:15:31.150926] [INFO ] [sig       ] ASPS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:31.284817] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASPS.txt
[2025-11-28T20:15:31.284945] [INFO ] [sig       ] [262/3606] Completed ASPS in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.7m
[2025-11-28T20:15:31.284982] [INFO ] [sig       ] [263/3606] Forecasting ASTE...
[2025-11-28T20:15:31.285012] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-11-28T20:15:31.285049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-11-28T20:15:31.302941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-11-28T20:15:31.303618] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-11-28T20:15:31.304819] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-11-28T20:15:31.304879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:31.304921] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:31.304955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:31.305033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:31.371105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:31.372392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:31.372501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:31.372536] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:31.509846] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:31.510008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:31.510049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:31.510077] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:31.513404] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-11-28T20:15:31.513702] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-11-28T20:15:31.513830] [INFO ] [sig       ] ASTE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:31.648950] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASTE.txt
[2025-11-28T20:15:31.649113] [INFO ] [sig       ] [263/3606] Completed ASTE in 0.4s | 2.98 sym/s | Total: 1.5m | ETA: 18.7m
[2025-11-28T20:15:31.649152] [INFO ] [sig       ] [264/3606] Forecasting ASTH...
[2025-11-28T20:15:31.649182] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-11-28T20:15:31.649212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-11-28T20:15:31.661478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-11-28T20:15:31.661830] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-11-28T20:15:31.662667] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-11-28T20:15:31.662718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:31.662749] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:31.662777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:31.662834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:31.722061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:31.722704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:31.722782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:31.722817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:31.845632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:31.845779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:31.845833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:31.845877] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:31.849407] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-11-28T20:15:31.849704] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-11-28T20:15:31.849828] [INFO ] [sig       ] ASTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:31.992731] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASTH.txt
[2025-11-28T20:15:31.992887] [INFO ] [sig       ] [264/3606] Completed ASTH in 0.3s | 2.98 sym/s | Total: 1.5m | ETA: 18.7m
[2025-11-28T20:15:31.992928] [INFO ] [sig       ] [265/3606] Forecasting ASTI...
[2025-11-28T20:15:31.992960] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-11-28T20:15:31.992992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-11-28T20:15:32.005333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-11-28T20:15:32.005753] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-11-28T20:15:32.006538] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-11-28T20:15:32.006604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:32.006638] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:32.006664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:32.006718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:32.061839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:32.062717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:32.062798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:32.062829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:32.181900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:32.182061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:32.182099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:32.182128] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:32.185411] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=66.42%)
[2025-11-28T20:15:32.185714] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-11-28T20:15:32.185840] [INFO ] [sig       ] ASTI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:32.320467] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASTI.txt
[2025-11-28T20:15:32.320616] [INFO ] [sig       ] [265/3606] Completed ASTI in 0.3s | 2.98 sym/s | Total: 1.5m | ETA: 18.7m
[2025-11-28T20:15:32.320656] [INFO ] [sig       ] [266/3606] Forecasting ASTL...
[2025-11-28T20:15:32.320684] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-11-28T20:15:32.320713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-11-28T20:15:32.331646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-11-28T20:15:32.331914] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-11-28T20:15:32.332673] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-11-28T20:15:32.332721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:32.332752] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:32.332777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:32.332831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:32.386319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:32.386904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:32.386977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:32.387007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:32.503808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:32.503937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:32.503974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:32.504025] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:32.507233] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=57.44%)
[2025-11-28T20:15:32.507490] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-11-28T20:15:32.507623] [INFO ] [sig       ] ASTL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:32.640763] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASTL.txt
[2025-11-28T20:15:32.640879] [INFO ] [sig       ] [266/3606] Completed ASTL in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:32.640916] [INFO ] [sig       ] [267/3606] Forecasting ASTS...
[2025-11-28T20:15:32.640944] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-11-28T20:15:32.640972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-11-28T20:15:32.656457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-11-28T20:15:32.656936] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-11-28T20:15:32.658023] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-11-28T20:15:32.658113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:32.658159] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:32.658200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:32.658286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:32.719966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:32.720850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:32.720931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:32.720962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:32.842756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:32.842919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:32.842960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:32.842988] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:32.846441] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-11-28T20:15:32.846735] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-11-28T20:15:32.846858] [INFO ] [sig       ] ASTS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:32.992182] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASTS.txt
[2025-11-28T20:15:32.992327] [INFO ] [sig       ] [267/3606] Completed ASTS in 0.4s | 2.98 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:32.992368] [INFO ] [sig       ] [268/3606] Forecasting ASX...
[2025-11-28T20:15:32.992397] [INFO ] [sig       ] Generating forecast for: ASX
[2025-11-28T20:15:32.992427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-11-28T20:15:33.004070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-11-28T20:15:33.004440] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-11-28T20:15:33.005308] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-11-28T20:15:33.005366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:33.005400] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:33.005428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:33.005484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:33.062114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:33.062869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:33.062949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:33.062982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:33.191138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:33.191297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:33.191341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:33.191370] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:33.194864] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2025-11-28T20:15:33.195139] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-11-28T20:15:33.195274] [INFO ] [sig       ] ASX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:33.352043] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASX.txt
[2025-11-28T20:15:33.352197] [INFO ] [sig       ] [268/3606] Completed ASX in 0.4s | 2.98 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:33.352236] [INFO ] [sig       ] [269/3606] Forecasting ASYS...
[2025-11-28T20:15:33.352266] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-11-28T20:15:33.352295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-11-28T20:15:33.363971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-11-28T20:15:33.364306] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-11-28T20:15:33.365081] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-11-28T20:15:33.365130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:33.365160] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:33.365186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:33.365240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:33.421036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:33.421927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:33.422035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:33.422068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:33.546590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:33.546756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:33.546797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:33.546824] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:33.550312] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-11-28T20:15:33.550632] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-11-28T20:15:33.550766] [INFO ] [sig       ] ASYS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:33.692484] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASYS.txt
[2025-11-28T20:15:33.692648] [INFO ] [sig       ] [269/3606] Completed ASYS in 0.3s | 2.98 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:33.692688] [INFO ] [sig       ] [270/3606] Forecasting ATAI...
[2025-11-28T20:15:33.692718] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-11-28T20:15:33.692747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-11-28T20:15:33.704854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-11-28T20:15:33.705142] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-11-28T20:15:33.705911] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-11-28T20:15:33.705960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:33.705989] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:33.706015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:33.706080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:33.760719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:33.761284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:33.761357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:33.761388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:33.876634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:33.876724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:33.876759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:33.876785] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:33.879785] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2025-11-28T20:15:33.880037] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-11-28T20:15:33.880152] [INFO ] [sig       ] ATAI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:34.013644] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATAI.txt
[2025-11-28T20:15:34.013764] [INFO ] [sig       ] [270/3606] Completed ATAI in 0.3s | 2.98 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:34.013800] [INFO ] [sig       ] [271/3606] Forecasting ATEC...
[2025-11-28T20:15:34.013827] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-11-28T20:15:34.013855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-11-28T20:15:34.026847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-11-28T20:15:34.027228] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-11-28T20:15:34.028106] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-11-28T20:15:34.028155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:34.028186] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:34.028211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:34.028265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:34.086203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:34.087157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:34.087256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:34.087292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:34.218813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:34.218974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:34.219014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:34.219040] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:34.222734] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=57.01%)
[2025-11-28T20:15:34.223012] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-11-28T20:15:34.223141] [INFO ] [sig       ] ATEC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:34.371920] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATEC.txt
[2025-11-28T20:15:34.372069] [INFO ] [sig       ] [271/3606] Completed ATEC in 0.4s | 2.98 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:34.372108] [INFO ] [sig       ] [272/3606] Forecasting ATEN...
[2025-11-28T20:15:34.372138] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-11-28T20:15:34.372169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-11-28T20:15:34.384385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-11-28T20:15:34.384723] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-11-28T20:15:34.385472] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-11-28T20:15:34.385532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:34.385563] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:34.385610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:34.385668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:34.442055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:34.442853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:34.442933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:34.442964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:34.561912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:34.562045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:34.562087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:34.562115] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:34.565369] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=48.31%)
[2025-11-28T20:15:34.565645] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-11-28T20:15:34.565762] [INFO ] [sig       ] ATEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:34.702494] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATEN.txt
[2025-11-28T20:15:34.702662] [INFO ] [sig       ] [272/3606] Completed ATEN in 0.3s | 2.98 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:34.702704] [INFO ] [sig       ] [273/3606] Forecasting ATEX...
[2025-11-28T20:15:34.702734] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-11-28T20:15:34.702763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-11-28T20:15:34.713566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-11-28T20:15:34.713875] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-11-28T20:15:34.714635] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-11-28T20:15:34.714683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:34.714714] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:34.714739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:34.714794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:34.770688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:34.771408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:34.771483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:34.771516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:34.887353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:34.887501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:34.887538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:34.887566] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:34.890933] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-11-28T20:15:34.891190] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-11-28T20:15:34.891307] [INFO ] [sig       ] ATEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:35.026670] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATEX.txt
[2025-11-28T20:15:35.026793] [INFO ] [sig       ] [273/3606] Completed ATEX in 0.3s | 2.98 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:35.026830] [INFO ] [sig       ] [274/3606] Forecasting ATGE...
[2025-11-28T20:15:35.026859] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-11-28T20:15:35.026889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-11-28T20:15:35.038193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-11-28T20:15:35.038530] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-11-28T20:15:35.039315] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-11-28T20:15:35.039363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:35.039393] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:35.039419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:35.039473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:35.096042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:35.096731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:35.096806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:35.096839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:35.211628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:35.211774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:35.211811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:35.211838] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:35.215044] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=47.78%)
[2025-11-28T20:15:35.215303] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-11-28T20:15:35.215418] [INFO ] [sig       ] ATGE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:35.353696] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATGE.txt
[2025-11-28T20:15:35.353831] [INFO ] [sig       ] [274/3606] Completed ATGE in 0.3s | 2.98 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:35.353868] [INFO ] [sig       ] [275/3606] Forecasting ATHM...
[2025-11-28T20:15:35.353897] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-11-28T20:15:35.353925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-11-28T20:15:35.365079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-11-28T20:15:35.365361] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-11-28T20:15:35.366114] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-11-28T20:15:35.366162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:35.366193] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:35.366219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:35.366272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:35.420719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:35.421392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:35.421466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:35.421498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:35.544023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:35.544163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:35.544203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:35.544231] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:35.547481] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2025-11-28T20:15:35.547761] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-11-28T20:15:35.547876] [INFO ] [sig       ] ATHM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:35.686523] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATHM.txt
[2025-11-28T20:15:35.686674] [INFO ] [sig       ] [275/3606] Completed ATHM in 0.3s | 2.98 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:35.686715] [INFO ] [sig       ] [276/3606] Forecasting ATI...
[2025-11-28T20:15:35.686743] [INFO ] [sig       ] Generating forecast for: ATI
[2025-11-28T20:15:35.686772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-11-28T20:15:35.697668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-11-28T20:15:35.697986] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-11-28T20:15:35.698786] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-11-28T20:15:35.698838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:35.698892] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:35.698919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:35.698974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:35.753830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:35.754463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:35.754537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:35.754568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:35.874754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:35.874884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:35.874921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:35.874948] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:35.878146] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=39.56%)
[2025-11-28T20:15:35.878403] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-11-28T20:15:35.878518] [INFO ] [sig       ] ATI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:36.013804] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATI.txt
[2025-11-28T20:15:36.013923] [INFO ] [sig       ] [276/3606] Completed ATI in 0.3s | 2.98 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:36.013960] [INFO ] [sig       ] [277/3606] Forecasting ATLC...
[2025-11-28T20:15:36.013989] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-11-28T20:15:36.014018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-11-28T20:15:36.025271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-11-28T20:15:36.025597] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-11-28T20:15:36.026341] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-11-28T20:15:36.026389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:36.026418] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:36.026444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:36.026499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:36.084151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:36.084790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:36.084864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:36.084894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:36.204723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:36.204857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:36.204895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:36.204921] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:36.208122] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-11-28T20:15:36.208405] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-11-28T20:15:36.208520] [INFO ] [sig       ] ATLC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:36.344432] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATLC.txt
[2025-11-28T20:15:36.344562] [INFO ] [sig       ] [277/3606] Completed ATLC in 0.3s | 2.98 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-28T20:15:36.344618] [INFO ] [sig       ] [278/3606] Forecasting ATLCZ...
[2025-11-28T20:15:36.344647] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-11-28T20:15:36.344681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-11-28T20:15:36.356110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-11-28T20:15:36.356426] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-11-28T20:15:36.357186] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-11-28T20:15:36.357235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:36.357265] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:36.357290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:36.357344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:36.412282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:36.413013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:36.413087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:36.413118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:36.526618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:36.526759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:36.526797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:36.526824] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:36.530067] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=96.01%)
[2025-11-28T20:15:36.530321] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-11-28T20:15:36.530434] [INFO ] [sig       ] ATLCZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:36.665223] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATLCZ.txt
[2025-11-28T20:15:36.665351] [INFO ] [sig       ] [278/3606] Completed ATLCZ in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-11-28T20:15:36.665388] [INFO ] [sig       ] [279/3606] Forecasting ATLO...
[2025-11-28T20:15:36.665416] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-11-28T20:15:36.665446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-11-28T20:15:36.677371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-11-28T20:15:36.677787] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-11-28T20:15:36.678617] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-11-28T20:15:36.678666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:36.678696] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:36.678721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:36.678774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:36.737323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:36.738436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:36.738520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:36.738552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:36.845466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:36.845655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:36.845696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:36.845753] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:36.849295] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-11-28T20:15:36.849602] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-11-28T20:15:36.849734] [INFO ] [sig       ] ATLO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:36.998807] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATLO.txt
[2025-11-28T20:15:36.998957] [INFO ] [sig       ] [279/3606] Completed ATLO in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-11-28T20:15:36.999000] [INFO ] [sig       ] [280/3606] Forecasting ATNI...
[2025-11-28T20:15:36.999029] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-11-28T20:15:36.999059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-11-28T20:15:37.010892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-11-28T20:15:37.011195] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-11-28T20:15:37.011961] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-11-28T20:15:37.012010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:37.012040] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:37.012065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:37.012119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:37.067003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:37.067818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:37.067896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:37.067927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:37.185772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:37.185922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:37.185959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:37.185986] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:37.189207] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-11-28T20:15:37.189467] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-11-28T20:15:37.189616] [INFO ] [sig       ] ATNI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:37.323949] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATNI.txt
[2025-11-28T20:15:37.324082] [INFO ] [sig       ] [280/3606] Completed ATNI in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-11-28T20:15:37.324120] [INFO ] [sig       ] [281/3606] Forecasting ATO...
[2025-11-28T20:15:37.324148] [INFO ] [sig       ] Generating forecast for: ATO
[2025-11-28T20:15:37.324177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-11-28T20:15:37.335516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-11-28T20:15:37.335811] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-11-28T20:15:37.336544] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-11-28T20:15:37.336613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:37.336645] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:37.336673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:37.336731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:37.391298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:37.391960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:37.392034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:37.392066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:37.516756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:37.516903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:37.516942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:37.516969] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:37.520247] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-11-28T20:15:37.520504] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-11-28T20:15:37.520637] [INFO ] [sig       ] ATO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:37.655402] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATO.txt
[2025-11-28T20:15:37.655528] [INFO ] [sig       ] [281/3606] Completed ATO in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-11-28T20:15:37.655565] [INFO ] [sig       ] [282/3606] Forecasting ATOM...
[2025-11-28T20:15:37.655612] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-11-28T20:15:37.655643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-11-28T20:15:37.666485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-11-28T20:15:37.666778] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-11-28T20:15:37.667529] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-11-28T20:15:37.667598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:37.667630] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:37.667654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:37.667709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:37.723075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:37.723688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:37.723776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:37.723813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:37.844261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:37.844403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:37.844440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:37.844469] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:37.847666] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-11-28T20:15:37.847923] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-11-28T20:15:37.848037] [INFO ] [sig       ] ATOM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:37.983662] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATOM.txt
[2025-11-28T20:15:37.983817] [INFO ] [sig       ] [282/3606] Completed ATOM in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-11-28T20:15:37.983856] [INFO ] [sig       ] [283/3606] Forecasting ATPC...
[2025-11-28T20:15:37.983886] [INFO ] [sig       ] Generating forecast for: ATPC
[2025-11-28T20:15:37.983915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATPC' from 'https://tdm.silogroup.org/data/derivative_storage/ATPC.csv'.
[2025-11-28T20:15:37.995821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATPC'.
[2025-11-28T20:15:37.996148] [INFO ] [FORECASTER] Starting predict_future for ATPC
[2025-11-28T20:15:37.996917] [DEBUG] [LOCAL     ] No optimal features file found for ATPC: ./output/feature-sets/ATPC.txt
[2025-11-28T20:15:37.996973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:37.997014] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:37.997041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:37.997095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:38.055995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:38.056799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:38.056878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:38.056911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:38.166918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:38.167060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:38.167097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:38.167124] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:38.170347] [DEBUG] [FORECASTER] ATPC: Forecast T+1@11:T+2@11: UP (p=52.77%)
[2025-11-28T20:15:38.170624] [INFO ] [FORECASTER] Completed predict_future for ATPC
[2025-11-28T20:15:38.170746] [INFO ] [sig       ] ATPC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:38.307646] [INFO ] [LOCAL     ] Saved forecast: ATPC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATPC.txt
[2025-11-28T20:15:38.307779] [INFO ] [sig       ] [283/3606] Completed ATPC in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:38.307819] [INFO ] [sig       ] [284/3606] Forecasting ATRA...
[2025-11-28T20:15:38.307847] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-11-28T20:15:38.307876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-11-28T20:15:38.319796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-11-28T20:15:38.320102] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-11-28T20:15:38.320904] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-11-28T20:15:38.320952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:38.320983] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:38.321008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:38.321062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:38.376799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:38.377403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:38.377477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:38.377508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:38.499153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:38.499307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:38.499345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:38.499372] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:38.502747] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2025-11-28T20:15:38.503042] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-11-28T20:15:38.503171] [INFO ] [sig       ] ATRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:38.644399] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATRA.txt
[2025-11-28T20:15:38.644556] [INFO ] [sig       ] [284/3606] Completed ATRA in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:38.644617] [INFO ] [sig       ] [285/3606] Forecasting ATRC...
[2025-11-28T20:15:38.644646] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-11-28T20:15:38.644674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-11-28T20:15:38.656721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-11-28T20:15:38.657129] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-11-28T20:15:38.657984] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-11-28T20:15:38.658035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:38.658093] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:38.658121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:38.658176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:38.714626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:38.715412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:38.715486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:38.715516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:38.834624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:38.834764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:38.834802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:38.834831] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:38.838083] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-11-28T20:15:38.838341] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-11-28T20:15:38.838459] [INFO ] [sig       ] ATRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:38.979136] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATRC.txt
[2025-11-28T20:15:38.979286] [INFO ] [sig       ] [285/3606] Completed ATRC in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:38.979326] [INFO ] [sig       ] [286/3606] Forecasting ATRO...
[2025-11-28T20:15:38.979357] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-11-28T20:15:38.979388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-11-28T20:15:38.990663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-11-28T20:15:38.990931] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-11-28T20:15:38.991743] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-11-28T20:15:38.991793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:38.991825] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:38.991852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:38.991909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:39.046995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:39.047598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:39.047703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:39.047742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:39.170974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:39.171113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:39.171160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:39.171196] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:39.174438] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-11-28T20:15:39.174717] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-11-28T20:15:39.174838] [INFO ] [sig       ] ATRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:39.309968] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATRO.txt
[2025-11-28T20:15:39.310096] [INFO ] [sig       ] [286/3606] Completed ATRO in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:39.310140] [INFO ] [sig       ] [287/3606] Forecasting ATXS...
[2025-11-28T20:15:39.310171] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-11-28T20:15:39.310207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-11-28T20:15:39.321186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-11-28T20:15:39.321472] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-11-28T20:15:39.322243] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-11-28T20:15:39.322291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:39.322320] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:39.322345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:39.322398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:39.380436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:39.381266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:39.381345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:39.381378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:39.499028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:39.499171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:39.499210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:39.499237] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:39.502418] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-11-28T20:15:39.502694] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-11-28T20:15:39.502813] [INFO ] [sig       ] ATXS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:39.639524] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATXS.txt
[2025-11-28T20:15:39.639661] [INFO ] [sig       ] [287/3606] Completed ATXS in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:39.639702] [INFO ] [sig       ] [288/3606] Forecasting AUB...
[2025-11-28T20:15:39.639736] [INFO ] [sig       ] Generating forecast for: AUB
[2025-11-28T20:15:39.639771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-11-28T20:15:39.654510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-11-28T20:15:39.655010] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-11-28T20:15:39.656094] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-11-28T20:15:39.656157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:39.656201] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:39.656241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:39.656322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:39.734286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:39.735306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:39.735408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:39.735451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:39.854953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:39.855112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:39.855152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:39.855180] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:39.858593] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2025-11-28T20:15:39.858892] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-11-28T20:15:39.859050] [INFO ] [sig       ] AUB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:39.996318] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AUB.txt
[2025-11-28T20:15:39.996470] [INFO ] [sig       ] [288/3606] Completed AUB in 0.4s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:39.996509] [INFO ] [sig       ] [289/3606] Forecasting AUDC...
[2025-11-28T20:15:39.996539] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-11-28T20:15:39.996588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-11-28T20:15:40.008113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-11-28T20:15:40.008474] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-11-28T20:15:40.009289] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-11-28T20:15:40.009339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:40.009370] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:40.009395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:40.009450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:40.066748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:40.067559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:40.067657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:40.067690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:40.182775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:40.182917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:40.182959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:40.182988] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:40.186184] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=35.40%)
[2025-11-28T20:15:40.186444] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-11-28T20:15:40.186560] [INFO ] [sig       ] AUDC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:40.322535] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AUDC.txt
[2025-11-28T20:15:40.322703] [INFO ] [sig       ] [289/3606] Completed AUDC in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:40.322743] [INFO ] [sig       ] [290/3606] Forecasting AUID...
[2025-11-28T20:15:40.322771] [INFO ] [sig       ] Generating forecast for: AUID
[2025-11-28T20:15:40.322799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-11-28T20:15:40.334262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-11-28T20:15:40.334626] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-11-28T20:15:40.335398] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-11-28T20:15:40.335448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:40.335479] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:40.335505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:40.335560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:40.390703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:40.391310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:40.391384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:40.391415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:40.510684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:40.510814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:40.510867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:40.510895] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:40.514088] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2025-11-28T20:15:40.514347] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-11-28T20:15:40.514466] [INFO ] [sig       ] AUID: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:40.648542] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AUID.txt
[2025-11-28T20:15:40.648698] [INFO ] [sig       ] [290/3606] Completed AUID in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:40.648739] [INFO ] [sig       ] [291/3606] Forecasting AUPH...
[2025-11-28T20:15:40.648769] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-11-28T20:15:40.648800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-11-28T20:15:40.659719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-11-28T20:15:40.660049] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-11-28T20:15:40.660816] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-11-28T20:15:40.660864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:40.660894] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:40.660920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:40.660975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:40.715949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:40.716669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:40.716751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:40.716788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:40.835680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:40.835820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:40.835858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:40.835884] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:40.839412] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=40.24%)
[2025-11-28T20:15:40.839727] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-11-28T20:15:40.839883] [INFO ] [sig       ] AUPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:40.979359] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AUPH.txt
[2025-11-28T20:15:40.979516] [INFO ] [sig       ] [291/3606] Completed AUPH in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:40.979554] [INFO ] [sig       ] [292/3606] Forecasting AURA...
[2025-11-28T20:15:40.979605] [INFO ] [sig       ] Generating forecast for: AURA
[2025-11-28T20:15:40.979636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-11-28T20:15:40.991281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-11-28T20:15:40.991605] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-11-28T20:15:40.992382] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-11-28T20:15:40.992431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:40.992461] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:40.992486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:40.992540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:41.047413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:41.048010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:41.048101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:41.048135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:41.167616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:41.167744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:41.167779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:41.167807] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:41.171005] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-11-28T20:15:41.171272] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-11-28T20:15:41.171391] [INFO ] [sig       ] AURA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:41.315188] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AURA.txt
[2025-11-28T20:15:41.315332] [INFO ] [sig       ] [292/3606] Completed AURA in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:41.315372] [INFO ] [sig       ] [293/3606] Forecasting AUTL...
[2025-11-28T20:15:41.315401] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-11-28T20:15:41.315431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-11-28T20:15:41.326483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-11-28T20:15:41.326826] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-11-28T20:15:41.327613] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-11-28T20:15:41.327663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:41.327717] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:41.327746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:41.327802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:41.383970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:41.384714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:41.384806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:41.384838] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:41.504459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:41.504625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:41.504665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:41.504692] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:41.508179] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-11-28T20:15:41.508450] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-11-28T20:15:41.508596] [INFO ] [sig       ] AUTL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:41.651923] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AUTL.txt
[2025-11-28T20:15:41.652106] [INFO ] [sig       ] [293/3606] Completed AUTL in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:41.652149] [INFO ] [sig       ] [294/3606] Forecasting AVA...
[2025-11-28T20:15:41.652181] [INFO ] [sig       ] Generating forecast for: AVA
[2025-11-28T20:15:41.652212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-11-28T20:15:41.664211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-11-28T20:15:41.664632] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-11-28T20:15:41.665436] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-11-28T20:15:41.665486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:41.665532] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:41.665568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:41.665672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:41.724222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:41.725184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:41.725282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:41.725316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:41.844785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:41.844941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:41.844984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:41.845013] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:41.848729] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=70.80%)
[2025-11-28T20:15:41.849082] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-11-28T20:15:41.849245] [INFO ] [sig       ] AVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:41.992831] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AVA.txt
[2025-11-28T20:15:41.992992] [INFO ] [sig       ] [294/3606] Completed AVA in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:41.993041] [INFO ] [sig       ] [295/3606] Forecasting AVAH...
[2025-11-28T20:15:41.993072] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-11-28T20:15:41.993103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-11-28T20:15:42.004893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-11-28T20:15:42.005205] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-11-28T20:15:42.005972] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-11-28T20:15:42.006021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:42.006052] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:42.006077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:42.006132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:42.063067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:42.063855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:42.063934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:42.063968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:42.185283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:42.185432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:42.185470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:42.185498] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:42.188899] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=36.09%)
[2025-11-28T20:15:42.189174] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-11-28T20:15:42.189298] [INFO ] [sig       ] AVAH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:42.330685] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVAH.txt
[2025-11-28T20:15:42.330842] [INFO ] [sig       ] [295/3606] Completed AVAH in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-28T20:15:42.330881] [INFO ] [sig       ] [296/3606] Forecasting AVBP...
[2025-11-28T20:15:42.330910] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-11-28T20:15:42.330940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-11-28T20:15:42.343844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-11-28T20:15:42.344266] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-11-28T20:15:42.345076] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-11-28T20:15:42.345127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:42.345159] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:42.345185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:42.345240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:42.403244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:42.404056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:42.404134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:42.404166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:42.529298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:42.529452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:42.529493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:42.529559] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:42.532984] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=47.22%)
[2025-11-28T20:15:42.533267] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-11-28T20:15:42.533396] [INFO ] [sig       ] AVBP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:42.674416] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVBP.txt
[2025-11-28T20:15:42.674597] [INFO ] [sig       ] [296/3606] Completed AVBP in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-11-28T20:15:42.674640] [INFO ] [sig       ] [297/3606] Forecasting AVD...
[2025-11-28T20:15:42.674669] [INFO ] [sig       ] Generating forecast for: AVD
[2025-11-28T20:15:42.674698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-11-28T20:15:42.686450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-11-28T20:15:42.686774] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-11-28T20:15:42.687520] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-11-28T20:15:42.687568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:42.687617] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:42.687643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:42.687697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:42.742376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:42.743039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:42.743114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:42.743145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:42.859510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:42.859659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:42.859698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:42.859725] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:42.863062] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=12.31%)
[2025-11-28T20:15:42.863356] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-11-28T20:15:42.863486] [INFO ] [sig       ] AVD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:42.998456] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVD.txt
[2025-11-28T20:15:42.998610] [INFO ] [sig       ] [297/3606] Completed AVD in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-11-28T20:15:42.998651] [INFO ] [sig       ] [298/3606] Forecasting AVDL...
[2025-11-28T20:15:42.998689] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-11-28T20:15:42.998719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-11-28T20:15:43.009693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-11-28T20:15:43.009988] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-11-28T20:15:43.010743] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-11-28T20:15:43.010793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:43.010825] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:43.010850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:43.010905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:43.065691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:43.066338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:43.066415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:43.066447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:43.189299] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:43.189451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:43.189488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:43.189516] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:43.192724] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=70.65%)
[2025-11-28T20:15:43.192978] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-11-28T20:15:43.193095] [INFO ] [sig       ] AVDL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:43.328184] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AVDL.txt
[2025-11-28T20:15:43.328335] [INFO ] [sig       ] [298/3606] Completed AVDL in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-11-28T20:15:43.328375] [INFO ] [sig       ] [299/3606] Forecasting AVGO...
[2025-11-28T20:15:43.328404] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-11-28T20:15:43.328434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-11-28T20:15:43.340241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-11-28T20:15:43.340609] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-11-28T20:15:43.341355] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-11-28T20:15:43.341403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:43.341432] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:43.341456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:43.341509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:43.396253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:43.397097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:43.397178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:43.397212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:43.521865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:43.521987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:43.522025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:43.522055] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:43.525470] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-11-28T20:15:43.525813] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-11-28T20:15:43.525952] [INFO ] [sig       ] AVGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:43.662636] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVGO.txt
[2025-11-28T20:15:43.662765] [INFO ] [sig       ] [299/3606] Completed AVGO in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-11-28T20:15:43.662805] [INFO ] [sig       ] [300/3606] Forecasting AVGX...
[2025-11-28T20:15:43.662833] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-11-28T20:15:43.662861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-11-28T20:15:43.674271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-11-28T20:15:43.674596] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-11-28T20:15:43.675376] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-11-28T20:15:43.675426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:43.675456] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:43.675484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:43.675539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:43.730776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:43.731440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:43.731513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:43.731543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:43.851740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:43.851869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:43.851906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:43.851933] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:43.855122] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-11-28T20:15:43.855379] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-11-28T20:15:43.855493] [INFO ] [sig       ] AVGX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:43.989744] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVGX.txt
[2025-11-28T20:15:43.989859] [INFO ] [sig       ] [300/3606] Completed AVGX in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-11-28T20:15:43.989898] [INFO ] [sig       ] [301/3606] Forecasting AVK...
[2025-11-28T20:15:43.989926] [INFO ] [sig       ] Generating forecast for: AVK
[2025-11-28T20:15:43.989955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-11-28T20:15:44.001719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-11-28T20:15:44.002009] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-11-28T20:15:44.002775] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-11-28T20:15:44.002824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:44.002855] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:44.002882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:44.002940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:44.058146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:44.058735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:44.058806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:44.058838] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:44.173120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:44.173228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:44.173265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:44.173308] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:44.176447] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=69.18%)
[2025-11-28T20:15:44.176722] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-11-28T20:15:44.176840] [INFO ] [sig       ] AVK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:44.312655] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AVK.txt
[2025-11-28T20:15:44.312762] [INFO ] [sig       ] [301/3606] Completed AVK in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:44.312802] [INFO ] [sig       ] [302/3606] Forecasting AVNS...
[2025-11-28T20:15:44.312836] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-11-28T20:15:44.312868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-11-28T20:15:44.324205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-11-28T20:15:44.324496] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-11-28T20:15:44.325254] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-11-28T20:15:44.325303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:44.325332] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:44.325358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:44.325412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:44.380029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:44.380604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:44.380675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:44.380706] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:44.497217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:44.497322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:44.497358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:44.497384] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:44.500608] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-11-28T20:15:44.500861] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-11-28T20:15:44.500974] [INFO ] [sig       ] AVNS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:44.635968] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVNS.txt
[2025-11-28T20:15:44.636087] [INFO ] [sig       ] [302/3606] Completed AVNS in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:44.636123] [INFO ] [sig       ] [303/3606] Forecasting AVO...
[2025-11-28T20:15:44.636152] [INFO ] [sig       ] Generating forecast for: AVO
[2025-11-28T20:15:44.636180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-11-28T20:15:44.647284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-11-28T20:15:44.647552] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-11-28T20:15:44.648346] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-11-28T20:15:44.648394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:44.648424] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:44.648450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:44.648504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:44.703085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:44.703680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:44.703786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:44.703829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:44.817694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:44.817817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:44.817861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:44.817894] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:44.821123] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: DOWN (p=44.58%)
[2025-11-28T20:15:44.821377] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-11-28T20:15:44.821490] [INFO ] [sig       ] AVO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:44.957992] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVO.txt
[2025-11-28T20:15:44.958118] [INFO ] [sig       ] [303/3606] Completed AVO in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:44.958159] [INFO ] [sig       ] [304/3606] Forecasting AVTX...
[2025-11-28T20:15:44.958187] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-11-28T20:15:44.958215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-11-28T20:15:44.970022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-11-28T20:15:44.970343] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-11-28T20:15:44.971118] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-11-28T20:15:44.971166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:44.971196] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:44.971222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:44.971277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:45.026318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:45.026912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:45.026984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:45.027014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:45.148790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:45.148926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:45.148964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:45.148993] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:45.152237] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-11-28T20:15:45.152499] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-11-28T20:15:45.152638] [INFO ] [sig       ] AVTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:45.289462] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVTX.txt
[2025-11-28T20:15:45.289583] [INFO ] [sig       ] [304/3606] Completed AVTX in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:45.289622] [INFO ] [sig       ] [305/3606] Forecasting AVXL...
[2025-11-28T20:15:45.289651] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-11-28T20:15:45.289680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-11-28T20:15:45.305156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-11-28T20:15:45.305717] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-11-28T20:15:45.306669] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-11-28T20:15:45.306720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:45.306752] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:45.306796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:45.306855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:45.369241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:45.370410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:45.370508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:45.370540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:45.507999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:45.508283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:45.508340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:45.508378] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:45.513799] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=78.96%)
[2025-11-28T20:15:45.514218] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-11-28T20:15:45.514402] [INFO ] [sig       ] AVXL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:45.672630] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AVXL.txt
[2025-11-28T20:15:45.672865] [INFO ] [sig       ] [305/3606] Completed AVXL in 0.4s | 2.99 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:45.672910] [INFO ] [sig       ] [306/3606] Forecasting AVY...
[2025-11-28T20:15:45.672939] [INFO ] [sig       ] Generating forecast for: AVY
[2025-11-28T20:15:45.672971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-11-28T20:15:45.687016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-11-28T20:15:45.687482] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-11-28T20:15:45.688430] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-11-28T20:15:45.688485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:45.688518] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:45.688544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:45.688623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:45.746172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:45.747298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:45.747403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:45.747437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:45.873544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:45.873801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:45.873860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:45.873943] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:45.877991] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=52.20%)
[2025-11-28T20:15:45.878338] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-11-28T20:15:45.878478] [INFO ] [sig       ] AVY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:46.015927] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AVY.txt
[2025-11-28T20:15:46.016193] [INFO ] [sig       ] [306/3606] Completed AVY in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:46.016234] [INFO ] [sig       ] [307/3606] Forecasting AWF...
[2025-11-28T20:15:46.016264] [INFO ] [sig       ] Generating forecast for: AWF
[2025-11-28T20:15:46.016296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-11-28T20:15:46.029441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-11-28T20:15:46.029997] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-11-28T20:15:46.030951] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-11-28T20:15:46.031002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:46.031036] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:46.031062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:46.031120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:46.091426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:46.092592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:46.092698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:46.092736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:46.215251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:46.215465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:46.215509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:46.215539] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:46.219335] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-11-28T20:15:46.219697] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-11-28T20:15:46.219844] [INFO ] [sig       ] AWF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:46.360981] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AWF.txt
[2025-11-28T20:15:46.361186] [INFO ] [sig       ] [307/3606] Completed AWF in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:46.361228] [INFO ] [sig       ] [308/3606] Forecasting AWI...
[2025-11-28T20:15:46.361256] [INFO ] [sig       ] Generating forecast for: AWI
[2025-11-28T20:15:46.361287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-11-28T20:15:46.374875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-11-28T20:15:46.375345] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-11-28T20:15:46.376251] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-11-28T20:15:46.376299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:46.376330] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:46.376355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:46.376411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:46.431251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:46.432328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:46.432419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:46.432450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:46.553839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:46.554057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:46.554102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:46.554130] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:46.557916] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-11-28T20:15:46.558297] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-11-28T20:15:46.558444] [INFO ] [sig       ] AWI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:46.696915] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AWI.txt
[2025-11-28T20:15:46.697119] [INFO ] [sig       ] [308/3606] Completed AWI in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:46.697162] [INFO ] [sig       ] [309/3606] Forecasting AWK...
[2025-11-28T20:15:46.697190] [INFO ] [sig       ] Generating forecast for: AWK
[2025-11-28T20:15:46.697221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-11-28T20:15:46.710587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-11-28T20:15:46.710963] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-11-28T20:15:46.711770] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-11-28T20:15:46.711819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:46.711850] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:46.711875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:46.711929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:46.766232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:46.766840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:46.766914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:46.766944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:46.882123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:46.882260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:46.882300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:46.882328] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:46.885797] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-11-28T20:15:46.886075] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-11-28T20:15:46.886201] [INFO ] [sig       ] AWK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:47.024422] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AWK.txt
[2025-11-28T20:15:47.024593] [INFO ] [sig       ] [309/3606] Completed AWK in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:47.024636] [INFO ] [sig       ] [310/3606] Forecasting AWP...
[2025-11-28T20:15:47.024663] [INFO ] [sig       ] Generating forecast for: AWP
[2025-11-28T20:15:47.024692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-11-28T20:15:47.035652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-11-28T20:15:47.035930] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-11-28T20:15:47.036719] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-11-28T20:15:47.036768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:47.036824] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:47.036852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:47.036908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:47.093202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:47.093993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:47.094072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:47.094103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:47.213938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:47.214066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:47.214106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:47.214134] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:47.217466] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=52.71%)
[2025-11-28T20:15:47.217762] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-11-28T20:15:47.217884] [INFO ] [sig       ] AWP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:47.361264] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AWP.txt
[2025-11-28T20:15:47.361412] [INFO ] [sig       ] [310/3606] Completed AWP in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:47.361453] [INFO ] [sig       ] [311/3606] Forecasting AXGN...
[2025-11-28T20:15:47.361481] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-11-28T20:15:47.361509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-11-28T20:15:47.377275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-11-28T20:15:47.377920] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-11-28T20:15:47.379168] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-11-28T20:15:47.379232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:47.379275] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:47.379309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:47.379390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:47.441842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:47.443188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:47.443303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:47.443337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:47.577252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:47.577496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:47.577543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:47.577591] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:47.581777] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-11-28T20:15:47.582161] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-11-28T20:15:47.582309] [INFO ] [sig       ] AXGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:47.724778] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AXGN.txt
[2025-11-28T20:15:47.724995] [INFO ] [sig       ] [311/3606] Completed AXGN in 0.4s | 2.98 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:47.725041] [INFO ] [sig       ] [312/3606] Forecasting AXL...
[2025-11-28T20:15:47.725070] [INFO ] [sig       ] Generating forecast for: AXL
[2025-11-28T20:15:47.725102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-11-28T20:15:47.739233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-11-28T20:15:47.739980] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-11-28T20:15:47.741196] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-11-28T20:15:47.741253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:47.741289] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:47.741315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:47.741376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:47.799526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:47.800685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:47.800782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:47.800815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:47.926361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:47.926596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:47.926639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:47.926667] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:47.930539] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-11-28T20:15:47.930914] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-11-28T20:15:47.931055] [INFO ] [sig       ] AXL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:48.072055] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AXL.txt
[2025-11-28T20:15:48.072247] [INFO ] [sig       ] [312/3606] Completed AXL in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:48.072288] [INFO ] [sig       ] [313/3606] Forecasting AXON...
[2025-11-28T20:15:48.072318] [INFO ] [sig       ] Generating forecast for: AXON
[2025-11-28T20:15:48.072349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-11-28T20:15:48.085604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-11-28T20:15:48.085999] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-11-28T20:15:48.086819] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-11-28T20:15:48.086869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:48.086899] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:48.086926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:48.086984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:48.141897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:48.142626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:48.142707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:48.142738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:48.260396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:48.260545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:48.260598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:48.260659] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:48.263947] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-11-28T20:15:48.264217] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-11-28T20:15:48.264338] [INFO ] [sig       ] AXON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:48.401218] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AXON.txt
[2025-11-28T20:15:48.401380] [INFO ] [sig       ] [313/3606] Completed AXON in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-28T20:15:48.401419] [INFO ] [sig       ] [314/3606] Forecasting AXP...
[2025-11-28T20:15:48.401447] [INFO ] [sig       ] Generating forecast for: AXP
[2025-11-28T20:15:48.401477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-11-28T20:15:48.413824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-11-28T20:15:48.414154] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-11-28T20:15:48.414921] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-11-28T20:15:48.414980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:48.415038] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:48.415072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:48.415293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:48.475982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:48.476878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:48.476963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:48.476994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:48.610840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:48.611017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:48.611058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:48.611093] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:48.614507] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-11-28T20:15:48.614814] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-11-28T20:15:48.614946] [INFO ] [sig       ] AXP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:48.791282] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AXP.txt
[2025-11-28T20:15:48.791470] [INFO ] [sig       ] [314/3606] Completed AXP in 0.4s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:48.791537] [INFO ] [sig       ] [315/3606] Forecasting AXS...
[2025-11-28T20:15:48.791588] [INFO ] [sig       ] Generating forecast for: AXS
[2025-11-28T20:15:48.791624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-11-28T20:15:48.807390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-11-28T20:15:48.807896] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-11-28T20:15:48.809043] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-11-28T20:15:48.809108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:48.809155] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:48.809193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:48.809274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:48.881135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:48.882154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:48.882267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:48.882311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:49.037471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:49.037643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:49.037684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:49.037713] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:49.041273] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-11-28T20:15:49.041605] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-11-28T20:15:49.041746] [INFO ] [sig       ] AXS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:49.190673] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AXS.txt
[2025-11-28T20:15:49.190880] [INFO ] [sig       ] [315/3606] Completed AXS in 0.4s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:49.190932] [INFO ] [sig       ] [316/3606] Forecasting AXSM...
[2025-11-28T20:15:49.190965] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-11-28T20:15:49.190997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-11-28T20:15:49.204624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-11-28T20:15:49.205000] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-11-28T20:15:49.205919] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-11-28T20:15:49.205972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:49.206004] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:49.206030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:49.206086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:49.282507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:49.283438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:49.283523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:49.283555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:49.412803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:49.412957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:49.413001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:49.413029] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:49.417250] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-11-28T20:15:49.417637] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-11-28T20:15:49.417788] [INFO ] [sig       ] AXSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:49.561640] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AXSM.txt
[2025-11-28T20:15:49.561810] [INFO ] [sig       ] [316/3606] Completed AXSM in 0.4s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:49.561850] [INFO ] [sig       ] [317/3606] Forecasting AXTA...
[2025-11-28T20:15:49.561880] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-11-28T20:15:49.561911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-11-28T20:15:49.575304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-11-28T20:15:49.575920] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-11-28T20:15:49.576890] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-11-28T20:15:49.576941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:49.576973] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:49.577000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:49.577058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:49.635264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:49.636529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:49.636646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:49.636708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:49.765046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:49.765212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:49.765253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:49.765283] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:49.769116] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-11-28T20:15:49.769466] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-11-28T20:15:49.769632] [INFO ] [sig       ] AXTA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:49.913689] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AXTA.txt
[2025-11-28T20:15:49.913831] [INFO ] [sig       ] [317/3606] Completed AXTA in 0.4s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:49.913872] [INFO ] [sig       ] [318/3606] Forecasting AYI...
[2025-11-28T20:15:49.913901] [INFO ] [sig       ] Generating forecast for: AYI
[2025-11-28T20:15:49.913930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-11-28T20:15:49.930024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-11-28T20:15:49.930471] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-11-28T20:15:49.931562] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-11-28T20:15:49.931649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:49.931711] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:49.931754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:49.931842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:49.991913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:49.992797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:49.992888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:49.992923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:50.119767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:50.119930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:50.119969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:50.119996] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:50.123322] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=56.49%)
[2025-11-28T20:15:50.123627] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-11-28T20:15:50.123762] [INFO ] [sig       ] AYI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:50.261320] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AYI.txt
[2025-11-28T20:15:50.261474] [INFO ] [sig       ] [318/3606] Completed AYI in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:50.261512] [INFO ] [sig       ] [319/3606] Forecasting AZ...
[2025-11-28T20:15:50.261542] [INFO ] [sig       ] Generating forecast for: AZ
[2025-11-28T20:15:50.261588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-11-28T20:15:50.273308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-11-28T20:15:50.273670] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-11-28T20:15:50.274405] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-11-28T20:15:50.274453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:50.274483] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:50.274509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:50.274563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:50.331664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:50.332481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:50.332559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:50.332612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:50.450082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:50.450231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:50.450269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:50.450296] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:50.453527] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-11-28T20:15:50.453837] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-11-28T20:15:50.453963] [INFO ] [sig       ] AZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:50.592641] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AZ.txt
[2025-11-28T20:15:50.592794] [INFO ] [sig       ] [319/3606] Completed AZ in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:50.592833] [INFO ] [sig       ] [320/3606] Forecasting AZN...
[2025-11-28T20:15:50.592861] [INFO ] [sig       ] Generating forecast for: AZN
[2025-11-28T20:15:50.592889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-11-28T20:15:50.608009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-11-28T20:15:50.608643] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-11-28T20:15:50.609651] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-11-28T20:15:50.609702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:50.609733] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:50.609759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:50.609815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:50.667475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:50.668746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:50.668847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:50.668921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:50.794768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:50.794926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:50.794971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:50.795004] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:50.799088] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=73.68%)
[2025-11-28T20:15:50.799420] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-11-28T20:15:50.799566] [INFO ] [sig       ] AZN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:50.942455] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AZN.txt
[2025-11-28T20:15:50.942682] [INFO ] [sig       ] [320/3606] Completed AZN in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:50.942746] [INFO ] [sig       ] [321/3606] Forecasting AZO...
[2025-11-28T20:15:50.942789] [INFO ] [sig       ] Generating forecast for: AZO
[2025-11-28T20:15:50.942831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-11-28T20:15:50.955846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-11-28T20:15:50.956285] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-11-28T20:15:50.957140] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-11-28T20:15:50.957192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:50.957224] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:50.957251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:50.957308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:51.014175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:51.015074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:51.015160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:51.015193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:51.136649] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:51.136806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:51.136849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:51.136878] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:51.143964] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-11-28T20:15:51.144347] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-11-28T20:15:51.144486] [INFO ] [sig       ] AZO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:51.286340] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AZO.txt
[2025-11-28T20:15:51.286495] [INFO ] [sig       ] [321/3606] Completed AZO in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:51.286536] [INFO ] [sig       ] [322/3606] Forecasting AZTA...
[2025-11-28T20:15:51.286593] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-11-28T20:15:51.286630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-11-28T20:15:51.299019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-11-28T20:15:51.299434] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-11-28T20:15:51.300380] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-11-28T20:15:51.300432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:51.300463] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:51.300490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:51.300545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:51.358564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:51.359368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:51.359454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:51.359491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:51.489825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:51.489989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:51.490032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:51.490061] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:51.493810] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: UP (p=62.10%)
[2025-11-28T20:15:51.494169] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-11-28T20:15:51.494329] [INFO ] [sig       ] AZTA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:51.639475] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AZTA.txt
[2025-11-28T20:15:51.639646] [INFO ] [sig       ] [322/3606] Completed AZTA in 0.4s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:51.639691] [INFO ] [sig       ] [323/3606] Forecasting AZZ...
[2025-11-28T20:15:51.639720] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-11-28T20:15:51.639750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-11-28T20:15:51.651970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-11-28T20:15:51.652352] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-11-28T20:15:51.653176] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-11-28T20:15:51.653228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:51.653258] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:51.653286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:51.653352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:51.709596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:51.710403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:51.710485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:51.710518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:51.835675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:51.835834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:51.835877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:51.835915] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:51.839396] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-11-28T20:15:51.839696] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-11-28T20:15:51.839822] [INFO ] [sig       ] AZZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:51.983226] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AZZ.txt
[2025-11-28T20:15:51.983434] [INFO ] [sig       ] [323/3606] Completed AZZ in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:51.983482] [INFO ] [sig       ] [324/3606] Forecasting BA...
[2025-11-28T20:15:51.983512] [INFO ] [sig       ] Generating forecast for: BA
[2025-11-28T20:15:51.983541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-11-28T20:15:51.995224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-11-28T20:15:51.995595] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-11-28T20:15:51.996469] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-11-28T20:15:51.996530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:51.996591] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:51.996633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:51.996711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:52.057480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:52.058517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:52.058624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:52.058659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:52.186112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:52.186264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:52.186303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:52.186332] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:52.189712] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-11-28T20:15:52.189976] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-11-28T20:15:52.190097] [INFO ] [sig       ] BA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:52.337317] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BA.txt
[2025-11-28T20:15:52.337490] [INFO ] [sig       ] [324/3606] Completed BA in 0.4s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:52.337532] [INFO ] [sig       ] [325/3606] Forecasting BABA...
[2025-11-28T20:15:52.337561] [INFO ] [sig       ] Generating forecast for: BABA
[2025-11-28T20:15:52.337610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-11-28T20:15:52.348803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-11-28T20:15:52.349089] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-11-28T20:15:52.349854] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-11-28T20:15:52.349902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:52.349932] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:52.349957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:52.350010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:52.404793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:52.405536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:52.405630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:52.405662] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:52.526302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:52.526447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:52.526484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:52.526530] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:52.529939] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=15.82%)
[2025-11-28T20:15:52.530252] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-11-28T20:15:52.530378] [INFO ] [sig       ] BABA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:52.668380] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BABA.txt
[2025-11-28T20:15:52.668509] [INFO ] [sig       ] [325/3606] Completed BABA in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:52.668546] [INFO ] [sig       ] [326/3606] Forecasting BABX...
[2025-11-28T20:15:52.668591] [INFO ] [sig       ] Generating forecast for: BABX
[2025-11-28T20:15:52.668622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-11-28T20:15:52.680634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-11-28T20:15:52.680957] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-11-28T20:15:52.681773] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-11-28T20:15:52.681824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:52.681855] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:52.681880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:52.681935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:52.737043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:52.737708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:52.737784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:52.737816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:52.855665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:52.855804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:52.855841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:52.855869] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:52.859183] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-11-28T20:15:52.859467] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-11-28T20:15:52.859613] [INFO ] [sig       ] BABX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:52.998196] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BABX.txt
[2025-11-28T20:15:52.998327] [INFO ] [sig       ] [326/3606] Completed BABX in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:52.998365] [INFO ] [sig       ] [327/3606] Forecasting BAC...
[2025-11-28T20:15:52.998392] [INFO ] [sig       ] Generating forecast for: BAC
[2025-11-28T20:15:52.998421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-11-28T20:15:53.009484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-11-28T20:15:53.009778] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-11-28T20:15:53.010531] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-11-28T20:15:53.010604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:53.010661] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:53.010690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:53.010746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:53.065692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:53.066528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:53.066623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:53.066669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:53.193016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:53.193162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:53.193200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:53.193227] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:53.196481] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2025-11-28T20:15:53.196791] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-11-28T20:15:53.196918] [INFO ] [sig       ] BAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:53.340843] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BAC.txt
[2025-11-28T20:15:53.340968] [INFO ] [sig       ] [327/3606] Completed BAC in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-28T20:15:53.341008] [INFO ] [sig       ] [328/3606] Forecasting BAH...
[2025-11-28T20:15:53.341035] [INFO ] [sig       ] Generating forecast for: BAH
[2025-11-28T20:15:53.341064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-11-28T20:15:53.352930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-11-28T20:15:53.353196] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-11-28T20:15:53.353938] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-11-28T20:15:53.353987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:53.354017] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:53.354045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:53.354105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:53.409390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:53.409982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:53.410057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:53.410089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:53.533138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:53.533280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:53.533320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:53.533353] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:53.536607] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=18.83%)
[2025-11-28T20:15:53.536866] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-11-28T20:15:53.536989] [INFO ] [sig       ] BAH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:53.675111] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BAH.txt
[2025-11-28T20:15:53.675272] [INFO ] [sig       ] [328/3606] Completed BAH in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-28T20:15:53.675311] [INFO ] [sig       ] [329/3606] Forecasting BAK...
[2025-11-28T20:15:53.675340] [INFO ] [sig       ] Generating forecast for: BAK
[2025-11-28T20:15:53.675369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-11-28T20:15:53.687421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-11-28T20:15:53.687839] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-11-28T20:15:53.688771] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-11-28T20:15:53.688824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:53.688856] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:53.688881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:53.688950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:53.747746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:53.748711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:53.748801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:53.748835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:53.875204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:53.875349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:53.875388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:53.875417] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:53.878792] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-11-28T20:15:53.879066] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-11-28T20:15:53.879207] [INFO ] [sig       ] BAK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:54.020530] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BAK.txt
[2025-11-28T20:15:54.020704] [INFO ] [sig       ] [329/3606] Completed BAK in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-28T20:15:54.020744] [INFO ] [sig       ] [330/3606] Forecasting BALL...
[2025-11-28T20:15:54.020773] [INFO ] [sig       ] Generating forecast for: BALL
[2025-11-28T20:15:54.020805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-11-28T20:15:54.032261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-11-28T20:15:54.032636] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-11-28T20:15:54.033424] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-11-28T20:15:54.033475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:54.033505] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:54.033530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:54.033604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:54.088596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:54.089356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:54.089432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:54.089464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:54.214601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:54.214743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:54.214781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:54.214839] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:54.218687] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2025-11-28T20:15:54.218977] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-11-28T20:15:54.219107] [INFO ] [sig       ] BALL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:54.364231] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BALL.txt
[2025-11-28T20:15:54.364374] [INFO ] [sig       ] [330/3606] Completed BALL in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-28T20:15:54.364412] [INFO ] [sig       ] [331/3606] Forecasting BANC...
[2025-11-28T20:15:54.364442] [INFO ] [sig       ] Generating forecast for: BANC
[2025-11-28T20:15:54.364472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-11-28T20:15:54.376090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-11-28T20:15:54.376494] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-11-28T20:15:54.377301] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-11-28T20:15:54.377366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:54.377397] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:54.377423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:54.377478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:54.433312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:54.434197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:54.434282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:54.434314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:54.557272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:54.557417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:54.557454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:54.557482] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:54.560892] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-11-28T20:15:54.561218] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-11-28T20:15:54.561349] [INFO ] [sig       ] BANC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:54.710144] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BANC.txt
[2025-11-28T20:15:54.710300] [INFO ] [sig       ] [331/3606] Completed BANC in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:54.710338] [INFO ] [sig       ] [332/3606] Forecasting BAND...
[2025-11-28T20:15:54.710366] [INFO ] [sig       ] Generating forecast for: BAND
[2025-11-28T20:15:54.710402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-11-28T20:15:54.722935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-11-28T20:15:54.723289] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-11-28T20:15:54.724141] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-11-28T20:15:54.724193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:54.724225] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:54.724252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:54.724308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:54.782783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:54.783699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:54.783805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:54.783839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:54.916028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:54.916175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:54.916213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:54.916241] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:54.920538] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=35.98%)
[2025-11-28T20:15:54.920870] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-11-28T20:15:54.921000] [INFO ] [sig       ] BAND: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:55.069246] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BAND.txt
[2025-11-28T20:15:55.069376] [INFO ] [sig       ] [332/3606] Completed BAND in 0.4s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:55.069415] [INFO ] [sig       ] [333/3606] Forecasting BANF...
[2025-11-28T20:15:55.069445] [INFO ] [sig       ] Generating forecast for: BANF
[2025-11-28T20:15:55.069476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-11-28T20:15:55.080760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-11-28T20:15:55.081028] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-11-28T20:15:55.081835] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-11-28T20:15:55.081886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:55.081917] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:55.081944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:55.081999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:55.137981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:55.138621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:55.138697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:55.138729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:55.260659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:55.260808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:55.260856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:55.260895] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:55.264556] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: DOWN (p=37.01%)
[2025-11-28T20:15:55.264856] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-11-28T20:15:55.264986] [INFO ] [sig       ] BANF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:55.409038] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BANF.txt
[2025-11-28T20:15:55.409212] [INFO ] [sig       ] [333/3606] Completed BANF in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:55.409256] [INFO ] [sig       ] [334/3606] Forecasting BANX...
[2025-11-28T20:15:55.409287] [INFO ] [sig       ] Generating forecast for: BANX
[2025-11-28T20:15:55.409328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-11-28T20:15:55.421596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-11-28T20:15:55.422023] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-11-28T20:15:55.422894] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-11-28T20:15:55.422947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:55.422980] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:55.423007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:55.423064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:55.481120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:55.481978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:55.482062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:55.482100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:55.600290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:55.600408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:55.600446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:55.600475] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:55.603808] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-11-28T20:15:55.604093] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-11-28T20:15:55.604239] [INFO ] [sig       ] BANX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:55.743333] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BANX.txt
[2025-11-28T20:15:55.743472] [INFO ] [sig       ] [334/3606] Completed BANX in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:55.743511] [INFO ] [sig       ] [335/3606] Forecasting BAP...
[2025-11-28T20:15:55.743540] [INFO ] [sig       ] Generating forecast for: BAP
[2025-11-28T20:15:55.743587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-11-28T20:15:55.755040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-11-28T20:15:55.755379] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-11-28T20:15:55.756175] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-11-28T20:15:55.756235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:55.756272] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:55.756299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:55.756353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:55.811650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:55.812422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:55.812497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:55.812528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:55.929719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:55.929855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:55.929891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:55.929919] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:55.933143] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=39.07%)
[2025-11-28T20:15:55.933402] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-11-28T20:15:55.933518] [INFO ] [sig       ] BAP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:56.067923] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BAP.txt
[2025-11-28T20:15:56.068042] [INFO ] [sig       ] [335/3606] Completed BAP in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:56.068107] [INFO ] [sig       ] [336/3606] Forecasting BATRA...
[2025-11-28T20:15:56.068143] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-11-28T20:15:56.068172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-11-28T20:15:56.080186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-11-28T20:15:56.080519] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-11-28T20:15:56.081345] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-11-28T20:15:56.081395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:56.081425] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:56.081450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:56.081504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:56.135635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:56.136345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:56.136421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:56.136452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:56.253032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:56.253152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:56.253188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:56.253215] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:56.256410] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=46.22%)
[2025-11-28T20:15:56.256720] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-11-28T20:15:56.256839] [INFO ] [sig       ] BATRA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:56.395392] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BATRA.txt
[2025-11-28T20:15:56.395524] [INFO ] [sig       ] [336/3606] Completed BATRA in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:56.395561] [INFO ] [sig       ] [337/3606] Forecasting BATRK...
[2025-11-28T20:15:56.395609] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-11-28T20:15:56.395640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-11-28T20:15:56.407189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-11-28T20:15:56.407461] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-11-28T20:15:56.408253] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-11-28T20:15:56.408302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:56.408331] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:56.408357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:56.408410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:56.463563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:56.464196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:56.464295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:56.464328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:56.582836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:56.582963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:56.583002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:56.583029] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:56.586256] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=20.31%)
[2025-11-28T20:15:56.586515] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-11-28T20:15:56.586659] [INFO ] [sig       ] BATRK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:56.721780] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BATRK.txt
[2025-11-28T20:15:56.721898] [INFO ] [sig       ] [337/3606] Completed BATRK in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:56.721936] [INFO ] [sig       ] [338/3606] Forecasting BAX...
[2025-11-28T20:15:56.721964] [INFO ] [sig       ] Generating forecast for: BAX
[2025-11-28T20:15:56.721994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-11-28T20:15:56.732963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-11-28T20:15:56.733235] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-11-28T20:15:56.733993] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-11-28T20:15:56.734041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:56.734071] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:56.734097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:56.734152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:56.789308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:56.789918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:56.789992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:56.790023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:56.909180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:56.909317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:56.909356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:56.909384] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:56.912631] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=67.96%)
[2025-11-28T20:15:56.912893] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-11-28T20:15:56.913010] [INFO ] [sig       ] BAX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:57.051758] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BAX.txt
[2025-11-28T20:15:57.051906] [INFO ] [sig       ] [338/3606] Completed BAX in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:57.051946] [INFO ] [sig       ] [339/3606] Forecasting BB...
[2025-11-28T20:15:57.051975] [INFO ] [sig       ] Generating forecast for: BB
[2025-11-28T20:15:57.052004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-11-28T20:15:57.063194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-11-28T20:15:57.063564] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-11-28T20:15:57.064391] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-11-28T20:15:57.064443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:57.064474] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:57.064500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:57.064554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:57.120393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:57.121179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:57.121255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:57.121287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:57.239809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:57.239930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:57.239968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:57.239995] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:57.243195] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=35.04%)
[2025-11-28T20:15:57.243457] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-11-28T20:15:57.243593] [INFO ] [sig       ] BB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:57.381457] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BB.txt
[2025-11-28T20:15:57.381610] [INFO ] [sig       ] [339/3606] Completed BB in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:57.381651] [INFO ] [sig       ] [340/3606] Forecasting BBAI...
[2025-11-28T20:15:57.381679] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-11-28T20:15:57.381709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-11-28T20:15:57.392449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-11-28T20:15:57.392803] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-11-28T20:15:57.393635] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-11-28T20:15:57.393689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:57.393721] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:57.393748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:57.393804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:57.448667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:57.449272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:57.449345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:57.449375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:57.566529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:57.566681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:57.566722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:57.566749] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:57.570061] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-11-28T20:15:57.570323] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-11-28T20:15:57.570438] [INFO ] [sig       ] BBAI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:57.705449] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BBAI.txt
[2025-11-28T20:15:57.705617] [INFO ] [sig       ] [340/3606] Completed BBAI in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:57.705658] [INFO ] [sig       ] [341/3606] Forecasting BBCP...
[2025-11-28T20:15:57.705686] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-11-28T20:15:57.705716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-11-28T20:15:57.716432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-11-28T20:15:57.716742] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-11-28T20:15:57.717492] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-11-28T20:15:57.717540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:57.717595] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:57.717625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:57.717680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:57.771941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:57.772745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:57.772819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:57.772851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:57.890881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:57.891019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:57.891056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:57.891083] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:57.894278] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-11-28T20:15:57.894534] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-11-28T20:15:57.894668] [INFO ] [sig       ] BBCP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:58.030210] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BBCP.txt
[2025-11-28T20:15:58.030343] [INFO ] [sig       ] [341/3606] Completed BBCP in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:58.030380] [INFO ] [sig       ] [342/3606] Forecasting BBD...
[2025-11-28T20:15:58.030408] [INFO ] [sig       ] Generating forecast for: BBD
[2025-11-28T20:15:58.030439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-11-28T20:15:58.040842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-11-28T20:15:58.041103] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-11-28T20:15:58.041854] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-11-28T20:15:58.041902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:58.041943] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:58.041970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:58.042025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:58.096466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:58.097205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:58.097277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:58.097308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:58.219952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:58.220064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:58.220101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:58.220129] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:58.223319] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-11-28T20:15:58.223603] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-11-28T20:15:58.223737] [INFO ] [sig       ] BBD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:58.359661] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBD.txt
[2025-11-28T20:15:58.359781] [INFO ] [sig       ] [342/3606] Completed BBD in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:58.359818] [INFO ] [sig       ] [343/3606] Forecasting BBDO...
[2025-11-28T20:15:58.359847] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-11-28T20:15:58.359877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-11-28T20:15:58.370749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-11-28T20:15:58.371058] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-11-28T20:15:58.371847] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-11-28T20:15:58.371895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:58.371925] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:58.371950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:58.372004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:58.426978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:58.427551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:58.427637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:58.427669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:58.547557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:58.547685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:58.547720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:58.547748] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:58.550948] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=17.70%)
[2025-11-28T20:15:58.551235] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-11-28T20:15:58.551353] [INFO ] [sig       ] BBDO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:58.688088] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBDO.txt
[2025-11-28T20:15:58.688213] [INFO ] [sig       ] [343/3606] Completed BBDO in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-28T20:15:58.688250] [INFO ] [sig       ] [344/3606] Forecasting BBH...
[2025-11-28T20:15:58.688278] [INFO ] [sig       ] Generating forecast for: BBH
[2025-11-28T20:15:58.688306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-11-28T20:15:58.699260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-11-28T20:15:58.699591] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-11-28T20:15:58.700386] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-11-28T20:15:58.700435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:58.700498] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:58.700536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:58.700633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:58.755245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:58.755867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:58.755939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:58.755971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:58.858950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:58.859078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:58.859116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:58.859143] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:58.862332] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=51.05%)
[2025-11-28T20:15:58.862608] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-11-28T20:15:58.862727] [INFO ] [sig       ] BBH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:58.997564] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BBH.txt
[2025-11-28T20:15:58.997707] [INFO ] [sig       ] [344/3606] Completed BBH in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-28T20:15:58.997743] [INFO ] [sig       ] [345/3606] Forecasting BBIO...
[2025-11-28T20:15:58.997772] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-11-28T20:15:58.997801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-11-28T20:15:59.008499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-11-28T20:15:59.008836] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-11-28T20:15:59.009602] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-11-28T20:15:59.009654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:59.009684] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:59.009712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:59.009766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:59.064727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:59.065433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:59.065506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:59.065538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:59.189505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:59.189631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:59.189669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:59.189696] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:59.192840] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=74.08%)
[2025-11-28T20:15:59.193097] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-11-28T20:15:59.193216] [INFO ] [sig       ] BBIO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:15:59.327776] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BBIO.txt
[2025-11-28T20:15:59.327888] [INFO ] [sig       ] [345/3606] Completed BBIO in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-28T20:15:59.327933] [INFO ] [sig       ] [346/3606] Forecasting BBLG...
[2025-11-28T20:15:59.327962] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-11-28T20:15:59.327990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-11-28T20:15:59.338758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-11-28T20:15:59.339056] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-11-28T20:15:59.339820] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-11-28T20:15:59.339868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:59.339899] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:59.339924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:59.339977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:59.395601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:59.396199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:59.396278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:59.396311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:59.515458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:59.515586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:59.515626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:59.515654] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:59.518930] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=32.97%)
[2025-11-28T20:15:59.519191] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-11-28T20:15:59.519311] [INFO ] [sig       ] BBLG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:59.657852] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBLG.txt
[2025-11-28T20:15:59.657971] [INFO ] [sig       ] [346/3606] Completed BBLG in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-28T20:15:59.658007] [INFO ] [sig       ] [347/3606] Forecasting BBN...
[2025-11-28T20:15:59.658035] [INFO ] [sig       ] Generating forecast for: BBN
[2025-11-28T20:15:59.658081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-11-28T20:15:59.669229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-11-28T20:15:59.669521] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-11-28T20:15:59.670353] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-11-28T20:15:59.670403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:15:59.670435] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:15:59.670461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:15:59.670516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:15:59.728570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:15:59.729344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:15:59.729422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:15:59.729455] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:15:59.846982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:15:59.847099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:15:59.847137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:15:59.847201] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:15:59.850587] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=11.34%)
[2025-11-28T20:15:59.850853] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-11-28T20:15:59.850986] [INFO ] [sig       ] BBN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:15:59.992425] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBN.txt
[2025-11-28T20:15:59.992596] [INFO ] [sig       ] [347/3606] Completed BBN in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-28T20:15:59.992639] [INFO ] [sig       ] [348/3606] Forecasting BBSI...
[2025-11-28T20:15:59.992670] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-11-28T20:15:59.992700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-11-28T20:16:00.005402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-11-28T20:16:00.005868] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-11-28T20:16:00.006751] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-11-28T20:16:00.006802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:00.006834] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:00.006860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:00.006916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:00.064390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:00.065206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:00.065286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:00.065318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:00.189590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:00.189740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:00.189778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:00.189806] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:00.193142] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=78.81%)
[2025-11-28T20:16:00.193442] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-11-28T20:16:00.193589] [INFO ] [sig       ] BBSI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:00.334177] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BBSI.txt
[2025-11-28T20:16:00.334330] [INFO ] [sig       ] [348/3606] Completed BBSI in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-28T20:16:00.334370] [INFO ] [sig       ] [349/3606] Forecasting BBUC...
[2025-11-28T20:16:00.334399] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-11-28T20:16:00.334429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-11-28T20:16:00.345889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-11-28T20:16:00.346318] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-11-28T20:16:00.347395] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-11-28T20:16:00.347466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:00.347506] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:00.347540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:00.347639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:00.416435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:00.417241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:00.417325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:00.417357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:00.540627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:00.540747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:00.540784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:00.540824] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:00.544146] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=28.90%)
[2025-11-28T20:16:00.544448] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-11-28T20:16:00.544569] [INFO ] [sig       ] BBUC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:00.694337] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBUC.txt
[2025-11-28T20:16:00.694477] [INFO ] [sig       ] [349/3606] Completed BBUC in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:00.694516] [INFO ] [sig       ] [350/3606] Forecasting BBVA...
[2025-11-28T20:16:00.694546] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-11-28T20:16:00.694595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-11-28T20:16:00.708239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-11-28T20:16:00.708529] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-11-28T20:16:00.709318] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-11-28T20:16:00.709377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:00.709407] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:00.709433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:00.709488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:00.765365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:00.766116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:00.766199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:00.766239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:00.887229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:00.887342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:00.887379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:00.887406] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:00.890740] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=32.71%)
[2025-11-28T20:16:00.891045] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-11-28T20:16:00.891176] [INFO ] [sig       ] BBVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:01.030105] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBVA.txt
[2025-11-28T20:16:01.030246] [INFO ] [sig       ] [350/3606] Completed BBVA in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:01.030284] [INFO ] [sig       ] [351/3606] Forecasting BBY...
[2025-11-28T20:16:01.030313] [INFO ] [sig       ] Generating forecast for: BBY
[2025-11-28T20:16:01.030343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-11-28T20:16:01.040994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-11-28T20:16:01.041280] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-11-28T20:16:01.042048] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-11-28T20:16:01.042098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:01.042128] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:01.042154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:01.042208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:01.097288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:01.097923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:01.098010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:01.098044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:01.218715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:01.218837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:01.218875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:01.218902] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:01.222074] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=49.64%)
[2025-11-28T20:16:01.222336] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-11-28T20:16:01.222459] [INFO ] [sig       ] BBY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:01.359663] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBY.txt
[2025-11-28T20:16:01.359778] [INFO ] [sig       ] [351/3606] Completed BBY in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:01.359816] [INFO ] [sig       ] [352/3606] Forecasting BC...
[2025-11-28T20:16:01.359845] [INFO ] [sig       ] Generating forecast for: BC
[2025-11-28T20:16:01.359874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-11-28T20:16:01.371092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-11-28T20:16:01.371372] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-11-28T20:16:01.372163] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-11-28T20:16:01.372213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:01.372244] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:01.372270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:01.372325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:01.431356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:01.432079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:01.432157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:01.432191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:01.553228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:01.553370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:01.553409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:01.553437] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:01.556757] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-11-28T20:16:01.557020] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-11-28T20:16:01.557139] [INFO ] [sig       ] BC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:01.716101] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BC.txt
[2025-11-28T20:16:01.716255] [INFO ] [sig       ] [352/3606] Completed BC in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:01.716298] [INFO ] [sig       ] [353/3606] Forecasting BCAL...
[2025-11-28T20:16:01.716328] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-11-28T20:16:01.716357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-11-28T20:16:01.731357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-11-28T20:16:01.731831] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-11-28T20:16:01.732912] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-11-28T20:16:01.732976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:01.733018] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:01.733072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:01.733156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:01.803703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:01.804763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:01.804865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:01.804916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:01.926971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:01.927118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:01.927158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:01.927186] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:01.930718] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2025-11-28T20:16:01.930993] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-11-28T20:16:01.931118] [INFO ] [sig       ] BCAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:02.071815] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BCAL.txt
[2025-11-28T20:16:02.071968] [INFO ] [sig       ] [353/3606] Completed BCAL in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:02.072008] [INFO ] [sig       ] [354/3606] Forecasting BCAX...
[2025-11-28T20:16:02.072037] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-11-28T20:16:02.072067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-11-28T20:16:02.084500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-11-28T20:16:02.084877] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-11-28T20:16:02.085680] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-11-28T20:16:02.085730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:02.085761] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:02.085788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:02.085842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:02.140913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:02.141775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:02.141889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:02.141922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:02.266753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:02.266921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:02.266981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:02.267020] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:02.270492] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-11-28T20:16:02.270821] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-11-28T20:16:02.270971] [INFO ] [sig       ] BCAX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:02.409290] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BCAX.txt
[2025-11-28T20:16:02.409440] [INFO ] [sig       ] [354/3606] Completed BCAX in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:02.409483] [INFO ] [sig       ] [355/3606] Forecasting BCBP...
[2025-11-28T20:16:02.409514] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-11-28T20:16:02.409545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-11-28T20:16:02.421466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-11-28T20:16:02.421878] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-11-28T20:16:02.422694] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-11-28T20:16:02.422743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:02.422774] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:02.422800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:02.422856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:02.478268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:02.479177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:02.479272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:02.479304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:02.596904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:02.597059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:02.597097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:02.597126] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:02.600415] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-11-28T20:16:02.600720] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-11-28T20:16:02.600845] [INFO ] [sig       ] BCBP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:02.754956] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BCBP.txt
[2025-11-28T20:16:02.755107] [INFO ] [sig       ] [355/3606] Completed BCBP in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:02.755145] [INFO ] [sig       ] [356/3606] Forecasting BCC...
[2025-11-28T20:16:02.755173] [INFO ] [sig       ] Generating forecast for: BCC
[2025-11-28T20:16:02.755203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-11-28T20:16:02.769282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-11-28T20:16:02.769693] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-11-28T20:16:02.770497] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-11-28T20:16:02.770548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:02.770598] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:02.770628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:02.770684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:02.828399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:02.829280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:02.829384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:02.829419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:02.955128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:02.955286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:02.955324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:02.955352] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:02.958638] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=24.36%)
[2025-11-28T20:16:02.958924] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-11-28T20:16:02.959050] [INFO ] [sig       ] BCC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:03.097219] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BCC.txt
[2025-11-28T20:16:03.097373] [INFO ] [sig       ] [356/3606] Completed BCC in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:03.097412] [INFO ] [sig       ] [357/3606] Forecasting BCDA...
[2025-11-28T20:16:03.097442] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-11-28T20:16:03.097503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-11-28T20:16:03.109219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-11-28T20:16:03.109623] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-11-28T20:16:03.110401] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-11-28T20:16:03.110450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:03.110480] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:03.110506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:03.110560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:03.166627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:03.167475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:03.167562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:03.167618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:03.284251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:03.284396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:03.284434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:03.284461] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:03.288523] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2025-11-28T20:16:03.288857] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-11-28T20:16:03.288990] [INFO ] [sig       ] BCDA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:03.429271] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BCDA.txt
[2025-11-28T20:16:03.429462] [INFO ] [sig       ] [357/3606] Completed BCDA in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:03.429504] [INFO ] [sig       ] [358/3606] Forecasting BCE...
[2025-11-28T20:16:03.429533] [INFO ] [sig       ] Generating forecast for: BCE
[2025-11-28T20:16:03.429565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-11-28T20:16:03.440722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-11-28T20:16:03.441080] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-11-28T20:16:03.441854] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-11-28T20:16:03.441904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:03.441934] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:03.441960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:03.442015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:03.499040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:03.499905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:03.499987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:03.500021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:03.623790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:03.623945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:03.623984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:03.624075] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:03.627563] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=31.40%)
[2025-11-28T20:16:03.627876] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-11-28T20:16:03.628006] [INFO ] [sig       ] BCE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:03.768301] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BCE.txt
[2025-11-28T20:16:03.768472] [INFO ] [sig       ] [358/3606] Completed BCE in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:03.768513] [INFO ] [sig       ] [359/3606] Forecasting BCH...
[2025-11-28T20:16:03.768541] [INFO ] [sig       ] Generating forecast for: BCH
[2025-11-28T20:16:03.768589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-11-28T20:16:03.779598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-11-28T20:16:03.779958] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-11-28T20:16:03.780730] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-11-28T20:16:03.780778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:03.780808] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:03.780834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:03.780888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:03.839162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:03.840043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:03.840138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:03.840170] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:03.960203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:03.960359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:03.960395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:03.960422] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:03.963656] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=54.68%)
[2025-11-28T20:16:03.963922] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-11-28T20:16:03.964042] [INFO ] [sig       ] BCH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:04.110713] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BCH.txt
[2025-11-28T20:16:04.110899] [INFO ] [sig       ] [359/3606] Completed BCH in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:04.110948] [INFO ] [sig       ] [360/3606] Forecasting BCML...
[2025-11-28T20:16:04.110986] [INFO ] [sig       ] Generating forecast for: BCML
[2025-11-28T20:16:04.111027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-11-28T20:16:04.124884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-11-28T20:16:04.125318] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-11-28T20:16:04.126287] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-11-28T20:16:04.126358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:04.126405] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:04.126446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:04.126520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:04.185942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:04.186718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:04.186801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:04.186835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:04.307038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:04.307194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:04.307245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:04.307287] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:04.311309] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=25.91%)
[2025-11-28T20:16:04.311627] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-11-28T20:16:04.311760] [INFO ] [sig       ] BCML: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:04.448444] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BCML.txt
[2025-11-28T20:16:04.448597] [INFO ] [sig       ] [360/3606] Completed BCML in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:04.448638] [INFO ] [sig       ] [361/3606] Forecasting BCO...
[2025-11-28T20:16:04.448670] [INFO ] [sig       ] Generating forecast for: BCO
[2025-11-28T20:16:04.448701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-11-28T20:16:04.460353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-11-28T20:16:04.460690] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-11-28T20:16:04.461494] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-11-28T20:16:04.461544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:04.461634] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:04.461672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:04.461730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:04.516536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:04.517106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:04.517177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:04.517208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:04.636262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:04.636367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:04.636401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:04.636428] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:04.639475] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-11-28T20:16:04.639742] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-11-28T20:16:04.639860] [INFO ] [sig       ] BCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:04.778332] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BCO.txt
[2025-11-28T20:16:04.778457] [INFO ] [sig       ] [361/3606] Completed BCO in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:04.778494] [INFO ] [sig       ] [362/3606] Forecasting BCPC...
[2025-11-28T20:16:04.778523] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-11-28T20:16:04.778551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-11-28T20:16:04.790394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-11-28T20:16:04.790760] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-11-28T20:16:04.791548] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-11-28T20:16:04.791613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:04.791645] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:04.791670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:04.791725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:04.849238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:04.849943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:04.850020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:04.850053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:04.969081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:04.969211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:04.969249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:04.969276] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:04.972511] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: UP (p=76.09%)
[2025-11-28T20:16:04.972792] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-11-28T20:16:04.972913] [INFO ] [sig       ] BCPC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:05.107467] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BCPC.txt
[2025-11-28T20:16:05.107597] [INFO ] [sig       ] [362/3606] Completed BCPC in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:05.107636] [INFO ] [sig       ] [363/3606] Forecasting BCRX...
[2025-11-28T20:16:05.107664] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-11-28T20:16:05.107691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-11-28T20:16:05.118809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-11-28T20:16:05.119082] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-11-28T20:16:05.119870] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-11-28T20:16:05.119920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:05.119952] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:05.119979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:05.120036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:05.176534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:05.177219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:05.177297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:05.177331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:05.295360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:05.295509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:05.295546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:05.295656] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:05.298922] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-11-28T20:16:05.299180] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-11-28T20:16:05.299297] [INFO ] [sig       ] BCRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:05.435034] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BCRX.txt
[2025-11-28T20:16:05.435154] [INFO ] [sig       ] [363/3606] Completed BCRX in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-28T20:16:05.435192] [INFO ] [sig       ] [364/3606] Forecasting BCS...
[2025-11-28T20:16:05.435221] [INFO ] [sig       ] Generating forecast for: BCS
[2025-11-28T20:16:05.435251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-11-28T20:16:05.447009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-11-28T20:16:05.447322] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-11-28T20:16:05.448150] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-11-28T20:16:05.448199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:05.448228] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:05.448253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:05.448307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:05.503013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:05.503923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:05.504021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:05.504055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:05.622755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:05.622910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:05.622950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:05.623013] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:05.626747] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-11-28T20:16:05.627092] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-11-28T20:16:05.627230] [INFO ] [sig       ] BCS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:05.778737] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BCS.txt
[2025-11-28T20:16:05.778881] [INFO ] [sig       ] [364/3606] Completed BCS in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.1m
[2025-11-28T20:16:05.778922] [INFO ] [sig       ] [365/3606] Forecasting BCSF...
[2025-11-28T20:16:05.778951] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-11-28T20:16:05.778982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-11-28T20:16:05.792423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-11-28T20:16:05.792912] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-11-28T20:16:05.793964] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-11-28T20:16:05.794027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:05.794071] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:05.794110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:05.794192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:05.869298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:05.870161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:05.870241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:05.870274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:05.995428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:05.995599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:05.995640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:05.995669] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:05.999121] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=27.17%)
[2025-11-28T20:16:05.999447] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-11-28T20:16:05.999599] [INFO ] [sig       ] BCSF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:06.153340] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BCSF.txt
[2025-11-28T20:16:06.153492] [INFO ] [sig       ] [365/3606] Completed BCSF in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.1m
[2025-11-28T20:16:06.153531] [INFO ] [sig       ] [366/3606] Forecasting BCTX...
[2025-11-28T20:16:06.153562] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-11-28T20:16:06.153615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-11-28T20:16:06.164798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-11-28T20:16:06.165042] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-11-28T20:16:06.165793] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-11-28T20:16:06.165852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:06.165882] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:06.165908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:06.165963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:06.220633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:06.221433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:06.221514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:06.221545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:06.337986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:06.338159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:06.338196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:06.338224] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:06.341462] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-11-28T20:16:06.341741] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-11-28T20:16:06.341859] [INFO ] [sig       ] BCTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:06.478351] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BCTX.txt
[2025-11-28T20:16:06.478498] [INFO ] [sig       ] [366/3606] Completed BCTX in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.1m
[2025-11-28T20:16:06.478537] [INFO ] [sig       ] [367/3606] Forecasting BCX...
[2025-11-28T20:16:06.478567] [INFO ] [sig       ] Generating forecast for: BCX
[2025-11-28T20:16:06.478619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-11-28T20:16:06.489671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-11-28T20:16:06.490010] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-11-28T20:16:06.490809] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-11-28T20:16:06.490857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:06.490886] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:06.490912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:06.490966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:06.549135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:06.549939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:06.550016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:06.550047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:06.678532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:06.678697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:06.678735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:06.678762] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:06.681987] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=74.99%)
[2025-11-28T20:16:06.682261] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-11-28T20:16:06.682383] [INFO ] [sig       ] BCX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:06.819484] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BCX.txt
[2025-11-28T20:16:06.819644] [INFO ] [sig       ] [367/3606] Completed BCX in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:06.819685] [INFO ] [sig       ] [368/3606] Forecasting BCYC...
[2025-11-28T20:16:06.819713] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-11-28T20:16:06.819742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-11-28T20:16:06.830617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-11-28T20:16:06.830857] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-11-28T20:16:06.831604] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-11-28T20:16:06.831652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:06.831683] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:06.831709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:06.831768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:06.887111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:06.888014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:06.888120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:06.888151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:07.008008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:07.008178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:07.008216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:07.008243] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:07.011432] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-11-28T20:16:07.011706] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-11-28T20:16:07.011823] [INFO ] [sig       ] BCYC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:07.149238] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BCYC.txt
[2025-11-28T20:16:07.149389] [INFO ] [sig       ] [368/3606] Completed BCYC in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:07.149429] [INFO ] [sig       ] [369/3606] Forecasting BDC...
[2025-11-28T20:16:07.149459] [INFO ] [sig       ] Generating forecast for: BDC
[2025-11-28T20:16:07.149488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-11-28T20:16:07.160955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-11-28T20:16:07.161303] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-11-28T20:16:07.162061] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-11-28T20:16:07.162110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:07.162140] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:07.162166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:07.162221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:07.218491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:07.219358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:07.219437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:07.219474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:07.339564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:07.339721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:07.339759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:07.339787] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:07.343019] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-11-28T20:16:07.343276] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-11-28T20:16:07.343409] [INFO ] [sig       ] BDC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:07.478559] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BDC.txt
[2025-11-28T20:16:07.478721] [INFO ] [sig       ] [369/3606] Completed BDC in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:07.478770] [INFO ] [sig       ] [370/3606] Forecasting BDJ...
[2025-11-28T20:16:07.478802] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-11-28T20:16:07.478832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-11-28T20:16:07.490148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-11-28T20:16:07.490499] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-11-28T20:16:07.491266] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-11-28T20:16:07.491315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:07.491345] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:07.491370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:07.491424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:07.545910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:07.546565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:07.546659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:07.546690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:07.662095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:07.662238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:07.662275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:07.662301] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:07.665587] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-11-28T20:16:07.665860] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-11-28T20:16:07.665982] [INFO ] [sig       ] BDJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:07.807812] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BDJ.txt
[2025-11-28T20:16:07.807962] [INFO ] [sig       ] [370/3606] Completed BDJ in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:07.808001] [INFO ] [sig       ] [371/3606] Forecasting BDN...
[2025-11-28T20:16:07.808030] [INFO ] [sig       ] Generating forecast for: BDN
[2025-11-28T20:16:07.808087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-11-28T20:16:07.818944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-11-28T20:16:07.819244] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-11-28T20:16:07.820007] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-11-28T20:16:07.820056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:07.820085] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:07.820111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:07.820165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:07.874611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:07.875243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:07.875344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:07.875376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:08.002511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:08.002692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:08.002733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:08.002762] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:08.006143] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=55.55%)
[2025-11-28T20:16:08.006409] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-11-28T20:16:08.006549] [INFO ] [sig       ] BDN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:08.143910] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BDN.txt
[2025-11-28T20:16:08.144047] [INFO ] [sig       ] [371/3606] Completed BDN in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:08.144084] [INFO ] [sig       ] [372/3606] Forecasting BDRX...
[2025-11-28T20:16:08.144113] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-11-28T20:16:08.144142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-11-28T20:16:08.154646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-11-28T20:16:08.154957] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-11-28T20:16:08.155724] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-11-28T20:16:08.155772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:08.155802] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:08.155828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:08.155883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:08.210119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:08.210828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:08.210905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:08.210936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:08.331941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:08.332079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:08.332115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:08.332141] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:08.335362] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=21.69%)
[2025-11-28T20:16:08.335639] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-11-28T20:16:08.335757] [INFO ] [sig       ] BDRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:08.472706] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BDRX.txt
[2025-11-28T20:16:08.472845] [INFO ] [sig       ] [372/3606] Completed BDRX in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:08.472882] [INFO ] [sig       ] [373/3606] Forecasting BDSX...
[2025-11-28T20:16:08.472910] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-11-28T20:16:08.472940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-11-28T20:16:08.483452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-11-28T20:16:08.483781] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-11-28T20:16:08.484536] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-11-28T20:16:08.484617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:08.484659] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:08.484688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:08.484743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:08.539953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:08.540759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:08.540840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:08.540872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:08.654799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:08.654943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:08.655002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:08.655033] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:08.658338] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=62.39%)
[2025-11-28T20:16:08.658625] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-11-28T20:16:08.658746] [INFO ] [sig       ] BDSX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:08.794586] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BDSX.txt
[2025-11-28T20:16:08.794725] [INFO ] [sig       ] [373/3606] Completed BDSX in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:08.794762] [INFO ] [sig       ] [374/3606] Forecasting BE...
[2025-11-28T20:16:08.794791] [INFO ] [sig       ] Generating forecast for: BE
[2025-11-28T20:16:08.794820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-11-28T20:16:08.806704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-11-28T20:16:08.806973] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-11-28T20:16:08.807727] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-11-28T20:16:08.807775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:08.807806] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:08.807833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:08.807887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:08.862811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:08.863535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:08.863632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:08.863665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:08.980354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:08.980508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:08.980546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:08.980593] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:08.983914] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-11-28T20:16:08.984204] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-11-28T20:16:08.984330] [INFO ] [sig       ] BE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:09.123108] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BE.txt
[2025-11-28T20:16:09.123262] [INFO ] [sig       ] [374/3606] Completed BE in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:09.123301] [INFO ] [sig       ] [375/3606] Forecasting BEAM...
[2025-11-28T20:16:09.123332] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-11-28T20:16:09.123362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-11-28T20:16:09.135397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-11-28T20:16:09.135709] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-11-28T20:16:09.136464] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-11-28T20:16:09.136513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:09.136545] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:09.136602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:09.136662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:09.193692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:09.194407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:09.194505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:09.194540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:09.312899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:09.313056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:09.313095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:09.313125] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:09.316419] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-11-28T20:16:09.316693] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-11-28T20:16:09.316813] [INFO ] [sig       ] BEAM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:09.451269] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BEAM.txt
[2025-11-28T20:16:09.451390] [INFO ] [sig       ] [375/3606] Completed BEAM in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:09.451427] [INFO ] [sig       ] [376/3606] Forecasting BEEM...
[2025-11-28T20:16:09.451456] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-11-28T20:16:09.451490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-11-28T20:16:09.463915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-11-28T20:16:09.464327] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-11-28T20:16:09.465220] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-11-28T20:16:09.465279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:09.465311] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:09.465337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:09.465393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:09.523479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:09.524371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:09.524452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:09.524484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:09.646235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:09.646380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:09.646420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:09.646447] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:09.649956] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-11-28T20:16:09.650218] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-11-28T20:16:09.650338] [INFO ] [sig       ] BEEM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:09.795119] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BEEM.txt
[2025-11-28T20:16:09.795279] [INFO ] [sig       ] [376/3606] Completed BEEM in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:09.795320] [INFO ] [sig       ] [377/3606] Forecasting BEEP...
[2025-11-28T20:16:09.795349] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-11-28T20:16:09.795380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-11-28T20:16:09.807317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-11-28T20:16:09.807710] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-11-28T20:16:09.808509] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-11-28T20:16:09.808559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:09.808639] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:09.808669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:09.808726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:09.869099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:09.869963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:09.870046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:09.870080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:09.985548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:09.985721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:09.985761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:09.985791] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:09.989285] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-11-28T20:16:09.989599] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-11-28T20:16:09.989728] [INFO ] [sig       ] BEEP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:10.134722] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BEEP.txt
[2025-11-28T20:16:10.134897] [INFO ] [sig       ] [377/3606] Completed BEEP in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:10.134948] [INFO ] [sig       ] [378/3606] Forecasting BEKE...
[2025-11-28T20:16:10.134990] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-11-28T20:16:10.135024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-11-28T20:16:10.147459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-11-28T20:16:10.147836] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-11-28T20:16:10.148637] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-11-28T20:16:10.148687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:10.148742] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:10.148769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:10.148825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:10.204127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:10.204861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:10.204939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:10.204972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:10.320078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:10.320212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:10.320252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:10.320280] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:10.324247] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=28.53%)
[2025-11-28T20:16:10.324533] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-11-28T20:16:10.324678] [INFO ] [sig       ] BEKE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:10.458949] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BEKE.txt
[2025-11-28T20:16:10.459074] [INFO ] [sig       ] [378/3606] Completed BEKE in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:10.459111] [INFO ] [sig       ] [379/3606] Forecasting BELFA...
[2025-11-28T20:16:10.459140] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-11-28T20:16:10.459168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-11-28T20:16:10.473669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-11-28T20:16:10.474165] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-11-28T20:16:10.475301] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-11-28T20:16:10.475366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:10.475409] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:10.475447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:10.475523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:10.538152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:10.539072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:10.539153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:10.539185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:10.639074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:10.639220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:10.639259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:10.639286] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:10.642530] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-11-28T20:16:10.642807] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-11-28T20:16:10.642925] [INFO ] [sig       ] BELFA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:10.781146] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BELFA.txt
[2025-11-28T20:16:10.781298] [INFO ] [sig       ] [379/3606] Completed BELFA in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:10.781338] [INFO ] [sig       ] [380/3606] Forecasting BELFB...
[2025-11-28T20:16:10.781370] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-11-28T20:16:10.781400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-11-28T20:16:10.792593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-11-28T20:16:10.792890] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-11-28T20:16:10.793679] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-11-28T20:16:10.793729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:10.793762] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:10.793789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:10.793845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:10.848647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:10.849491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:10.849590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:10.849625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:10.966406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:10.966552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:10.966609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:10.966639] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:10.970020] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=40.09%)
[2025-11-28T20:16:10.970354] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-11-28T20:16:10.970491] [INFO ] [sig       ] BELFB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:11.106135] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BELFB.txt
[2025-11-28T20:16:11.106266] [INFO ] [sig       ] [380/3606] Completed BELFB in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-28T20:16:11.106303] [INFO ] [sig       ] [381/3606] Forecasting BEN...
[2025-11-28T20:16:11.106342] [INFO ] [sig       ] Generating forecast for: BEN
[2025-11-28T20:16:11.106399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-11-28T20:16:11.117355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-11-28T20:16:11.117650] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-11-28T20:16:11.118436] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-11-28T20:16:11.118503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:11.118550] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:11.118608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:11.118689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:11.176787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:11.177610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:11.177699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:11.177735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:11.298384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:11.298537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:11.298603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:11.298658] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:11.302026] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-11-28T20:16:11.302300] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-11-28T20:16:11.302424] [INFO ] [sig       ] BEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:11.444115] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BEN.txt
[2025-11-28T20:16:11.444244] [INFO ] [sig       ] [381/3606] Completed BEN in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.0m
[2025-11-28T20:16:11.444281] [INFO ] [sig       ] [382/3606] Forecasting BEP...
[2025-11-28T20:16:11.444310] [INFO ] [sig       ] Generating forecast for: BEP
[2025-11-28T20:16:11.444340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-11-28T20:16:11.455404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-11-28T20:16:11.455706] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-11-28T20:16:11.456470] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-11-28T20:16:11.456521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:11.456551] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:11.456597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:11.456655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:11.520559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:11.521619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:11.521719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:11.521764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:11.656104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:11.656249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:11.656289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:11.656317] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:11.659689] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-11-28T20:16:11.659956] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-11-28T20:16:11.660082] [INFO ] [sig       ] BEP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:11.794444] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BEP.txt
[2025-11-28T20:16:11.794591] [INFO ] [sig       ] [382/3606] Completed BEP in 0.4s | 2.98 sym/s | Total: 2.1m | ETA: 18.0m
[2025-11-28T20:16:11.794631] [INFO ] [sig       ] [383/3606] Forecasting BEPH...
[2025-11-28T20:16:11.794660] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-11-28T20:16:11.794688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-11-28T20:16:11.807189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-11-28T20:16:11.807594] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-11-28T20:16:11.808410] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-11-28T20:16:11.808459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:11.808491] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:11.808520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:11.808616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:11.864537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:11.865268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:11.865346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:11.865377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:11.983629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:11.983779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:11.983817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:11.983845] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:11.987161] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-11-28T20:16:11.987447] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-11-28T20:16:11.987593] [INFO ] [sig       ] BEPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:12.125787] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BEPH.txt
[2025-11-28T20:16:12.125925] [INFO ] [sig       ] [383/3606] Completed BEPH in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.0m
[2025-11-28T20:16:12.125964] [INFO ] [sig       ] [384/3606] Forecasting BEPI...
[2025-11-28T20:16:12.125994] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-11-28T20:16:12.126026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-11-28T20:16:12.137646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-11-28T20:16:12.138015] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-11-28T20:16:12.138832] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-11-28T20:16:12.138882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:12.138913] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:12.138940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:12.138997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:12.196879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:12.197699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:12.197776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:12.197809] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:12.297547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:12.297702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:12.297737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:12.297798] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:12.301010] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=24.18%)
[2025-11-28T20:16:12.301264] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-11-28T20:16:12.301379] [INFO ] [sig       ] BEPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:12.437499] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BEPI.txt
[2025-11-28T20:16:12.437689] [INFO ] [sig       ] [384/3606] Completed BEPI in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.0m
[2025-11-28T20:16:12.437733] [INFO ] [sig       ] [385/3606] Forecasting BFAM...
[2025-11-28T20:16:12.437762] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-11-28T20:16:12.437793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-11-28T20:16:12.449922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-11-28T20:16:12.450241] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-11-28T20:16:12.451023] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-11-28T20:16:12.451074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:12.451106] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:12.451133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:12.451190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:12.511474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:12.512327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:12.512404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:12.512437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:12.635145] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:12.635286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:12.635324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:12.635352] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:12.638599] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=67.80%)
[2025-11-28T20:16:12.638856] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-11-28T20:16:12.638972] [INFO ] [sig       ] BFAM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:12.774456] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BFAM.txt
[2025-11-28T20:16:12.774629] [INFO ] [sig       ] [385/3606] Completed BFAM in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:12.774671] [INFO ] [sig       ] [386/3606] Forecasting BFC...
[2025-11-28T20:16:12.774700] [INFO ] [sig       ] Generating forecast for: BFC
[2025-11-28T20:16:12.774729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-11-28T20:16:12.786304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-11-28T20:16:12.786615] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-11-28T20:16:12.787342] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-11-28T20:16:12.787390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:12.787421] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:12.787447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:12.787502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:12.844335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:12.844963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:12.845034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:12.845080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:12.955756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:12.955899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:12.955935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:12.955962] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:12.959274] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-11-28T20:16:12.959586] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-11-28T20:16:12.959718] [INFO ] [sig       ] BFC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:13.104831] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BFC.txt
[2025-11-28T20:16:13.104955] [INFO ] [sig       ] [386/3606] Completed BFC in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:13.104993] [INFO ] [sig       ] [387/3606] Forecasting BFH...
[2025-11-28T20:16:13.105022] [INFO ] [sig       ] Generating forecast for: BFH
[2025-11-28T20:16:13.105050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-11-28T20:16:13.116302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-11-28T20:16:13.116554] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-11-28T20:16:13.117324] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-11-28T20:16:13.117373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:13.117403] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:13.117428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:13.117482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:13.171598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:13.172201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:13.172275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:13.172306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:13.288822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:13.288956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:13.288993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:13.289021] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:13.292212] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-11-28T20:16:13.292467] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-11-28T20:16:13.292613] [INFO ] [sig       ] BFH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:13.429066] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BFH.txt
[2025-11-28T20:16:13.429193] [INFO ] [sig       ] [387/3606] Completed BFH in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:13.429231] [INFO ] [sig       ] [388/3606] Forecasting BFIN...
[2025-11-28T20:16:13.429259] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-11-28T20:16:13.429287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-11-28T20:16:13.443356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-11-28T20:16:13.443933] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-11-28T20:16:13.445273] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-11-28T20:16:13.445333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:13.445367] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:13.445449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:13.445521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:13.502073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:13.503283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:13.503423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:13.503458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:13.614921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:13.615162] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-28T20:16:13.615207] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:13.615235] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:13.619264] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2025-11-28T20:16:13.619667] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-11-28T20:16:13.619825] [INFO ] [sig       ] BFIN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:13.766813] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BFIN.txt
[2025-11-28T20:16:13.767031] [INFO ] [sig       ] [388/3606] Completed BFIN in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:13.767074] [INFO ] [sig       ] [389/3606] Forecasting BFK...
[2025-11-28T20:16:13.767106] [INFO ] [sig       ] Generating forecast for: BFK
[2025-11-28T20:16:13.767138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-11-28T20:16:13.784118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-11-28T20:16:13.784741] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-11-28T20:16:13.785845] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-11-28T20:16:13.785908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:13.785954] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:13.785989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:13.786065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:13.846969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:13.847914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:13.847997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:13.848028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:13.965508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:13.965681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:13.965720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:13.965747] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:13.968981] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-11-28T20:16:13.969246] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-11-28T20:16:13.969365] [INFO ] [sig       ] BFK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:14.103634] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BFK.txt
[2025-11-28T20:16:14.103778] [INFO ] [sig       ] [389/3606] Completed BFK in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:14.103817] [INFO ] [sig       ] [390/3606] Forecasting BFLY...
[2025-11-28T20:16:14.103845] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-11-28T20:16:14.103873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-11-28T20:16:14.116134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-11-28T20:16:14.116487] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-11-28T20:16:14.117273] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-11-28T20:16:14.117322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:14.117352] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:14.117377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:14.117432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:14.172506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:14.173234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:14.173312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:14.173345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:14.294873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:14.295025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:14.295063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:14.295089] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:14.298333] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=37.55%)
[2025-11-28T20:16:14.298608] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-11-28T20:16:14.298724] [INFO ] [sig       ] BFLY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:14.433026] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BFLY.txt
[2025-11-28T20:16:14.433159] [INFO ] [sig       ] [390/3606] Completed BFLY in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:14.433198] [INFO ] [sig       ] [391/3606] Forecasting BFS...
[2025-11-28T20:16:14.433227] [INFO ] [sig       ] Generating forecast for: BFS
[2025-11-28T20:16:14.433255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-11-28T20:16:14.446716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-11-28T20:16:14.447313] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-11-28T20:16:14.448590] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-11-28T20:16:14.448668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:14.448700] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:14.448725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:14.448782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:14.509344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:14.510466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:14.510563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:14.510630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:14.645026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:14.645243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:14.645287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:14.645316] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:14.649166] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-11-28T20:16:14.649536] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-11-28T20:16:14.649710] [INFO ] [sig       ] BFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:14.805643] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BFS.txt
[2025-11-28T20:16:14.805839] [INFO ] [sig       ] [391/3606] Completed BFS in 0.4s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:14.805881] [INFO ] [sig       ] [392/3606] Forecasting BFZ...
[2025-11-28T20:16:14.805910] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-11-28T20:16:14.805939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-11-28T20:16:14.817533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-11-28T20:16:14.817940] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-11-28T20:16:14.818846] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-11-28T20:16:14.818897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:14.818928] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:14.818954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:14.819009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:14.876530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:14.877445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:14.877539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:14.877593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:14.998713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:14.998861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:14.998899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:14.998928] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:15.002212] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=29.20%)
[2025-11-28T20:16:15.002475] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-11-28T20:16:15.002611] [INFO ] [sig       ] BFZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:15.182088] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BFZ.txt
[2025-11-28T20:16:15.182223] [INFO ] [sig       ] [392/3606] Completed BFZ in 0.4s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:15.182260] [INFO ] [sig       ] [393/3606] Forecasting BG...
[2025-11-28T20:16:15.182289] [INFO ] [sig       ] Generating forecast for: BG
[2025-11-28T20:16:15.182318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-11-28T20:16:15.194137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-11-28T20:16:15.194473] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-11-28T20:16:15.195251] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-11-28T20:16:15.195299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:15.195330] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:15.195356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:15.195411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:15.249789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:15.250365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:15.250438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:15.250469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:15.366368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:15.366497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:15.366534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:15.366562] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:15.369774] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-11-28T20:16:15.370032] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-11-28T20:16:15.370150] [INFO ] [sig       ] BG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:15.506304] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BG.txt
[2025-11-28T20:16:15.506442] [INFO ] [sig       ] [393/3606] Completed BG in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:15.506482] [INFO ] [sig       ] [394/3606] Forecasting BGB...
[2025-11-28T20:16:15.506510] [INFO ] [sig       ] Generating forecast for: BGB
[2025-11-28T20:16:15.506539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-11-28T20:16:15.518308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-11-28T20:16:15.518655] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-11-28T20:16:15.519439] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-11-28T20:16:15.519487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:15.519519] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:15.519545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:15.519621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:15.574888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:15.575461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:15.575535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:15.575566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:15.694428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:15.694595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:15.694636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:15.694664] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:15.697927] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=69.42%)
[2025-11-28T20:16:15.698205] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-11-28T20:16:15.698324] [INFO ] [sig       ] BGB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:15.834062] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BGB.txt
[2025-11-28T20:16:15.834190] [INFO ] [sig       ] [394/3606] Completed BGB in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:15.834227] [INFO ] [sig       ] [395/3606] Forecasting BGC...
[2025-11-28T20:16:15.834255] [INFO ] [sig       ] Generating forecast for: BGC
[2025-11-28T20:16:15.834283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-11-28T20:16:15.845791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-11-28T20:16:15.846059] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-11-28T20:16:15.846811] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-11-28T20:16:15.846858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:15.846910] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:15.846938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:15.846993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:15.902539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:15.903226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:15.903300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:15.903331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:16.019798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:16.019916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:16.019952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:16.019980] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:16.023091] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-11-28T20:16:16.023363] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-11-28T20:16:16.023478] [INFO ] [sig       ] BGC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:16.163027] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BGC.txt
[2025-11-28T20:16:16.163144] [INFO ] [sig       ] [395/3606] Completed BGC in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:16.163181] [INFO ] [sig       ] [396/3606] Forecasting BGH...
[2025-11-28T20:16:16.163208] [INFO ] [sig       ] Generating forecast for: BGH
[2025-11-28T20:16:16.163237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-11-28T20:16:16.174980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-11-28T20:16:16.175289] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-11-28T20:16:16.176061] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-11-28T20:16:16.176110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:16.176139] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:16.176164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:16.176218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:16.230278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:16.230908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:16.230984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:16.231016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:16.347134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:16.347276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:16.347314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:16.347342] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:16.350618] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-11-28T20:16:16.350874] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-11-28T20:16:16.350992] [INFO ] [sig       ] BGH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:16.488269] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BGH.txt
[2025-11-28T20:16:16.488432] [INFO ] [sig       ] [396/3606] Completed BGH in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:16.488471] [INFO ] [sig       ] [397/3606] Forecasting BGLC...
[2025-11-28T20:16:16.488499] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-11-28T20:16:16.488529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-11-28T20:16:16.499778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-11-28T20:16:16.500122] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-11-28T20:16:16.500906] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-11-28T20:16:16.500954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:16.500985] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:16.501010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:16.501064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:16.556451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:16.557254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:16.557331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:16.557363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:16.668548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:16.668686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:16.668741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:16.668769] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:16.671869] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-11-28T20:16:16.672121] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-11-28T20:16:16.672237] [INFO ] [sig       ] BGLC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:16.807730] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BGLC.txt
[2025-11-28T20:16:16.807887] [INFO ] [sig       ] [397/3606] Completed BGLC in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-28T20:16:16.807925] [INFO ] [sig       ] [398/3606] Forecasting BGRN...
[2025-11-28T20:16:16.807955] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-11-28T20:16:16.807985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-11-28T20:16:16.819060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-11-28T20:16:16.819370] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-11-28T20:16:16.820129] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-11-28T20:16:16.820177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:16.820206] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:16.820231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:16.820285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:16.874854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:16.875450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:16.875523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:16.875553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:16.993221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:16.993343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:16.993379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:16.993433] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:16.996600] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=50.81%)
[2025-11-28T20:16:16.996853] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-11-28T20:16:16.996970] [INFO ] [sig       ] BGRN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:17.136932] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BGRN.txt
[2025-11-28T20:16:17.137085] [INFO ] [sig       ] [398/3606] Completed BGRN in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 17.9m
[2025-11-28T20:16:17.137122] [INFO ] [sig       ] [399/3606] Forecasting BGS...
[2025-11-28T20:16:17.137151] [INFO ] [sig       ] Generating forecast for: BGS
[2025-11-28T20:16:17.137182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-11-28T20:16:17.148827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-11-28T20:16:17.149157] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-11-28T20:16:17.149919] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-11-28T20:16:17.149967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:17.149997] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:17.150023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:17.150077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:17.209545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:17.210408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:17.210486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:17.210520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:17.330348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:17.330494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:17.330533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:17.330587] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:17.333970] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-11-28T20:16:17.334234] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-11-28T20:16:17.334361] [INFO ] [sig       ] BGS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:17.472143] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BGS.txt
[2025-11-28T20:16:17.472281] [INFO ] [sig       ] [399/3606] Completed BGS in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 17.9m
[2025-11-28T20:16:17.472320] [INFO ] [sig       ] [400/3606] Forecasting BGSF...
[2025-11-28T20:16:17.472348] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-11-28T20:16:17.472376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-11-28T20:16:17.484269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-11-28T20:16:17.484697] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-11-28T20:16:17.485525] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-11-28T20:16:17.485599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:17.485632] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:17.485659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:17.485715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:17.542553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:17.543380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:17.543458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:17.543490] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:17.660672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:17.660821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:17.660858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:17.660886] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:17.664226] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=53.82%)
[2025-11-28T20:16:17.664499] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-11-28T20:16:17.664642] [INFO ] [sig       ] BGSF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:17.799840] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BGSF.txt
[2025-11-28T20:16:17.799985] [INFO ] [sig       ] [400/3606] Completed BGSF in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 17.9m
[2025-11-28T20:16:17.800024] [INFO ] [sig       ] [401/3606] Forecasting BGX...
[2025-11-28T20:16:17.800056] [INFO ] [sig       ] Generating forecast for: BGX
[2025-11-28T20:16:17.800086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-11-28T20:16:17.811482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-11-28T20:16:17.811794] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-11-28T20:16:17.812545] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-11-28T20:16:17.812612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:17.812660] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:17.812687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:17.812743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:17.867405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:17.868026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:17.868116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:17.868147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:17.988325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:17.988465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:17.988502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:17.988529] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:17.991740] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-11-28T20:16:17.991997] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-11-28T20:16:17.992112] [INFO ] [sig       ] BGX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:18.127915] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BGX.txt
[2025-11-28T20:16:18.128038] [INFO ] [sig       ] [401/3606] Completed BGX in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 17.9m
[2025-11-28T20:16:18.128109] [INFO ] [sig       ] [402/3606] Forecasting BGY...
[2025-11-28T20:16:18.128140] [INFO ] [sig       ] Generating forecast for: BGY
[2025-11-28T20:16:18.128170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-11-28T20:16:18.138760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-11-28T20:16:18.139022] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-11-28T20:16:18.139781] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-11-28T20:16:18.139829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:18.139859] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:18.139885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:18.139939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:18.195014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:18.195636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:18.195712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:18.195742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:18.319902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:18.320029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:18.320069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:18.320097] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:18.323395] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=16.22%)
[2025-11-28T20:16:18.323711] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-11-28T20:16:18.323850] [INFO ] [sig       ] BGY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:18.460847] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BGY.txt
[2025-11-28T20:16:18.460966] [INFO ] [sig       ] [402/3606] Completed BGY in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 17.9m
[2025-11-28T20:16:18.461004] [INFO ] [sig       ] [403/3606] Forecasting BHC...
[2025-11-28T20:16:18.461033] [INFO ] [sig       ] Generating forecast for: BHC
[2025-11-28T20:16:18.461062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-11-28T20:16:18.472164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-11-28T20:16:18.472441] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-11-28T20:16:18.473252] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-11-28T20:16:18.473301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:18.473331] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:18.473356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:18.473410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:18.528838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:18.529435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:18.529509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:18.529540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:18.648244] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:18.648387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:18.648423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:18.648450] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:18.651677] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-11-28T20:16:18.651939] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-11-28T20:16:18.652056] [INFO ] [sig       ] BHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:18.814333] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHC.txt
[2025-11-28T20:16:18.814488] [INFO ] [sig       ] [403/3606] Completed BHC in 0.4s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:18.814527] [INFO ] [sig       ] [404/3606] Forecasting BHE...
[2025-11-28T20:16:18.814554] [INFO ] [sig       ] Generating forecast for: BHE
[2025-11-28T20:16:18.814609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-11-28T20:16:18.825722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-11-28T20:16:18.826057] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-11-28T20:16:18.826839] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-11-28T20:16:18.826887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:18.826917] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:18.826943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:18.826998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:18.882298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:18.883130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:18.883210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:18.883241] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:18.998601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:18.998741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:18.998779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:18.998806] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:19.001999] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-11-28T20:16:19.002256] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-11-28T20:16:19.002371] [INFO ] [sig       ] BHE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:19.137811] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BHE.txt
[2025-11-28T20:16:19.137962] [INFO ] [sig       ] [404/3606] Completed BHE in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:19.138000] [INFO ] [sig       ] [405/3606] Forecasting BHF...
[2025-11-28T20:16:19.138038] [INFO ] [sig       ] Generating forecast for: BHF
[2025-11-28T20:16:19.138093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-11-28T20:16:19.148783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-11-28T20:16:19.149051] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-11-28T20:16:19.149806] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-11-28T20:16:19.149853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:19.149883] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:19.149909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:19.149963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:19.204346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:19.204969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:19.205041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:19.205097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:19.324816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:19.324945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:19.324981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:19.325009] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:19.328225] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=32.96%)
[2025-11-28T20:16:19.328484] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-11-28T20:16:19.328622] [INFO ] [sig       ] BHF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:19.467233] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHF.txt
[2025-11-28T20:16:19.467362] [INFO ] [sig       ] [405/3606] Completed BHF in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:19.467399] [INFO ] [sig       ] [406/3606] Forecasting BHFAL...
[2025-11-28T20:16:19.467428] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-11-28T20:16:19.467457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-11-28T20:16:19.479373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-11-28T20:16:19.479708] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-11-28T20:16:19.480489] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-11-28T20:16:19.480540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:19.480592] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:19.480623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:19.480683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:19.537750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:19.538464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:19.538540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:19.538589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:19.658506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:19.658727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:19.658767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:19.658794] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:19.662455] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-11-28T20:16:19.662788] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-11-28T20:16:19.662938] [INFO ] [sig       ] BHFAL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:19.803150] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHFAL.txt
[2025-11-28T20:16:19.803308] [INFO ] [sig       ] [406/3606] Completed BHFAL in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:19.803346] [INFO ] [sig       ] [407/3606] Forecasting BHFAM...
[2025-11-28T20:16:19.803375] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-11-28T20:16:19.803404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-11-28T20:16:19.814874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-11-28T20:16:19.815189] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-11-28T20:16:19.815954] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-11-28T20:16:19.816002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:19.816031] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:19.816057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:19.816111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:19.871897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:19.872524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:19.872616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:19.872651] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:19.990407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:19.990554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:19.990610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:19.990639] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:19.993962] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: DOWN (p=25.40%)
[2025-11-28T20:16:19.994229] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-11-28T20:16:19.994350] [INFO ] [sig       ] BHFAM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:20.130092] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHFAM.txt
[2025-11-28T20:16:20.130220] [INFO ] [sig       ] [407/3606] Completed BHFAM in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:20.130258] [INFO ] [sig       ] [408/3606] Forecasting BHFAN...
[2025-11-28T20:16:20.130287] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-11-28T20:16:20.130315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-11-28T20:16:20.141505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-11-28T20:16:20.141791] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-11-28T20:16:20.142529] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-11-28T20:16:20.142595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:20.142626] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:20.142653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:20.142707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:20.197691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:20.198321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:20.198393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:20.198424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:20.317898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:20.318022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:20.318078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:20.318128] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:20.321479] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-11-28T20:16:20.321755] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-11-28T20:16:20.321876] [INFO ] [sig       ] BHFAN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:20.461117] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHFAN.txt
[2025-11-28T20:16:20.461269] [INFO ] [sig       ] [408/3606] Completed BHFAN in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:20.461308] [INFO ] [sig       ] [409/3606] Forecasting BHFAO...
[2025-11-28T20:16:20.461337] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-11-28T20:16:20.461366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-11-28T20:16:20.472802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-11-28T20:16:20.473070] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-11-28T20:16:20.473873] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-11-28T20:16:20.473921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:20.473951] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:20.473977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:20.474031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:20.530316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:20.531301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:20.531383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:20.531415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:20.657421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:20.657588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:20.657629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:20.657656] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:20.661054] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-11-28T20:16:20.661329] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-11-28T20:16:20.661452] [INFO ] [sig       ] BHFAO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:20.798947] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHFAO.txt
[2025-11-28T20:16:20.799090] [INFO ] [sig       ] [409/3606] Completed BHFAO in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:20.799130] [INFO ] [sig       ] [410/3606] Forecasting BHFAP...
[2025-11-28T20:16:20.799159] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-11-28T20:16:20.799188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-11-28T20:16:20.810789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-11-28T20:16:20.811101] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-11-28T20:16:20.811867] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-11-28T20:16:20.811915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:20.811945] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:20.811970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:20.812025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:20.868229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:20.868963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:20.869056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:20.869088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:20.985080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:20.985227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:20.985264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:20.985292] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:20.988557] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2025-11-28T20:16:20.988836] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-11-28T20:16:20.988956] [INFO ] [sig       ] BHFAP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:21.122523] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BHFAP.txt
[2025-11-28T20:16:21.122681] [INFO ] [sig       ] [410/3606] Completed BHFAP in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:21.122721] [INFO ] [sig       ] [411/3606] Forecasting BHK...
[2025-11-28T20:16:21.122749] [INFO ] [sig       ] Generating forecast for: BHK
[2025-11-28T20:16:21.122777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-11-28T20:16:21.134067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-11-28T20:16:21.134365] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-11-28T20:16:21.135129] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-11-28T20:16:21.135177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:21.135207] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:21.135232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:21.135286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:21.192452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:21.193200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:21.193286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:21.193318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:21.320059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:21.320208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:21.320247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:21.320276] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:21.323672] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=5.13%)
[2025-11-28T20:16:21.323950] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-11-28T20:16:21.324077] [INFO ] [sig       ] BHK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:21.465271] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHK.txt
[2025-11-28T20:16:21.465423] [INFO ] [sig       ] [411/3606] Completed BHK in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:21.465467] [INFO ] [sig       ] [412/3606] Forecasting BHP...
[2025-11-28T20:16:21.465498] [INFO ] [sig       ] Generating forecast for: BHP
[2025-11-28T20:16:21.465529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-11-28T20:16:21.478187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-11-28T20:16:21.478566] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-11-28T20:16:21.479420] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-11-28T20:16:21.479475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:21.479544] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:21.479626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:21.479706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:21.550943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:21.551944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:21.552027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:21.552061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:21.673944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:21.674092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:21.674132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:21.674159] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:21.677466] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=82.86%)
[2025-11-28T20:16:21.677766] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-11-28T20:16:21.677898] [INFO ] [sig       ] BHP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:21.815616] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BHP.txt
[2025-11-28T20:16:21.815739] [INFO ] [sig       ] [412/3606] Completed BHP in 0.4s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:21.815778] [INFO ] [sig       ] [413/3606] Forecasting BHRB...
[2025-11-28T20:16:21.815807] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-11-28T20:16:21.815837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-11-28T20:16:21.828661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-11-28T20:16:21.829211] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-11-28T20:16:21.829991] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-11-28T20:16:21.830040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:21.830071] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:21.830097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:21.830152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:21.886226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:21.887172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:21.887261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:21.887294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:22.004062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:22.004218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:22.004258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:22.004286] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:22.007962] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=50.35%)
[2025-11-28T20:16:22.008242] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-11-28T20:16:22.008363] [INFO ] [sig       ] BHRB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:22.146647] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BHRB.txt
[2025-11-28T20:16:22.146809] [INFO ] [sig       ] [413/3606] Completed BHRB in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:22.146852] [INFO ] [sig       ] [414/3606] Forecasting BHVN...
[2025-11-28T20:16:22.146882] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-11-28T20:16:22.146912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-11-28T20:16:22.158942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-11-28T20:16:22.159231] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-11-28T20:16:22.160002] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-11-28T20:16:22.160050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:22.160081] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:22.160107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:22.160160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:22.215414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:22.216012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:22.216087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:22.216120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:22.334515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:22.334673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:22.334711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:22.334737] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:22.337932] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=47.20%)
[2025-11-28T20:16:22.338206] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-11-28T20:16:22.338322] [INFO ] [sig       ] BHVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:22.473900] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHVN.txt
[2025-11-28T20:16:22.474013] [INFO ] [sig       ] [414/3606] Completed BHVN in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-28T20:16:22.474050] [INFO ] [sig       ] [415/3606] Forecasting BIAF...
[2025-11-28T20:16:22.474078] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-11-28T20:16:22.474108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-11-28T20:16:22.485964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-11-28T20:16:22.486291] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-11-28T20:16:22.487091] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-11-28T20:16:22.487139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:22.487169] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:22.487194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:22.487248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:22.546645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:22.547541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:22.547645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:22.547678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:22.658442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:22.658611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:22.658651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:22.658711] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:22.662064] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=55.86%)
[2025-11-28T20:16:22.662328] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-11-28T20:16:22.662449] [INFO ] [sig       ] BIAF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:22.803431] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BIAF.txt
[2025-11-28T20:16:22.803605] [INFO ] [sig       ] [415/3606] Completed BIAF in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.8m
[2025-11-28T20:16:22.803644] [INFO ] [sig       ] [416/3606] Forecasting BIB...
[2025-11-28T20:16:22.803675] [INFO ] [sig       ] Generating forecast for: BIB
[2025-11-28T20:16:22.803713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-11-28T20:16:22.815215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-11-28T20:16:22.815634] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-11-28T20:16:22.816527] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-11-28T20:16:22.816613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:22.816653] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:22.816686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:22.816742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:22.873749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:22.874603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:22.874686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:22.874717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:22.981793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:22.981942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:22.981980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:22.982008] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:22.985310] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-11-28T20:16:22.985601] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-11-28T20:16:22.985727] [INFO ] [sig       ] BIB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:23.121810] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIB.txt
[2025-11-28T20:16:23.121960] [INFO ] [sig       ] [416/3606] Completed BIB in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.8m
[2025-11-28T20:16:23.122000] [INFO ] [sig       ] [417/3606] Forecasting BIIB...
[2025-11-28T20:16:23.122027] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-11-28T20:16:23.122056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-11-28T20:16:23.133136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-11-28T20:16:23.133442] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-11-28T20:16:23.134202] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-11-28T20:16:23.134250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:23.134279] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:23.134304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:23.134358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:23.190328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:23.191169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:23.191248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:23.191282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:23.314076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:23.314197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:23.314236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:23.314264] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:23.317506] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-11-28T20:16:23.317841] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-11-28T20:16:23.317974] [INFO ] [sig       ] BIIB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:23.456017] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIIB.txt
[2025-11-28T20:16:23.456144] [INFO ] [sig       ] [417/3606] Completed BIIB in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.8m
[2025-11-28T20:16:23.456183] [INFO ] [sig       ] [418/3606] Forecasting BILI...
[2025-11-28T20:16:23.456212] [INFO ] [sig       ] Generating forecast for: BILI
[2025-11-28T20:16:23.456241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-11-28T20:16:23.467320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-11-28T20:16:23.467619] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-11-28T20:16:23.468405] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-11-28T20:16:23.468453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:23.468482] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:23.468507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:23.468560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:23.524867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:23.525530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:23.525626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:23.525661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:23.646600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:23.646739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:23.646785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:23.646858] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:23.650630] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2025-11-28T20:16:23.650939] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-11-28T20:16:23.651063] [INFO ] [sig       ] BILI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:23.804628] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BILI.txt
[2025-11-28T20:16:23.804765] [INFO ] [sig       ] [418/3606] Completed BILI in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 17.8m
[2025-11-28T20:16:23.804803] [INFO ] [sig       ] [419/3606] Forecasting BILL...
[2025-11-28T20:16:23.804832] [INFO ] [sig       ] Generating forecast for: BILL
[2025-11-28T20:16:23.804861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-11-28T20:16:23.815692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-11-28T20:16:23.816022] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-11-28T20:16:23.816788] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-11-28T20:16:23.816836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:23.816866] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:23.816892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:23.816947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:23.871933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:23.872765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:23.872846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:23.872877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:24.008312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:24.008483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:24.008525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:24.008592] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:24.012620] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=82.02%)
[2025-11-28T20:16:24.012964] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-11-28T20:16:24.013131] [INFO ] [sig       ] BILL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:24.159816] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BILL.txt
[2025-11-28T20:16:24.159950] [INFO ] [sig       ] [419/3606] Completed BILL in 0.4s | 2.98 sym/s | Total: 2.3m | ETA: 17.8m
[2025-11-28T20:16:24.159992] [INFO ] [sig       ] [420/3606] Forecasting BIO...
[2025-11-28T20:16:24.160022] [INFO ] [sig       ] Generating forecast for: BIO
[2025-11-28T20:16:24.160052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-11-28T20:16:24.172297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-11-28T20:16:24.172597] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-11-28T20:16:24.173599] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-11-28T20:16:24.173650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:24.173681] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:24.173707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:24.173763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:24.232534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:24.233211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:24.233292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:24.233328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:24.381552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:24.381740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:24.381789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:24.381825] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:24.385635] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-11-28T20:16:24.385910] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-11-28T20:16:24.386037] [INFO ] [sig       ] BIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:24.534663] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIO.txt
[2025-11-28T20:16:24.534827] [INFO ] [sig       ] [420/3606] Completed BIO in 0.4s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:24.534868] [INFO ] [sig       ] [421/3606] Forecasting BIOX...
[2025-11-28T20:16:24.534897] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-11-28T20:16:24.534926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-11-28T20:16:24.547531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-11-28T20:16:24.547951] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-11-28T20:16:24.548811] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-11-28T20:16:24.548861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:24.548893] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:24.548919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:24.548975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:24.607082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:24.607934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:24.608012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:24.610987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:24.736232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:24.736386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:24.736427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:24.736454] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:24.739862] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2025-11-28T20:16:24.740132] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-11-28T20:16:24.740265] [INFO ] [sig       ] BIOX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:24.889290] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIOX.txt
[2025-11-28T20:16:24.889435] [INFO ] [sig       ] [421/3606] Completed BIOX in 0.4s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:24.889474] [INFO ] [sig       ] [422/3606] Forecasting BIP...
[2025-11-28T20:16:24.889504] [INFO ] [sig       ] Generating forecast for: BIP
[2025-11-28T20:16:24.889534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-11-28T20:16:24.905493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-11-28T20:16:24.905930] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-11-28T20:16:24.907080] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-11-28T20:16:24.907150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:24.907200] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:24.907245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:24.907338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:24.964189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:24.965124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:24.965249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:24.965284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:25.090057] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:25.090208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:25.090248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:25.090277] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:25.093677] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-11-28T20:16:25.094013] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-11-28T20:16:25.094148] [INFO ] [sig       ] BIP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:25.231652] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BIP.txt
[2025-11-28T20:16:25.231781] [INFO ] [sig       ] [422/3606] Completed BIP in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:25.231822] [INFO ] [sig       ] [423/3606] Forecasting BIPH...
[2025-11-28T20:16:25.231851] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-11-28T20:16:25.231881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-11-28T20:16:25.243925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-11-28T20:16:25.244321] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-11-28T20:16:25.245125] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-11-28T20:16:25.245175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:25.245205] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:25.245230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:25.245296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:25.301146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:25.301978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:25.302057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:25.302088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:25.410441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:25.410614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:25.410655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:25.410682] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:25.413929] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-11-28T20:16:25.414199] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-11-28T20:16:25.414321] [INFO ] [sig       ] BIPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:25.551992] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIPH.txt
[2025-11-28T20:16:25.552133] [INFO ] [sig       ] [423/3606] Completed BIPH in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:25.552172] [INFO ] [sig       ] [424/3606] Forecasting BIPI...
[2025-11-28T20:16:25.552200] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-11-28T20:16:25.552229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-11-28T20:16:25.563809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-11-28T20:16:25.564125] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-11-28T20:16:25.564881] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-11-28T20:16:25.564929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:25.564959] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:25.564984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:25.565038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:25.621107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:25.621706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:25.621783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:25.621815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:25.740111] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:25.740283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:25.740332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:25.740362] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:25.743680] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=27.51%)
[2025-11-28T20:16:25.743958] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-11-28T20:16:25.744082] [INFO ] [sig       ] BIPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:25.888792] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIPI.txt
[2025-11-28T20:16:25.888915] [INFO ] [sig       ] [424/3606] Completed BIPI in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:25.888952] [INFO ] [sig       ] [425/3606] Forecasting BIRD...
[2025-11-28T20:16:25.888981] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-11-28T20:16:25.889010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-11-28T20:16:25.900092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-11-28T20:16:25.900406] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-11-28T20:16:25.901195] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-11-28T20:16:25.901258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:25.901291] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:25.901319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:25.901375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:25.957007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:25.957845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:25.957925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:25.957956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:26.076170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:26.076304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:26.076341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:26.076369] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:26.079597] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-11-28T20:16:26.079853] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-11-28T20:16:26.079972] [INFO ] [sig       ] BIRD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:26.215004] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIRD.txt
[2025-11-28T20:16:26.215141] [INFO ] [sig       ] [425/3606] Completed BIRD in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:26.215179] [INFO ] [sig       ] [426/3606] Forecasting BIRK...
[2025-11-28T20:16:26.215207] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-11-28T20:16:26.215236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-11-28T20:16:26.225929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-11-28T20:16:26.226195] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-11-28T20:16:26.226959] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-11-28T20:16:26.227007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:26.227037] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:26.227063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:26.227118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:26.282255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:26.282836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:26.282912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:26.282943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:26.407935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:26.408121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:26.408159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:26.408186] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:26.411441] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=28.71%)
[2025-11-28T20:16:26.411715] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-11-28T20:16:26.411834] [INFO ] [sig       ] BIRK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:26.548101] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIRK.txt
[2025-11-28T20:16:26.548265] [INFO ] [sig       ] [426/3606] Completed BIRK in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:26.548303] [INFO ] [sig       ] [427/3606] Forecasting BITF...
[2025-11-28T20:16:26.548334] [INFO ] [sig       ] Generating forecast for: BITF
[2025-11-28T20:16:26.548363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-11-28T20:16:26.560054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-11-28T20:16:26.560372] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-11-28T20:16:26.561202] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-11-28T20:16:26.561251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:26.561282] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:26.561309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:26.561364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:26.616956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:26.617802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:26.617882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:26.617915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:26.736907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:26.737023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:26.737058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:26.737085] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:26.740192] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-11-28T20:16:26.740446] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-11-28T20:16:26.740586] [INFO ] [sig       ] BITF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:26.879893] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BITF.txt
[2025-11-28T20:16:26.880065] [INFO ] [sig       ] [427/3606] Completed BITF in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:26.880107] [INFO ] [sig       ] [428/3606] Forecasting BIVI...
[2025-11-28T20:16:26.880137] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-11-28T20:16:26.880166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-11-28T20:16:26.892059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-11-28T20:16:26.892354] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-11-28T20:16:26.893181] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-11-28T20:16:26.893231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:26.893263] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:26.893289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:26.893357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:26.952716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:26.953646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:26.953735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:26.953767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:27.076465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:27.076646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:27.076689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:27.076719] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:27.080217] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-11-28T20:16:27.080487] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-11-28T20:16:27.080628] [INFO ] [sig       ] BIVI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:27.232132] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BIVI.txt
[2025-11-28T20:16:27.232346] [INFO ] [sig       ] [428/3606] Completed BIVI in 0.4s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:27.232388] [INFO ] [sig       ] [429/3606] Forecasting BJ...
[2025-11-28T20:16:27.232419] [INFO ] [sig       ] Generating forecast for: BJ
[2025-11-28T20:16:27.232464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-11-28T20:16:27.244428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-11-28T20:16:27.244808] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-11-28T20:16:27.245626] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-11-28T20:16:27.245687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:27.245759] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:27.245800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:27.245875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:27.306284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:27.307156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:27.307237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:27.307270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:27.432621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:27.432765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:27.432804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:27.432833] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:27.436376] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-11-28T20:16:27.436707] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-11-28T20:16:27.436845] [INFO ] [sig       ] BJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:27.583188] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BJ.txt
[2025-11-28T20:16:27.583341] [INFO ] [sig       ] [429/3606] Completed BJ in 0.4s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:27.583389] [INFO ] [sig       ] [430/3606] Forecasting BJDX...
[2025-11-28T20:16:27.583419] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-11-28T20:16:27.583448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-11-28T20:16:27.595089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-11-28T20:16:27.595415] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-11-28T20:16:27.596189] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-11-28T20:16:27.596238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:27.596268] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:27.596294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:27.596348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:27.652656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:27.653415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:27.653493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:27.653526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:27.772416] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:27.772561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:27.772619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:27.772648] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:27.775984] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-11-28T20:16:27.776273] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-11-28T20:16:27.776395] [INFO ] [sig       ] BJDX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:27.914741] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BJDX.txt
[2025-11-28T20:16:27.914891] [INFO ] [sig       ] [430/3606] Completed BJDX in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:27.914929] [INFO ] [sig       ] [431/3606] Forecasting BJRI...
[2025-11-28T20:16:27.914958] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-11-28T20:16:27.914987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-11-28T20:16:27.929727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-11-28T20:16:27.930044] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-11-28T20:16:27.930806] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-11-28T20:16:27.930858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:27.930889] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:27.930914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:27.930970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:27.987613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:27.988539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:27.988652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:27.988686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:28.108645] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:28.108796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:28.108835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:28.108863] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:28.112172] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-11-28T20:16:28.112440] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-11-28T20:16:28.112562] [INFO ] [sig       ] BJRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:28.250711] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BJRI.txt
[2025-11-28T20:16:28.250856] [INFO ] [sig       ] [431/3606] Completed BJRI in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:28.250895] [INFO ] [sig       ] [432/3606] Forecasting BK...
[2025-11-28T20:16:28.250923] [INFO ] [sig       ] Generating forecast for: BK
[2025-11-28T20:16:28.250952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-11-28T20:16:28.262961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-11-28T20:16:28.263248] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-11-28T20:16:28.264024] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-11-28T20:16:28.264073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:28.264103] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:28.264128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:28.264182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:28.319876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:28.320451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:28.320524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:28.320554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:28.440696] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:28.440823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:28.440875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:28.440938] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:28.444298] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-11-28T20:16:28.444593] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-11-28T20:16:28.444721] [INFO ] [sig       ] BK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:28.582282] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BK.txt
[2025-11-28T20:16:28.582405] [INFO ] [sig       ] [432/3606] Completed BK in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:28.582443] [INFO ] [sig       ] [433/3606] Forecasting BKCH...
[2025-11-28T20:16:28.582471] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-11-28T20:16:28.582499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-11-28T20:16:28.594056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-11-28T20:16:28.594385] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-11-28T20:16:28.595222] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-11-28T20:16:28.595271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:28.595301] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:28.595326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:28.595413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:28.650338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:28.651017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:28.651092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:28.651123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:28.764803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:28.764949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:28.764986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:28.765013] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:28.768264] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=88.63%)
[2025-11-28T20:16:28.768528] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-11-28T20:16:28.768666] [INFO ] [sig       ] BKCH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:28.905131] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BKCH.txt
[2025-11-28T20:16:28.905264] [INFO ] [sig       ] [433/3606] Completed BKCH in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-28T20:16:28.905306] [INFO ] [sig       ] [434/3606] Forecasting BKD...
[2025-11-28T20:16:28.905335] [INFO ] [sig       ] Generating forecast for: BKD
[2025-11-28T20:16:28.905365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-11-28T20:16:28.916907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-11-28T20:16:28.917215] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-11-28T20:16:28.918003] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-11-28T20:16:28.918081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:28.918114] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:28.918141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:28.918197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:28.972974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:28.973553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:28.973642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:28.973673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:29.091823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:29.091941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:29.091977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:29.092006] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:29.095167] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=48.56%)
[2025-11-28T20:16:29.095425] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-11-28T20:16:29.095547] [INFO ] [sig       ] BKD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:29.231524] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BKD.txt
[2025-11-28T20:16:29.231726] [INFO ] [sig       ] [434/3606] Completed BKD in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.7m
[2025-11-28T20:16:29.231766] [INFO ] [sig       ] [435/3606] Forecasting BKE...
[2025-11-28T20:16:29.231796] [INFO ] [sig       ] Generating forecast for: BKE
[2025-11-28T20:16:29.231825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-11-28T20:16:29.246948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-11-28T20:16:29.247438] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-11-28T20:16:29.248449] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-11-28T20:16:29.248500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:29.248533] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:29.248560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:29.248645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:29.305820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:29.306734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:29.306819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:29.306852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:29.430064] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:29.430216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:29.430252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:29.430279] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:29.433521] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-11-28T20:16:29.433801] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-11-28T20:16:29.433920] [INFO ] [sig       ] BKE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:29.572541] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BKE.txt
[2025-11-28T20:16:29.572729] [INFO ] [sig       ] [435/3606] Completed BKE in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.7m
[2025-11-28T20:16:29.572767] [INFO ] [sig       ] [436/3606] Forecasting BKN...
[2025-11-28T20:16:29.572794] [INFO ] [sig       ] Generating forecast for: BKN
[2025-11-28T20:16:29.572824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-11-28T20:16:29.584670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-11-28T20:16:29.585045] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-11-28T20:16:29.585823] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-11-28T20:16:29.585871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:29.585914] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:29.585941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:29.585996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:29.641861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:29.642683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:29.642760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:29.642792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:29.756556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:29.756679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:29.756715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:29.756742] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:29.759844] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=65.13%)
[2025-11-28T20:16:29.760102] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-11-28T20:16:29.760218] [INFO ] [sig       ] BKN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:29.896986] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BKN.txt
[2025-11-28T20:16:29.897141] [INFO ] [sig       ] [436/3606] Completed BKN in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.7m
[2025-11-28T20:16:29.897179] [INFO ] [sig       ] [437/3606] Forecasting BKNG...
[2025-11-28T20:16:29.897210] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-11-28T20:16:29.897239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-11-28T20:16:29.910850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-11-28T20:16:29.911311] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-11-28T20:16:29.912376] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-11-28T20:16:29.912442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:29.912485] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:29.912525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:29.912630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:29.976119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:29.976960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:29.977043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:29.977077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:30.100069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:30.100227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:30.100265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:30.100292] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:30.103540] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=31.77%)
[2025-11-28T20:16:30.103894] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-11-28T20:16:30.104040] [INFO ] [sig       ] BKNG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:30.240433] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BKNG.txt
[2025-11-28T20:16:30.240557] [INFO ] [sig       ] [437/3606] Completed BKNG in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.7m
[2025-11-28T20:16:30.240614] [INFO ] [sig       ] [438/3606] Forecasting BL...
[2025-11-28T20:16:30.240646] [INFO ] [sig       ] Generating forecast for: BL
[2025-11-28T20:16:30.240675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-11-28T20:16:30.252099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-11-28T20:16:30.252396] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-11-28T20:16:30.253207] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-11-28T20:16:30.253256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:30.253287] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:30.253313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:30.253368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:30.309018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:30.309607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:30.309679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:30.309709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:30.429232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:30.429379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:30.429416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:30.429442] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:30.432711] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-11-28T20:16:30.432986] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-11-28T20:16:30.433107] [INFO ] [sig       ] BL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:30.568466] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BL.txt
[2025-11-28T20:16:30.568610] [INFO ] [sig       ] [438/3606] Completed BL in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:30.568648] [INFO ] [sig       ] [439/3606] Forecasting BLCN...
[2025-11-28T20:16:30.568677] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-11-28T20:16:30.568706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-11-28T20:16:30.579683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-11-28T20:16:30.579977] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-11-28T20:16:30.580741] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-11-28T20:16:30.580789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:30.580819] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:30.580845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:30.580899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:30.635624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:30.636188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:30.636282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:30.636314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:30.739205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:30.739313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:30.739350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:30.739377] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:30.742441] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-11-28T20:16:30.742709] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-11-28T20:16:30.742825] [INFO ] [sig       ] BLCN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:30.877847] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLCN.txt
[2025-11-28T20:16:30.877962] [INFO ] [sig       ] [439/3606] Completed BLCN in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:30.877998] [INFO ] [sig       ] [440/3606] Forecasting BLCO...
[2025-11-28T20:16:30.878035] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-11-28T20:16:30.878095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-11-28T20:16:30.889739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-11-28T20:16:30.890019] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-11-28T20:16:30.890774] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-11-28T20:16:30.890822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:30.890852] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:30.890877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:30.890936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:30.946099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:30.946701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:30.946772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:30.946802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:31.079843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:31.079979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:31.080017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:31.080044] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:31.083258] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-11-28T20:16:31.083515] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-11-28T20:16:31.083658] [INFO ] [sig       ] BLCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:31.220264] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLCO.txt
[2025-11-28T20:16:31.220394] [INFO ] [sig       ] [440/3606] Completed BLCO in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:31.220432] [INFO ] [sig       ] [441/3606] Forecasting BLD...
[2025-11-28T20:16:31.220466] [INFO ] [sig       ] Generating forecast for: BLD
[2025-11-28T20:16:31.220501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-11-28T20:16:31.232316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-11-28T20:16:31.232600] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-11-28T20:16:31.233337] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-11-28T20:16:31.233385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:31.233414] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:31.233440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:31.233493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:31.288406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:31.289136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:31.289211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:31.289242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:31.410480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:31.410627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:31.410665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:31.410692] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:31.413828] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-11-28T20:16:31.414095] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-11-28T20:16:31.414210] [INFO ] [sig       ] BLD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:31.551845] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLD.txt
[2025-11-28T20:16:31.552014] [INFO ] [sig       ] [441/3606] Completed BLD in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:31.552060] [INFO ] [sig       ] [442/3606] Forecasting BLDP...
[2025-11-28T20:16:31.552094] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-11-28T20:16:31.552131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-11-28T20:16:31.563523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-11-28T20:16:31.563829] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-11-28T20:16:31.564624] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-11-28T20:16:31.564673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:31.564704] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:31.564729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:31.564783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:31.621087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:31.621689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:31.621760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:31.621791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:31.741513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:31.741671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:31.741711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:31.741741] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:31.745116] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=77.13%)
[2025-11-28T20:16:31.745383] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-11-28T20:16:31.745502] [INFO ] [sig       ] BLDP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:31.884230] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BLDP.txt
[2025-11-28T20:16:31.884371] [INFO ] [sig       ] [442/3606] Completed BLDP in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:31.884409] [INFO ] [sig       ] [443/3606] Forecasting BLE...
[2025-11-28T20:16:31.884438] [INFO ] [sig       ] Generating forecast for: BLE
[2025-11-28T20:16:31.884468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-11-28T20:16:31.894848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-11-28T20:16:31.895115] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-11-28T20:16:31.895864] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-11-28T20:16:31.895911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:31.895941] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:31.895967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:31.896027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:31.951325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:31.951942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:31.952016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:31.952049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:32.077191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:32.077343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:32.077382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:32.077430] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:32.080702] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-11-28T20:16:32.080962] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-11-28T20:16:32.081078] [INFO ] [sig       ] BLE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:32.215928] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLE.txt
[2025-11-28T20:16:32.216042] [INFO ] [sig       ] [443/3606] Completed BLE in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:32.216079] [INFO ] [sig       ] [444/3606] Forecasting BLFS...
[2025-11-28T20:16:32.216108] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-11-28T20:16:32.216137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-11-28T20:16:32.227353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-11-28T20:16:32.227652] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-11-28T20:16:32.228425] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-11-28T20:16:32.228475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:32.228506] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:32.228533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:32.228614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:32.283547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:32.284162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:32.284233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:32.284264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:32.400598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:32.400718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:32.400753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:32.400781] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:32.403934] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-11-28T20:16:32.404192] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-11-28T20:16:32.404308] [INFO ] [sig       ] BLFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:32.542840] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLFS.txt
[2025-11-28T20:16:32.542987] [INFO ] [sig       ] [444/3606] Completed BLFS in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:32.543034] [INFO ] [sig       ] [445/3606] Forecasting BLFY...
[2025-11-28T20:16:32.543074] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-11-28T20:16:32.543108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-11-28T20:16:32.554548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-11-28T20:16:32.554970] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-11-28T20:16:32.555754] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-11-28T20:16:32.555802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:32.555832] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:32.555859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:32.555914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:32.611585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:32.612390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:32.612470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:32.612521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:32.731700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:32.731836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:32.731876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:32.731904] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:32.735110] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-11-28T20:16:32.735363] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-11-28T20:16:32.735477] [INFO ] [sig       ] BLFY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:32.875792] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLFY.txt
[2025-11-28T20:16:32.875908] [INFO ] [sig       ] [445/3606] Completed BLFY in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:32.875945] [INFO ] [sig       ] [446/3606] Forecasting BLK...
[2025-11-28T20:16:32.875972] [INFO ] [sig       ] Generating forecast for: BLK
[2025-11-28T20:16:32.876001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-11-28T20:16:32.888229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-11-28T20:16:32.888610] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-11-28T20:16:32.889446] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-11-28T20:16:32.889498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:32.889588] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:32.889620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:32.889691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:32.947255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:32.947969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:32.948072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:32.948110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:33.071090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:33.071243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:33.071282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:33.071311] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:33.074717] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-11-28T20:16:33.075009] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-11-28T20:16:33.075156] [INFO ] [sig       ] BLK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:33.215089] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLK.txt
[2025-11-28T20:16:33.215226] [INFO ] [sig       ] [446/3606] Completed BLK in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:33.215263] [INFO ] [sig       ] [447/3606] Forecasting BLKB...
[2025-11-28T20:16:33.215292] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-11-28T20:16:33.215321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-11-28T20:16:33.227160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-11-28T20:16:33.227491] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-11-28T20:16:33.228317] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-11-28T20:16:33.228366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:33.228397] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:33.228423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:33.228490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:33.283881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:33.284482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:33.284625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:33.284672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:33.402054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:33.402183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:33.402221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:33.402249] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:33.405504] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=44.72%)
[2025-11-28T20:16:33.405775] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-11-28T20:16:33.405891] [INFO ] [sig       ] BLKB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:33.541135] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLKB.txt
[2025-11-28T20:16:33.541249] [INFO ] [sig       ] [447/3606] Completed BLKB in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:33.541286] [INFO ] [sig       ] [448/3606] Forecasting BLMN...
[2025-11-28T20:16:33.541314] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-11-28T20:16:33.541343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-11-28T20:16:33.556229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-11-28T20:16:33.556714] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-11-28T20:16:33.557761] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-11-28T20:16:33.557819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:33.557857] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:33.557888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:33.557965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:33.619023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:33.619922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:33.620009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:33.620044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:33.737469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:33.737638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:33.737677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:33.737705] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:33.741003] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=42.65%)
[2025-11-28T20:16:33.741282] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-11-28T20:16:33.741407] [INFO ] [sig       ] BLMN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:33.879066] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLMN.txt
[2025-11-28T20:16:33.879227] [INFO ] [sig       ] [448/3606] Completed BLMN in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:33.879266] [INFO ] [sig       ] [449/3606] Forecasting BLND...
[2025-11-28T20:16:33.879295] [INFO ] [sig       ] Generating forecast for: BLND
[2025-11-28T20:16:33.879325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-11-28T20:16:33.890929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-11-28T20:16:33.891225] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-11-28T20:16:33.891998] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-11-28T20:16:33.892048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:33.892082] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:33.892108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:33.892163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:33.946847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:33.947421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:33.947494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:33.947524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:34.066536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:34.066673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:34.066708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:34.066763] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:34.069967] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-11-28T20:16:34.070229] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-11-28T20:16:34.070348] [INFO ] [sig       ] BLND: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:34.206831] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BLND.txt
[2025-11-28T20:16:34.206960] [INFO ] [sig       ] [449/3606] Completed BLND in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:34.206998] [INFO ] [sig       ] [450/3606] Forecasting BLNK...
[2025-11-28T20:16:34.207027] [INFO ] [sig       ] Generating forecast for: BLNK
[2025-11-28T20:16:34.207056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'.
[2025-11-28T20:16:34.218124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLNK'.
[2025-11-28T20:16:34.218392] [INFO ] [FORECASTER] Starting predict_future for BLNK
[2025-11-28T20:16:34.219171] [DEBUG] [LOCAL     ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt
[2025-11-28T20:16:34.219219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:34.219249] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:34.219275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:34.219329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:34.275011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:34.275767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:34.275838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:34.275868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:34.396615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:34.396733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:34.396768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:34.396796] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:34.399925] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2025-11-28T20:16:34.400212] [INFO ] [FORECASTER] Completed predict_future for BLNK
[2025-11-28T20:16:34.400327] [INFO ] [sig       ] BLNK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:34.536822] [INFO ] [LOCAL     ] Saved forecast: BLNK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLNK.txt
[2025-11-28T20:16:34.536937] [INFO ] [sig       ] [450/3606] Completed BLNK in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-28T20:16:34.536973] [INFO ] [sig       ] [451/3606] Forecasting BLRX...
[2025-11-28T20:16:34.537000] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-11-28T20:16:34.537038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-11-28T20:16:34.550705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-11-28T20:16:34.551309] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-11-28T20:16:34.552334] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-11-28T20:16:34.552390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:34.552431] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:34.552464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:34.552526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:34.608637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:34.609863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:34.609971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:34.610003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:34.733756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:34.733955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:34.733998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:34.734028] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:34.737806] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-11-28T20:16:34.738150] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-11-28T20:16:34.738300] [INFO ] [sig       ] BLRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:34.875522] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BLRX.txt
[2025-11-28T20:16:34.875714] [INFO ] [sig       ] [451/3606] Completed BLRX in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.6m
[2025-11-28T20:16:34.875756] [INFO ] [sig       ] [452/3606] Forecasting BLTE...
[2025-11-28T20:16:34.875787] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-11-28T20:16:34.875818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-11-28T20:16:34.886317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-11-28T20:16:34.886638] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-11-28T20:16:34.887412] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-11-28T20:16:34.887462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:34.887492] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:34.887518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:34.887601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:34.944019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:34.944894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:34.944973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:34.945005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:35.065821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:35.065980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:35.066019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:35.066046] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:35.069648] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=30.43%)
[2025-11-28T20:16:35.069939] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-11-28T20:16:35.070079] [INFO ] [sig       ] BLTE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:35.208034] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLTE.txt
[2025-11-28T20:16:35.208193] [INFO ] [sig       ] [452/3606] Completed BLTE in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.6m
[2025-11-28T20:16:35.208233] [INFO ] [sig       ] [453/3606] Forecasting BLX...
[2025-11-28T20:16:35.208263] [INFO ] [sig       ] Generating forecast for: BLX
[2025-11-28T20:16:35.208291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-11-28T20:16:35.219445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-11-28T20:16:35.219726] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-11-28T20:16:35.220466] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-11-28T20:16:35.220514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:35.220545] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:35.220590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:35.220647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:35.276029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:35.276684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:35.276759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:35.276792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:35.399437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:35.399596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:35.399637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:35.399665] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:35.402904] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2025-11-28T20:16:35.403187] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-11-28T20:16:35.403306] [INFO ] [sig       ] BLX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:35.538983] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BLX.txt
[2025-11-28T20:16:35.539102] [INFO ] [sig       ] [453/3606] Completed BLX in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.6m
[2025-11-28T20:16:35.539139] [INFO ] [sig       ] [454/3606] Forecasting BLZE...
[2025-11-28T20:16:35.539167] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-11-28T20:16:35.539197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-11-28T20:16:35.550227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-11-28T20:16:35.550525] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-11-28T20:16:35.551280] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-11-28T20:16:35.551329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:35.551360] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:35.551385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:35.551440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:35.605591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:35.606254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:35.606329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:35.606360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:35.729345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:35.729485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:35.729527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:35.729555] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:35.732912] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=90.74%)
[2025-11-28T20:16:35.733177] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-11-28T20:16:35.733299] [INFO ] [sig       ] BLZE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:35.871286] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BLZE.txt
[2025-11-28T20:16:35.871408] [INFO ] [sig       ] [454/3606] Completed BLZE in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.6m
[2025-11-28T20:16:35.871445] [INFO ] [sig       ] [455/3606] Forecasting BMA...
[2025-11-28T20:16:35.871474] [INFO ] [sig       ] Generating forecast for: BMA
[2025-11-28T20:16:35.871504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-11-28T20:16:35.883234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-11-28T20:16:35.883501] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-11-28T20:16:35.884254] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-11-28T20:16:35.884302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:35.884331] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:35.884356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:35.884410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:35.939180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:35.939858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:35.939935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:35.939967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:36.059318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:36.059468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:36.059507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:36.059534] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:36.063106] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-11-28T20:16:36.063397] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-11-28T20:16:36.063538] [INFO ] [sig       ] BMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:36.223155] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BMA.txt
[2025-11-28T20:16:36.223327] [INFO ] [sig       ] [455/3606] Completed BMA in 0.4s | 2.98 sym/s | Total: 2.5m | ETA: 17.6m
[2025-11-28T20:16:36.223369] [INFO ] [sig       ] [456/3606] Forecasting BMBL...
[2025-11-28T20:16:36.223407] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-11-28T20:16:36.223444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-11-28T20:16:36.236846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-11-28T20:16:36.237288] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-11-28T20:16:36.238221] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-11-28T20:16:36.238282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:36.238319] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:36.238351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:36.238421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:36.299164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:36.300287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:36.300455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:36.300504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:36.434104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:36.434283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:36.434325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:36.434352] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:36.437936] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=84.04%)
[2025-11-28T20:16:36.438373] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-11-28T20:16:36.438555] [INFO ] [sig       ] BMBL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:36.640893] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BMBL.txt
[2025-11-28T20:16:36.641068] [INFO ] [sig       ] [456/3606] Completed BMBL in 0.4s | 2.98 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:36.641110] [INFO ] [sig       ] [457/3606] Forecasting BME...
[2025-11-28T20:16:36.641142] [INFO ] [sig       ] Generating forecast for: BME
[2025-11-28T20:16:36.641172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-11-28T20:16:36.657127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-11-28T20:16:36.657633] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-11-28T20:16:36.658838] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-11-28T20:16:36.658906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:36.658953] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:36.658994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:36.659087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:36.739842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:36.740949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:36.741050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:36.741090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:36.909005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:36.909176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:36.909219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:36.909251] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:36.913039] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-11-28T20:16:36.913364] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-11-28T20:16:36.913501] [INFO ] [sig       ] BME: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:37.085026] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BME.txt
[2025-11-28T20:16:37.085213] [INFO ] [sig       ] [457/3606] Completed BME in 0.4s | 2.98 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:37.085256] [INFO ] [sig       ] [458/3606] Forecasting BMEZ...
[2025-11-28T20:16:37.085285] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-11-28T20:16:37.085316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-11-28T20:16:37.097919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-11-28T20:16:37.098347] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-11-28T20:16:37.099225] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-11-28T20:16:37.099276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:37.099308] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:37.099333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:37.099389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:37.157421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:37.158432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:37.158523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:37.158555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:37.307808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:37.307977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:37.308028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:37.308082] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:37.311878] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-11-28T20:16:37.312227] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-11-28T20:16:37.312369] [INFO ] [sig       ] BMEZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:37.457907] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BMEZ.txt
[2025-11-28T20:16:37.458078] [INFO ] [sig       ] [458/3606] Completed BMEZ in 0.4s | 2.98 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:37.458120] [INFO ] [sig       ] [459/3606] Forecasting BMI...
[2025-11-28T20:16:37.458152] [INFO ] [sig       ] Generating forecast for: BMI
[2025-11-28T20:16:37.458182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-11-28T20:16:37.470241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-11-28T20:16:37.470607] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-11-28T20:16:37.471387] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-11-28T20:16:37.471449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:37.471495] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:37.471526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:37.471615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:37.539996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:37.540855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:37.540939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:37.540971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:37.669611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:37.669761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:37.669802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:37.669832] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:37.673341] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-11-28T20:16:37.673636] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-11-28T20:16:37.673762] [INFO ] [sig       ] BMI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:37.815734] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BMI.txt
[2025-11-28T20:16:37.815923] [INFO ] [sig       ] [459/3606] Completed BMI in 0.4s | 2.98 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:37.815966] [INFO ] [sig       ] [460/3606] Forecasting BMO...
[2025-11-28T20:16:37.815997] [INFO ] [sig       ] Generating forecast for: BMO
[2025-11-28T20:16:37.816032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-11-28T20:16:37.827764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-11-28T20:16:37.828092] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-11-28T20:16:37.828950] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-11-28T20:16:37.829002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:37.829051] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:37.829085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:37.829153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:37.885175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:37.886017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:37.886109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:37.886142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:38.013094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:38.013240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:38.013278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:38.013306] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:38.016529] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-11-28T20:16:38.016807] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-11-28T20:16:38.016924] [INFO ] [sig       ] BMO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:38.155519] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BMO.txt
[2025-11-28T20:16:38.155712] [INFO ] [sig       ] [460/3606] Completed BMO in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:38.155756] [INFO ] [sig       ] [461/3606] Forecasting BMRA...
[2025-11-28T20:16:38.155784] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-11-28T20:16:38.155817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-11-28T20:16:38.166864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-11-28T20:16:38.167238] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-11-28T20:16:38.168016] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-11-28T20:16:38.168092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:38.168123] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:38.168148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:38.168202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:38.222777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:38.223594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:38.223676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:38.223708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:38.344731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:38.344884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:38.344923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:38.344953] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:38.348617] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-11-28T20:16:38.348925] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-11-28T20:16:38.349055] [INFO ] [sig       ] BMRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:38.492372] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BMRA.txt
[2025-11-28T20:16:38.492515] [INFO ] [sig       ] [461/3606] Completed BMRA in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:38.492555] [INFO ] [sig       ] [462/3606] Forecasting BMRC...
[2025-11-28T20:16:38.492604] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-11-28T20:16:38.492636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-11-28T20:16:38.504240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-11-28T20:16:38.504618] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-11-28T20:16:38.505404] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-11-28T20:16:38.505462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:38.505496] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:38.505523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:38.505597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:38.563272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:38.564123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:38.564205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:38.564238] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:38.690612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:38.690759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:38.690799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:38.690828] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:38.694311] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-11-28T20:16:38.694640] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-11-28T20:16:38.694771] [INFO ] [sig       ] BMRC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:38.833420] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BMRC.txt
[2025-11-28T20:16:38.833595] [INFO ] [sig       ] [462/3606] Completed BMRC in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:38.833636] [INFO ] [sig       ] [463/3606] Forecasting BMRN...
[2025-11-28T20:16:38.833665] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-11-28T20:16:38.833696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-11-28T20:16:38.845214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-11-28T20:16:38.845540] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-11-28T20:16:38.846320] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-11-28T20:16:38.846382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:38.846439] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:38.846466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:38.846521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:38.905088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:38.905970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:38.906057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:38.906090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:39.020264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:39.020407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:39.020444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:39.020472] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:39.023740] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=73.13%)
[2025-11-28T20:16:39.024011] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-11-28T20:16:39.024131] [INFO ] [sig       ] BMRN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:39.162712] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BMRN.txt
[2025-11-28T20:16:39.162864] [INFO ] [sig       ] [463/3606] Completed BMRN in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:39.162912] [INFO ] [sig       ] [464/3606] Forecasting BMY...
[2025-11-28T20:16:39.162942] [INFO ] [sig       ] Generating forecast for: BMY
[2025-11-28T20:16:39.162971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-11-28T20:16:39.174000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-11-28T20:16:39.174381] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-11-28T20:16:39.175181] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-11-28T20:16:39.175236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:39.175267] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:39.175293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:39.175348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:39.234116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:39.234974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:39.235055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:39.235086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:39.354729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:39.354881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:39.354931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:39.354961] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:39.358559] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=55.41%)
[2025-11-28T20:16:39.358904] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-11-28T20:16:39.359033] [INFO ] [sig       ] BMY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:39.500303] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BMY.txt
[2025-11-28T20:16:39.500458] [INFO ] [sig       ] [464/3606] Completed BMY in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:39.500498] [INFO ] [sig       ] [465/3606] Forecasting BN...
[2025-11-28T20:16:39.500528] [INFO ] [sig       ] Generating forecast for: BN
[2025-11-28T20:16:39.500557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-11-28T20:16:39.511768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-11-28T20:16:39.512144] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-11-28T20:16:39.512997] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-11-28T20:16:39.513049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:39.513082] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:39.513109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:39.513167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:39.570341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:39.571175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:39.571261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:39.571293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:39.695728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:39.695882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:39.695922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:39.695950] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:39.699603] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=20.72%)
[2025-11-28T20:16:39.699908] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-11-28T20:16:39.700058] [INFO ] [sig       ] BN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:39.846242] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BN.txt
[2025-11-28T20:16:39.846389] [INFO ] [sig       ] [465/3606] Completed BN in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:39.846427] [INFO ] [sig       ] [466/3606] Forecasting BND...
[2025-11-28T20:16:39.846456] [INFO ] [sig       ] Generating forecast for: BND
[2025-11-28T20:16:39.846486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-11-28T20:16:39.860209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-11-28T20:16:39.860877] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-11-28T20:16:39.861921] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-11-28T20:16:39.861989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:39.862023] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:39.862049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:39.862108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:39.920137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:39.921298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:39.921414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:39.921447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:40.063910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:40.064171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:40.064218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:40.064248] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:40.068460] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=35.89%)
[2025-11-28T20:16:40.068893] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-11-28T20:16:40.069066] [INFO ] [sig       ] BND: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:40.230459] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BND.txt
[2025-11-28T20:16:40.230684] [INFO ] [sig       ] [466/3606] Completed BND in 0.4s | 2.97 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:40.230742] [INFO ] [sig       ] [467/3606] Forecasting BNDX...
[2025-11-28T20:16:40.230784] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-11-28T20:16:40.230829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-11-28T20:16:40.245163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-11-28T20:16:40.245722] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-11-28T20:16:40.246709] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-11-28T20:16:40.246762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:40.246795] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:40.246821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:40.246878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:40.304339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:40.305422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:40.305560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:40.305613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:40.434829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:40.434983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:40.435022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:40.435070] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:40.438353] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-11-28T20:16:40.438642] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-11-28T20:16:40.438765] [INFO ] [sig       ] BNDX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:40.572838] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNDX.txt
[2025-11-28T20:16:40.572968] [INFO ] [sig       ] [467/3606] Completed BNDX in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:40.573008] [INFO ] [sig       ] [468/3606] Forecasting BNED...
[2025-11-28T20:16:40.573035] [INFO ] [sig       ] Generating forecast for: BNED
[2025-11-28T20:16:40.573065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-11-28T20:16:40.585139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-11-28T20:16:40.585419] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-11-28T20:16:40.586186] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-11-28T20:16:40.586234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:40.586263] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:40.586288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:40.586344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:40.641768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:40.642429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:40.642504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:40.642535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:40.760660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:40.760831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:40.760871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:40.760899] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:40.764192] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=39.86%)
[2025-11-28T20:16:40.764468] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-11-28T20:16:40.764605] [INFO ] [sig       ] BNED: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:40.901119] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNED.txt
[2025-11-28T20:16:40.901261] [INFO ] [sig       ] [468/3606] Completed BNED in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:40.901300] [INFO ] [sig       ] [469/3606] Forecasting BNGO...
[2025-11-28T20:16:40.901329] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-11-28T20:16:40.901358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-11-28T20:16:40.912303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-11-28T20:16:40.912683] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-11-28T20:16:40.913488] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-11-28T20:16:40.913539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:40.913592] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:40.913623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:40.913678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:40.970791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:40.971721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:40.971831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:40.971864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:41.093337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:41.093505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:41.093544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:41.093587] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:41.096833] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=27.29%)
[2025-11-28T20:16:41.097096] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-11-28T20:16:41.097214] [INFO ] [sig       ] BNGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:41.231434] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNGO.txt
[2025-11-28T20:16:41.231553] [INFO ] [sig       ] [469/3606] Completed BNGO in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:41.231608] [INFO ] [sig       ] [470/3606] Forecasting BNH...
[2025-11-28T20:16:41.231637] [INFO ] [sig       ] Generating forecast for: BNH
[2025-11-28T20:16:41.231666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-11-28T20:16:41.242704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-11-28T20:16:41.243036] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-11-28T20:16:41.243799] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-11-28T20:16:41.243848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:41.243879] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:41.243904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:41.243959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:41.298819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:41.299513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:41.299609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:41.299644] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:41.413563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:41.413726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:41.413765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:41.413793] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:41.417144] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-11-28T20:16:41.417415] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-11-28T20:16:41.417538] [INFO ] [sig       ] BNH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:41.559850] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNH.txt
[2025-11-28T20:16:41.559978] [INFO ] [sig       ] [470/3606] Completed BNH in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:41.560016] [INFO ] [sig       ] [471/3606] Forecasting BNJ...
[2025-11-28T20:16:41.560044] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-11-28T20:16:41.560074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-11-28T20:16:41.571086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-11-28T20:16:41.571418] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-11-28T20:16:41.572239] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-11-28T20:16:41.572288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:41.572318] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:41.572356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:41.572413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:41.630521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:41.631298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:41.631376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:41.631408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:41.742548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:41.742705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:41.742743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:41.742770] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:41.746116] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-11-28T20:16:41.746382] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-11-28T20:16:41.746499] [INFO ] [sig       ] BNJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:41.889175] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNJ.txt
[2025-11-28T20:16:41.889323] [INFO ] [sig       ] [471/3606] Completed BNJ in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:41.889361] [INFO ] [sig       ] [472/3606] Forecasting BNL...
[2025-11-28T20:16:41.889389] [INFO ] [sig       ] Generating forecast for: BNL
[2025-11-28T20:16:41.889418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-11-28T20:16:41.901242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-11-28T20:16:41.901535] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-11-28T20:16:41.902340] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-11-28T20:16:41.902390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:41.902420] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:41.902445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:41.902500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:41.959235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:41.959862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:41.959935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:41.959967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:42.083172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:42.083317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:42.083356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:42.083384] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:42.086865] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-11-28T20:16:42.087138] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-11-28T20:16:42.087270] [INFO ] [sig       ] BNL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:42.236537] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNL.txt
[2025-11-28T20:16:42.236729] [INFO ] [sig       ] [472/3606] Completed BNL in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-28T20:16:42.236768] [INFO ] [sig       ] [473/3606] Forecasting BNRG...
[2025-11-28T20:16:42.236798] [INFO ] [sig       ] Generating forecast for: BNRG
[2025-11-28T20:16:42.236828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'.
[2025-11-28T20:16:42.248409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNRG'.
[2025-11-28T20:16:42.248790] [INFO ] [FORECASTER] Starting predict_future for BNRG
[2025-11-28T20:16:42.249558] [DEBUG] [LOCAL     ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt
[2025-11-28T20:16:42.249625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:42.249655] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:42.249682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:42.249737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:42.307696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:42.308532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:42.308657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:42.308690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:42.433020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:42.433176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:42.433222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:42.433255] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:42.436559] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-11-28T20:16:42.436854] [INFO ] [FORECASTER] Completed predict_future for BNRG
[2025-11-28T20:16:42.436978] [INFO ] [sig       ] BNRG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:42.580178] [INFO ] [LOCAL     ] Saved forecast: BNRG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BNRG.txt
[2025-11-28T20:16:42.580365] [INFO ] [sig       ] [473/3606] Completed BNRG in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.6m
[2025-11-28T20:16:42.580406] [INFO ] [sig       ] [474/3606] Forecasting BNS...
[2025-11-28T20:16:42.580437] [INFO ] [sig       ] Generating forecast for: BNS
[2025-11-28T20:16:42.580467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-11-28T20:16:42.592056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-11-28T20:16:42.592442] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-11-28T20:16:42.593291] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-11-28T20:16:42.593347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:42.593379] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:42.593406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:42.593463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:42.649838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:42.650746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:42.650827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:42.650859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:42.777944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:42.778111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:42.778150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:42.778177] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:42.781388] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-11-28T20:16:42.781670] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-11-28T20:16:42.781792] [INFO ] [sig       ] BNS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:42.925984] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNS.txt
[2025-11-28T20:16:42.926156] [INFO ] [sig       ] [474/3606] Completed BNS in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.6m
[2025-11-28T20:16:42.926197] [INFO ] [sig       ] [475/3606] Forecasting BNTC...
[2025-11-28T20:16:42.926229] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-11-28T20:16:42.926279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-11-28T20:16:42.938177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-11-28T20:16:42.938538] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-11-28T20:16:42.939356] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-11-28T20:16:42.939407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:42.939439] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:42.939466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:42.939522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:42.996274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:42.997118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:42.997201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:42.997232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:43.121026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:43.121171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:43.121211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:43.121239] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:43.124556] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=31.02%)
[2025-11-28T20:16:43.124841] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-11-28T20:16:43.124958] [INFO ] [sig       ] BNTC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:43.263064] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNTC.txt
[2025-11-28T20:16:43.263203] [INFO ] [sig       ] [475/3606] Completed BNTC in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:43.263242] [INFO ] [sig       ] [476/3606] Forecasting BNTX...
[2025-11-28T20:16:43.263272] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-11-28T20:16:43.263301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-11-28T20:16:43.274857] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BNTX'.
[2025-11-28T20:16:43.275157] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-11-28T20:16:43.275956] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-11-28T20:16:43.276006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:43.276037] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:43.276063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:43.276119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:43.334765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:43.335540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:43.335635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:43.335669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:43.453673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:43.453808] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-28T20:16:43.453844] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:43.453874] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:43.457108] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-11-28T20:16:43.457365] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-11-28T20:16:43.457480] [INFO ] [sig       ] BNTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-28T20:16:43.596113] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BNTX.txt
[2025-11-28T20:16:43.596294] [INFO ] [sig       ] [476/3606] Completed BNTX in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:43.596335] [INFO ] [sig       ] [477/3606] Forecasting BNY...
[2025-11-28T20:16:43.596388] [INFO ] [sig       ] Generating forecast for: BNY
[2025-11-28T20:16:43.596434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-11-28T20:16:43.608701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-11-28T20:16:43.609056] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-11-28T20:16:43.609896] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-11-28T20:16:43.609946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:43.609976] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:43.610003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:43.610058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:43.668301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:43.669049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:43.669126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:43.669162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:43.787554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:43.787718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:43.787757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:43.787784] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:43.794116] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=49.57%)
[2025-11-28T20:16:43.794420] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-11-28T20:16:43.794541] [INFO ] [sig       ] BNY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:43.944321] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNY.txt
[2025-11-28T20:16:43.944456] [INFO ] [sig       ] [477/3606] Completed BNY in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:43.944493] [INFO ] [sig       ] [478/3606] Forecasting BNZI...
[2025-11-28T20:16:43.944522] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-11-28T20:16:43.944553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-11-28T20:16:43.955597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-11-28T20:16:43.955947] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-11-28T20:16:43.956796] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-11-28T20:16:43.956847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:43.956876] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:43.956902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:43.956957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:44.014904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:44.015753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:44.015837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:44.015870] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:44.134838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:44.134979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:44.135017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:44.135043] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:44.138320] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=47.19%)
[2025-11-28T20:16:44.138597] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-11-28T20:16:44.138716] [INFO ] [sig       ] BNZI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:44.282867] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNZI.txt
[2025-11-28T20:16:44.283028] [INFO ] [sig       ] [478/3606] Completed BNZI in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:44.283066] [INFO ] [sig       ] [479/3606] Forecasting BOC...
[2025-11-28T20:16:44.283094] [INFO ] [sig       ] Generating forecast for: BOC
[2025-11-28T20:16:44.283125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-11-28T20:16:44.295654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-11-28T20:16:44.296013] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-11-28T20:16:44.296842] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-11-28T20:16:44.296892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:44.296923] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:44.296949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:44.297003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:44.354021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:44.354875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:44.354957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:44.354988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:44.480370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:44.480522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:44.480559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:44.480605] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:44.483808] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-11-28T20:16:44.484072] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-11-28T20:16:44.484191] [INFO ] [sig       ] BOC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:44.624075] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BOC.txt
[2025-11-28T20:16:44.624209] [INFO ] [sig       ] [479/3606] Completed BOC in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:44.624248] [INFO ] [sig       ] [480/3606] Forecasting BOE...
[2025-11-28T20:16:44.624277] [INFO ] [sig       ] Generating forecast for: BOE
[2025-11-28T20:16:44.624307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-11-28T20:16:44.635663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-11-28T20:16:44.635951] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-11-28T20:16:44.636713] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-11-28T20:16:44.636761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:44.636814] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:44.636841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:44.636895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:44.691170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:44.691988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:44.692071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:44.692102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:44.813582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:44.813756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:44.813797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:44.813826] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:44.817368] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=57.04%)
[2025-11-28T20:16:44.817654] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-11-28T20:16:44.817776] [INFO ] [sig       ] BOE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:44.954067] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BOE.txt
[2025-11-28T20:16:44.954197] [INFO ] [sig       ] [480/3606] Completed BOE in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:44.954236] [INFO ] [sig       ] [481/3606] Forecasting BOF...
[2025-11-28T20:16:44.954266] [INFO ] [sig       ] Generating forecast for: BOF
[2025-11-28T20:16:44.954296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-11-28T20:16:44.965365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-11-28T20:16:44.965650] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-11-28T20:16:44.966414] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-11-28T20:16:44.966462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:44.966492] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:44.966517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:44.966593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:45.021749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:45.022599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:45.022679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:45.022712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:45.144019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:45.144165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:45.144204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:45.144232] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:45.147476] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=76.41%)
[2025-11-28T20:16:45.147750] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-11-28T20:16:45.147870] [INFO ] [sig       ] BOF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:45.288661] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BOF.txt
[2025-11-28T20:16:45.288815] [INFO ] [sig       ] [481/3606] Completed BOF in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:45.288853] [INFO ] [sig       ] [482/3606] Forecasting BOH...
[2025-11-28T20:16:45.288883] [INFO ] [sig       ] Generating forecast for: BOH
[2025-11-28T20:16:45.288912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-11-28T20:16:45.300117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-11-28T20:16:45.300483] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-11-28T20:16:45.301247] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-11-28T20:16:45.301296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:45.301326] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:45.301352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:45.301405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:45.356287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:45.357078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:45.357156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:45.357187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:45.475055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:45.475174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:45.475208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:45.475235] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:45.478332] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=37.37%)
[2025-11-28T20:16:45.478602] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-11-28T20:16:45.478719] [INFO ] [sig       ] BOH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:45.614559] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BOH.txt
[2025-11-28T20:16:45.614719] [INFO ] [sig       ] [482/3606] Completed BOH in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:45.614758] [INFO ] [sig       ] [483/3606] Forecasting BOKF...
[2025-11-28T20:16:45.614787] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-11-28T20:16:45.614818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-11-28T20:16:45.626997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-11-28T20:16:45.627304] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-11-28T20:16:45.628083] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-11-28T20:16:45.628134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:45.628163] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:45.628188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:45.628241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:45.683680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:45.684495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:45.684594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:45.684629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:45.803910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:45.804059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:45.804096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:45.804123] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:45.807629] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-11-28T20:16:45.807930] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-11-28T20:16:45.808081] [INFO ] [sig       ] BOKF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:45.944847] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BOKF.txt
[2025-11-28T20:16:45.945004] [INFO ] [sig       ] [483/3606] Completed BOKF in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:45.945042] [INFO ] [sig       ] [484/3606] Forecasting BOLD...
[2025-11-28T20:16:45.945071] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-11-28T20:16:45.945100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-11-28T20:16:45.956771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-11-28T20:16:45.957152] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-11-28T20:16:45.957928] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-11-28T20:16:45.957990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:45.958021] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:45.958070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:45.958130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:46.016268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:46.017090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:46.017168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:46.017200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:46.130414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:46.130559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:46.130616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:46.130644] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:46.133936] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2025-11-28T20:16:46.134224] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-11-28T20:16:46.134349] [INFO ] [sig       ] BOLD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:46.270326] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BOLD.txt
[2025-11-28T20:16:46.270449] [INFO ] [sig       ] [484/3606] Completed BOLD in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:46.270486] [INFO ] [sig       ] [485/3606] Forecasting BOND...
[2025-11-28T20:16:46.270514] [INFO ] [sig       ] Generating forecast for: BOND
[2025-11-28T20:16:46.270544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-11-28T20:16:46.281413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-11-28T20:16:46.281729] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-11-28T20:16:46.282484] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-11-28T20:16:46.282533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:46.282563] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:46.282620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:46.282681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:46.338059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:46.338652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:46.338723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:46.338755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:46.458280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:46.458407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:46.458442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:46.458470] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:46.461709] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=44.83%)
[2025-11-28T20:16:46.461961] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-11-28T20:16:46.462076] [INFO ] [sig       ] BOND: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:46.603461] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BOND.txt
[2025-11-28T20:16:46.603641] [INFO ] [sig       ] [485/3606] Completed BOND in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:46.603685] [INFO ] [sig       ] [486/3606] Forecasting BOOM...
[2025-11-28T20:16:46.603715] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-11-28T20:16:46.603747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-11-28T20:16:46.614883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-11-28T20:16:46.615258] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-11-28T20:16:46.616068] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-11-28T20:16:46.616130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:46.616173] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:46.616209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:46.616286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:46.674531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:46.675440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:46.675525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:46.675560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:46.805198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:46.805341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:46.805380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:46.805407] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:46.808705] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2025-11-28T20:16:46.808965] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-11-28T20:16:46.809084] [INFO ] [sig       ] BOOM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:46.943725] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BOOM.txt
[2025-11-28T20:16:46.943865] [INFO ] [sig       ] [486/3606] Completed BOOM in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:46.943903] [INFO ] [sig       ] [487/3606] Forecasting BOTZ...
[2025-11-28T20:16:46.943931] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-11-28T20:16:46.943960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-11-28T20:16:46.957359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-11-28T20:16:46.957971] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-11-28T20:16:46.959029] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-11-28T20:16:46.959085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:46.959120] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:46.959153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:46.959213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:47.019797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:47.020927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:47.021027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:47.021066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:47.145851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:47.146001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:47.146038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:47.146065] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:47.149327] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-11-28T20:16:47.149611] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-11-28T20:16:47.149732] [INFO ] [sig       ] BOTZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:47.284051] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BOTZ.txt
[2025-11-28T20:16:47.284157] [INFO ] [sig       ] [487/3606] Completed BOTZ in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:47.284202] [INFO ] [sig       ] [488/3606] Forecasting BOX...
[2025-11-28T20:16:47.284232] [INFO ] [sig       ] Generating forecast for: BOX
[2025-11-28T20:16:47.284266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-11-28T20:16:47.297430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-11-28T20:16:47.297864] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-11-28T20:16:47.298809] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-11-28T20:16:47.298861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:47.298894] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:47.298919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:47.298974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:47.355754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:47.356652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:47.356740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:47.356773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:47.476024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:47.476173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:47.476211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:47.476239] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:47.479540] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-11-28T20:16:47.479822] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-11-28T20:16:47.479940] [INFO ] [sig       ] BOX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:47.617849] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BOX.txt
[2025-11-28T20:16:47.617970] [INFO ] [sig       ] [488/3606] Completed BOX in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:47.618008] [INFO ] [sig       ] [489/3606] Forecasting BP...
[2025-11-28T20:16:47.618036] [INFO ] [sig       ] Generating forecast for: BP
[2025-11-28T20:16:47.618086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-11-28T20:16:47.633883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-11-28T20:16:47.634368] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-11-28T20:16:47.635516] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-11-28T20:16:47.635625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:47.635676] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:47.635718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:47.635808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:47.710599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:47.711772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:47.711915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:47.711970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:47.849474] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:47.849646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:47.849686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:47.849714] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:47.852976] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2025-11-28T20:16:47.853242] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-11-28T20:16:47.853380] [INFO ] [sig       ] BP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:47.990211] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BP.txt
[2025-11-28T20:16:47.990365] [INFO ] [sig       ] [489/3606] Completed BP in 0.4s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:47.990404] [INFO ] [sig       ] [490/3606] Forecasting BPOP...
[2025-11-28T20:16:47.990434] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-11-28T20:16:47.990464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-11-28T20:16:48.003154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-11-28T20:16:48.003559] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-11-28T20:16:48.004398] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-11-28T20:16:48.004449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:48.004480] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:48.004511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:48.004601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:48.062982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:48.063894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:48.063976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:48.064046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:48.185659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:48.185814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:48.185852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:48.185882] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:48.189664] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-11-28T20:16:48.190050] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-11-28T20:16:48.190192] [INFO ] [sig       ] BPOP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:48.333112] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BPOP.txt
[2025-11-28T20:16:48.333274] [INFO ] [sig       ] [490/3606] Completed BPOP in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-28T20:16:48.333313] [INFO ] [sig       ] [491/3606] Forecasting BPRN...
[2025-11-28T20:16:48.333342] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-11-28T20:16:48.333375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-11-28T20:16:48.344029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-11-28T20:16:48.344413] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-11-28T20:16:48.345225] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-11-28T20:16:48.345276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:48.345307] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:48.345332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:48.345387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:48.403276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:48.404103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:48.404181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:48.404212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:48.499425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:48.499595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:48.499654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:48.499682] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:48.502916] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-11-28T20:16:48.503170] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-11-28T20:16:48.503287] [INFO ] [sig       ] BPRN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:48.649230] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BPRN.txt
[2025-11-28T20:16:48.649402] [INFO ] [sig       ] [491/3606] Completed BPRN in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.5m
[2025-11-28T20:16:48.649448] [INFO ] [sig       ] [492/3606] Forecasting BPYPM...
[2025-11-28T20:16:48.649486] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-11-28T20:16:48.649517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-11-28T20:16:48.661014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-11-28T20:16:48.661314] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-11-28T20:16:48.662088] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-11-28T20:16:48.662136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:48.662166] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:48.662192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:48.662247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:48.718176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:48.719037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:48.719118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:48.719150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:48.826498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:48.826668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:48.826706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:48.826733] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:48.830169] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=65.19%)
[2025-11-28T20:16:48.830456] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-11-28T20:16:48.830784] [INFO ] [sig       ] BPYPM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:48.970239] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BPYPM.txt
[2025-11-28T20:16:48.970399] [INFO ] [sig       ] [492/3606] Completed BPYPM in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.5m
[2025-11-28T20:16:48.970438] [INFO ] [sig       ] [493/3606] Forecasting BPYPO...
[2025-11-28T20:16:48.970468] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-11-28T20:16:48.970497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-11-28T20:16:48.985457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-11-28T20:16:48.985985] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-11-28T20:16:48.987010] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-11-28T20:16:48.987065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:48.987097] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:48.987123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:48.987179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:49.049302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:49.050432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:49.050543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:49.050782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:49.146948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:49.147107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:49.147145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:49.147174] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:49.150420] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-11-28T20:16:49.150698] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-11-28T20:16:49.150815] [INFO ] [sig       ] BPYPO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:49.291393] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BPYPO.txt
[2025-11-28T20:16:49.291786] [INFO ] [sig       ] [493/3606] Completed BPYPO in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:49.291828] [INFO ] [sig       ] [494/3606] Forecasting BPYPP...
[2025-11-28T20:16:49.291858] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-11-28T20:16:49.291887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-11-28T20:16:49.304257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-11-28T20:16:49.304821] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-11-28T20:16:49.305557] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-11-28T20:16:49.305622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:49.305652] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:49.305678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:49.305732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:49.362753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:49.363555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:49.363651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:49.363683] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:49.468077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:49.468224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:49.468260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:49.468288] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:49.471497] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-11-28T20:16:49.471772] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-11-28T20:16:49.471892] [INFO ] [sig       ] BPYPP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:49.610253] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BPYPP.txt
[2025-11-28T20:16:49.610395] [INFO ] [sig       ] [494/3606] Completed BPYPP in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:49.610433] [INFO ] [sig       ] [495/3606] Forecasting BRAG...
[2025-11-28T20:16:49.610462] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-11-28T20:16:49.610492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-11-28T20:16:49.622134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-11-28T20:16:49.622453] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-11-28T20:16:49.623212] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-11-28T20:16:49.623259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:49.623316] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:49.623344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:49.623399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:49.678456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:49.679285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:49.679366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:49.679402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:49.803043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:49.803189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:49.803233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:49.803260] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:49.806508] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: UP (p=75.00%)
[2025-11-28T20:16:49.806789] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-11-28T20:16:49.806907] [INFO ] [sig       ] BRAG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:49.943463] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BRAG.txt
[2025-11-28T20:16:49.943634] [INFO ] [sig       ] [495/3606] Completed BRAG in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:49.943675] [INFO ] [sig       ] [496/3606] Forecasting BRC...
[2025-11-28T20:16:49.943704] [INFO ] [sig       ] Generating forecast for: BRC
[2025-11-28T20:16:49.943733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-11-28T20:16:49.955754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-11-28T20:16:49.956086] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-11-28T20:16:49.956845] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-11-28T20:16:49.956894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:49.956924] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:49.956950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:49.957004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:50.011906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:50.012740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:50.012823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:50.012855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:50.130081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:50.130236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:50.130274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:50.130303] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:50.133614] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-11-28T20:16:50.133892] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-11-28T20:16:50.134016] [INFO ] [sig       ] BRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:50.279150] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BRC.txt
[2025-11-28T20:16:50.279317] [INFO ] [sig       ] [496/3606] Completed BRC in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:50.279360] [INFO ] [sig       ] [497/3606] Forecasting BRCC...
[2025-11-28T20:16:50.279391] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-11-28T20:16:50.279421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-11-28T20:16:50.291241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-11-28T20:16:50.291635] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-11-28T20:16:50.292459] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-11-28T20:16:50.292510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:50.292584] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:50.292616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:50.292673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:50.352147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:50.353029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:50.353110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:50.353144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:50.476015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:50.476162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:50.476202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:50.476229] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:50.479569] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-11-28T20:16:50.480016] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-11-28T20:16:50.480137] [INFO ] [sig       ] BRCC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:50.622226] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BRCC.txt
[2025-11-28T20:16:50.622378] [INFO ] [sig       ] [497/3606] Completed BRCC in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:50.622417] [INFO ] [sig       ] [498/3606] Forecasting BRO...
[2025-11-28T20:16:50.622446] [INFO ] [sig       ] Generating forecast for: BRO
[2025-11-28T20:16:50.622477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-11-28T20:16:50.633818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-11-28T20:16:50.634173] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-11-28T20:16:50.634953] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-11-28T20:16:50.635001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:50.635032] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:50.635058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:50.635113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:50.691383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:50.692224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:50.692305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:50.692339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:50.821238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:50.821389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:50.821433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:50.821462] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:50.824924] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-11-28T20:16:50.825217] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-11-28T20:16:50.825348] [INFO ] [sig       ] BRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:50.967156] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BRO.txt
[2025-11-28T20:16:50.967299] [INFO ] [sig       ] [498/3606] Completed BRO in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:50.967338] [INFO ] [sig       ] [499/3606] Forecasting BRX...
[2025-11-28T20:16:50.967377] [INFO ] [sig       ] Generating forecast for: BRX
[2025-11-28T20:16:50.967410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-11-28T20:16:50.979146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-11-28T20:16:50.979539] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-11-28T20:16:50.980356] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-11-28T20:16:50.980407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:50.980440] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:50.980466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:50.980526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:51.038296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:51.039133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:51.039214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:51.039247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:51.159346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:51.159499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:51.159538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:51.159616] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:51.163007] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=33.14%)
[2025-11-28T20:16:51.163310] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-11-28T20:16:51.163444] [INFO ] [sig       ] BRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:51.303148] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BRX.txt
[2025-11-28T20:16:51.303272] [INFO ] [sig       ] [499/3606] Completed BRX in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:51.303315] [INFO ] [sig       ] [500/3606] Forecasting BRY...
[2025-11-28T20:16:51.303346] [INFO ] [sig       ] Generating forecast for: BRY
[2025-11-28T20:16:51.303375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-11-28T20:16:51.316535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-11-28T20:16:51.316952] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-11-28T20:16:51.317783] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-11-28T20:16:51.317835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:51.317867] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:51.317892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:51.317948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:51.374354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:51.375249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:51.375332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:51.375364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:51.497553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:51.497727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:51.497766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:51.497792] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:51.501331] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: UP (p=70.95%)
[2025-11-28T20:16:51.501638] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-11-28T20:16:51.501784] [INFO ] [sig       ] BRY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:51.640405] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BRY.txt
[2025-11-28T20:16:51.640550] [INFO ] [sig       ] [500/3606] Completed BRY in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:51.640609] [INFO ] [sig       ] [501/3606] Forecasting BRZE...
[2025-11-28T20:16:51.640639] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-11-28T20:16:51.640667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-11-28T20:16:51.651867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-11-28T20:16:51.652153] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-11-28T20:16:51.652909] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-11-28T20:16:51.652957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:51.652987] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:51.653013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:51.653067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:51.708203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:51.708920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:51.709000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:51.709032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:51.833045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:51.833214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:51.833255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:51.833284] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:51.836985] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-11-28T20:16:51.837255] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-11-28T20:16:51.837377] [INFO ] [sig       ] BRZE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:51.975240] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BRZE.txt
[2025-11-28T20:16:51.975398] [INFO ] [sig       ] [501/3606] Completed BRZE in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:51.975438] [INFO ] [sig       ] [502/3606] Forecasting BSAC...
[2025-11-28T20:16:51.975465] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-11-28T20:16:51.975494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-11-28T20:16:51.987305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-11-28T20:16:51.987631] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-11-28T20:16:51.988401] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-11-28T20:16:51.988455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:51.988485] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:51.988510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:51.988564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:52.042949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:52.043535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:52.043623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:52.043655] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:52.162646] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:52.162794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:52.162830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:52.162877] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:52.166066] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=29.57%)
[2025-11-28T20:16:52.166323] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-11-28T20:16:52.166435] [INFO ] [sig       ] BSAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:52.299703] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSAC.txt
[2025-11-28T20:16:52.299837] [INFO ] [sig       ] [502/3606] Completed BSAC in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:52.299876] [INFO ] [sig       ] [503/3606] Forecasting BSCP...
[2025-11-28T20:16:52.299903] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-11-28T20:16:52.299932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-11-28T20:16:52.313869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-11-28T20:16:52.314227] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-11-28T20:16:52.315089] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-11-28T20:16:52.315141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:52.315201] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:52.315235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:52.315292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:52.370326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:52.371077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:52.371159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:52.371192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:52.471155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:52.471303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:52.471342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:52.471370] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:52.474614] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-11-28T20:16:52.474877] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-11-28T20:16:52.474997] [INFO ] [sig       ] BSCP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:52.612174] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSCP.txt
[2025-11-28T20:16:52.612308] [INFO ] [sig       ] [503/3606] Completed BSCP in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:52.612349] [INFO ] [sig       ] [504/3606] Forecasting BSCQ...
[2025-11-28T20:16:52.612378] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-11-28T20:16:52.612407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-11-28T20:16:52.624215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-11-28T20:16:52.624521] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-11-28T20:16:52.625275] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-11-28T20:16:52.625325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:52.625356] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:52.625383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:52.625438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:52.680338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:52.681058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:52.681135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:52.681187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:52.798229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:52.798378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:52.798422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:52.798455] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:52.801761] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=80.16%)
[2025-11-28T20:16:52.802018] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-11-28T20:16:52.802136] [INFO ] [sig       ] BSCQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:52.937918] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSCQ.txt
[2025-11-28T20:16:52.938064] [INFO ] [sig       ] [504/3606] Completed BSCQ in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:52.938104] [INFO ] [sig       ] [505/3606] Forecasting BSCS...
[2025-11-28T20:16:52.938132] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-11-28T20:16:52.938160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-11-28T20:16:52.949779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-11-28T20:16:52.950095] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-11-28T20:16:52.950886] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-11-28T20:16:52.950935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:52.950965] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:52.950989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:52.951043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:53.015198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:53.016006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:53.016086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:53.016119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:53.134674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:53.134833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:53.134872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:53.134901] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:53.138448] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=57.49%)
[2025-11-28T20:16:53.138770] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-11-28T20:16:53.138900] [INFO ] [sig       ] BSCS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:53.287265] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSCS.txt
[2025-11-28T20:16:53.287429] [INFO ] [sig       ] [505/3606] Completed BSCS in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:53.287472] [INFO ] [sig       ] [506/3606] Forecasting BSCX...
[2025-11-28T20:16:53.287502] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-11-28T20:16:53.287531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-11-28T20:16:53.298980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-11-28T20:16:53.299297] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-11-28T20:16:53.300125] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-11-28T20:16:53.300176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:53.300207] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:53.300235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:53.300303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:53.357752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:53.358660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:53.358740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:53.358773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:53.480997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:53.481152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:53.481190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:53.481219] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:53.484539] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=20.48%)
[2025-11-28T20:16:53.484827] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-11-28T20:16:53.484950] [INFO ] [sig       ] BSCX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:53.625775] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSCX.txt
[2025-11-28T20:16:53.625926] [INFO ] [sig       ] [506/3606] Completed BSCX in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:53.625965] [INFO ] [sig       ] [507/3606] Forecasting BSCY...
[2025-11-28T20:16:53.625995] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-11-28T20:16:53.626025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-11-28T20:16:53.637630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-11-28T20:16:53.638004] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-11-28T20:16:53.638866] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-11-28T20:16:53.638916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:53.638947] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:53.638974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:53.639028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:53.695161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:53.695999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:53.696104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:53.696139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:53.828518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:53.828685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:53.828726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:53.828755] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:53.832162] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=40.77%)
[2025-11-28T20:16:53.832476] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-11-28T20:16:53.832633] [INFO ] [sig       ] BSCY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:53.975070] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSCY.txt
[2025-11-28T20:16:53.975223] [INFO ] [sig       ] [507/3606] Completed BSCY in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:53.975260] [INFO ] [sig       ] [508/3606] Forecasting BSJP...
[2025-11-28T20:16:53.975290] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-11-28T20:16:53.975320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-11-28T20:16:53.986622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-11-28T20:16:53.986987] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-11-28T20:16:53.987768] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-11-28T20:16:53.987816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:53.987846] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:53.987872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:53.987926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:54.048470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:54.049363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:54.049453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:54.049487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:54.170271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:54.170421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:54.170460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:54.170489] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:54.174095] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=56.54%)
[2025-11-28T20:16:54.174361] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-11-28T20:16:54.174494] [INFO ] [sig       ] BSJP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:54.316347] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSJP.txt
[2025-11-28T20:16:54.316486] [INFO ] [sig       ] [508/3606] Completed BSJP in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-28T20:16:54.316534] [INFO ] [sig       ] [509/3606] Forecasting BSJQ...
[2025-11-28T20:16:54.316567] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-11-28T20:16:54.316623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-11-28T20:16:54.327805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-11-28T20:16:54.328089] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-11-28T20:16:54.328890] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-11-28T20:16:54.328941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:54.328972] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:54.328999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:54.329056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:54.387085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:54.387938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:54.388020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:54.388073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:54.511407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:54.511559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:54.511616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:54.511648] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:54.515055] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-11-28T20:16:54.515335] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-11-28T20:16:54.515461] [INFO ] [sig       ] BSJQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:54.655193] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSJQ.txt
[2025-11-28T20:16:54.655343] [INFO ] [sig       ] [509/3606] Completed BSJQ in 0.3s | 2.97 sym/s | Total: 2.9m | ETA: 17.4m
[2025-11-28T20:16:54.655380] [INFO ] [sig       ] [510/3606] Forecasting BSJS...
[2025-11-28T20:16:54.655411] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-11-28T20:16:54.655447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-11-28T20:16:54.666529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-11-28T20:16:54.666874] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-11-28T20:16:54.667654] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-11-28T20:16:54.667705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:54.667736] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:54.667763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:54.667819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:54.726317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:54.727225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:54.727320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:54.727367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:54.852198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:54.852341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:54.852379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:54.852407] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:54.855614] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=50.13%)
[2025-11-28T20:16:54.855868] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-11-28T20:16:54.855986] [INFO ] [sig       ] BSJS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:54.991154] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSJS.txt
[2025-11-28T20:16:54.991334] [INFO ] [sig       ] [510/3606] Completed BSJS in 0.3s | 2.97 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:54.991373] [INFO ] [sig       ] [511/3606] Forecasting BSL...
[2025-11-28T20:16:54.991402] [INFO ] [sig       ] Generating forecast for: BSL
[2025-11-28T20:16:54.991431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-11-28T20:16:55.003195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-11-28T20:16:55.003590] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-11-28T20:16:55.004436] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-11-28T20:16:55.004488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:55.004520] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:55.004545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:55.004631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:55.060880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:55.061617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:55.061699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:55.061732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:55.178332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:55.178482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:55.178521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:55.178551] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:55.181886] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=64.48%)
[2025-11-28T20:16:55.182153] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-11-28T20:16:55.182274] [INFO ] [sig       ] BSL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:55.318927] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSL.txt
[2025-11-28T20:16:55.319083] [INFO ] [sig       ] [511/3606] Completed BSL in 0.3s | 2.97 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:55.319124] [INFO ] [sig       ] [512/3606] Forecasting BSLK...
[2025-11-28T20:16:55.319152] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-11-28T20:16:55.319182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-11-28T20:16:55.330567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-11-28T20:16:55.330937] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-11-28T20:16:55.331892] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-11-28T20:16:55.331951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:55.331991] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:55.332025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:55.332102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:55.388307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:55.388933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:55.389009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:55.389040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:55.498135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:55.498286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:55.498323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:55.498350] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:55.501640] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: UP (p=85.49%)
[2025-11-28T20:16:55.501897] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-11-28T20:16:55.502016] [INFO ] [sig       ] BSLK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:55.639312] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSLK.txt
[2025-11-28T20:16:55.639466] [INFO ] [sig       ] [512/3606] Completed BSLK in 0.3s | 2.97 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:55.639504] [INFO ] [sig       ] [513/3606] Forecasting BSM...
[2025-11-28T20:16:55.639535] [INFO ] [sig       ] Generating forecast for: BSM
[2025-11-28T20:16:55.639564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-11-28T20:16:55.651244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-11-28T20:16:55.651640] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-11-28T20:16:55.652415] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-11-28T20:16:55.652464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:55.652497] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:55.652524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:55.652596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:55.708328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:55.709226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:55.709307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:55.709340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:55.833683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:55.833846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:55.833886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:55.833915] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:55.837221] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=74.93%)
[2025-11-28T20:16:55.837476] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-11-28T20:16:55.837609] [INFO ] [sig       ] BSM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:55.976866] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSM.txt
[2025-11-28T20:16:55.977059] [INFO ] [sig       ] [513/3606] Completed BSM in 0.3s | 2.97 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:55.977107] [INFO ] [sig       ] [514/3606] Forecasting BSMP...
[2025-11-28T20:16:55.977141] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-11-28T20:16:55.977171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-11-28T20:16:55.989370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-11-28T20:16:55.989765] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-11-28T20:16:55.990528] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-11-28T20:16:55.990600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:55.990675] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:55.990709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:55.990774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:56.049813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:56.050698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:56.050786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:56.050819] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:56.170842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:56.170998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:56.171040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:56.171069] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:56.174401] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-11-28T20:16:56.174690] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-11-28T20:16:56.174816] [INFO ] [sig       ] BSMP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:56.314751] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSMP.txt
[2025-11-28T20:16:56.314919] [INFO ] [sig       ] [514/3606] Completed BSMP in 0.3s | 2.97 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:56.314958] [INFO ] [sig       ] [515/3606] Forecasting BSMQ...
[2025-11-28T20:16:56.314988] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-11-28T20:16:56.315017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-11-28T20:16:56.326131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-11-28T20:16:56.326487] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-11-28T20:16:56.327299] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-11-28T20:16:56.327349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:56.327380] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:56.327405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:56.327460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:56.383046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:56.383902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:56.383983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:56.384013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:56.506387] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:56.506558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:56.506616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:56.506644] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:56.513111] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-11-28T20:16:56.513446] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-11-28T20:16:56.513595] [INFO ] [sig       ] BSMQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:56.656772] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSMQ.txt
[2025-11-28T20:16:56.656930] [INFO ] [sig       ] [515/3606] Completed BSMQ in 0.3s | 2.97 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:56.656968] [INFO ] [sig       ] [516/3606] Forecasting BSMS...
[2025-11-28T20:16:56.656996] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-11-28T20:16:56.657028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-11-28T20:16:56.668080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-11-28T20:16:56.668399] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-11-28T20:16:56.669167] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-11-28T20:16:56.669216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:56.669247] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:56.669273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:56.669327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:56.724441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:56.725254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:56.725331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:56.725362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:56.840675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:56.840823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:56.840862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:56.840889] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:56.844107] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2025-11-28T20:16:56.844375] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-11-28T20:16:56.844501] [INFO ] [sig       ] BSMS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:56.979595] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSMS.txt
[2025-11-28T20:16:56.979718] [INFO ] [sig       ] [516/3606] Completed BSMS in 0.3s | 2.97 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:56.979755] [INFO ] [sig       ] [517/3606] Forecasting BSSX...
[2025-11-28T20:16:56.979783] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-11-28T20:16:56.979812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-11-28T20:16:56.990858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-11-28T20:16:56.991205] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-11-28T20:16:56.992009] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-11-28T20:16:56.992061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:56.992092] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:56.992119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:56.992181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:57.050082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:57.050698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:57.050775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:57.050996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:57.155667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:57.155804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:57.155842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:57.155899] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:57.159195] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: DOWN (p=17.11%)
[2025-11-28T20:16:57.159472] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-11-28T20:16:57.159613] [INFO ] [sig       ] BSSX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:57.303630] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSSX.txt
[2025-11-28T20:16:57.303764] [INFO ] [sig       ] [517/3606] Completed BSSX in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:57.303802] [INFO ] [sig       ] [518/3606] Forecasting BSTZ...
[2025-11-28T20:16:57.303832] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-11-28T20:16:57.303861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-11-28T20:16:57.315215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-11-28T20:16:57.315513] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-11-28T20:16:57.316299] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-11-28T20:16:57.316347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:57.316378] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:57.316404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:57.316458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:57.371301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:57.371939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:57.372014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:57.372045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:57.492290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:57.492429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:57.492467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:57.492494] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:57.495736] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=84.85%)
[2025-11-28T20:16:57.495992] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-11-28T20:16:57.496117] [INFO ] [sig       ] BSTZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:57.631223] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSTZ.txt
[2025-11-28T20:16:57.631356] [INFO ] [sig       ] [518/3606] Completed BSTZ in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:57.631396] [INFO ] [sig       ] [519/3606] Forecasting BSVN...
[2025-11-28T20:16:57.631424] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-11-28T20:16:57.631454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-11-28T20:16:57.642369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-11-28T20:16:57.642704] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-11-28T20:16:57.643445] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-11-28T20:16:57.643505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:57.643538] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:57.643563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:57.643644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:57.698337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:57.698972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:57.699046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:57.699077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:57.811808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:57.811956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:57.812000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:57.812030] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:57.815207] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2025-11-28T20:16:57.815468] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-11-28T20:16:57.815620] [INFO ] [sig       ] BSVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:57.950360] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSVN.txt
[2025-11-28T20:16:57.950494] [INFO ] [sig       ] [519/3606] Completed BSVN in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:57.950534] [INFO ] [sig       ] [520/3606] Forecasting BSVO...
[2025-11-28T20:16:57.950567] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-11-28T20:16:57.950617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-11-28T20:16:57.961459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-11-28T20:16:57.961784] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-11-28T20:16:57.962530] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-11-28T20:16:57.962595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:57.962627] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:57.962653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:57.962708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:58.017516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:58.018315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:58.018398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:58.018430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:58.142936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:58.143082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:58.143121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:58.143150] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:58.146539] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=46.88%)
[2025-11-28T20:16:58.146846] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-11-28T20:16:58.146974] [INFO ] [sig       ] BSVO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:58.284358] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSVO.txt
[2025-11-28T20:16:58.284502] [INFO ] [sig       ] [520/3606] Completed BSVO in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:58.284541] [INFO ] [sig       ] [521/3606] Forecasting BSX...
[2025-11-28T20:16:58.284584] [INFO ] [sig       ] Generating forecast for: BSX
[2025-11-28T20:16:58.284618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-11-28T20:16:58.295422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-11-28T20:16:58.295725] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-11-28T20:16:58.296483] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-11-28T20:16:58.296531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:58.296566] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:58.296615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:58.296670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:58.353666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:58.354447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:58.354524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:58.354555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:58.473535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:58.473704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:58.473741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:58.473768] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:58.476999] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-11-28T20:16:58.477258] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-11-28T20:16:58.477376] [INFO ] [sig       ] BSX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:58.614341] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSX.txt
[2025-11-28T20:16:58.614463] [INFO ] [sig       ] [521/3606] Completed BSX in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:58.614501] [INFO ] [sig       ] [522/3606] Forecasting BSY...
[2025-11-28T20:16:58.614529] [INFO ] [sig       ] Generating forecast for: BSY
[2025-11-28T20:16:58.614557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-11-28T20:16:58.625912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-11-28T20:16:58.626219] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-11-28T20:16:58.627018] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-11-28T20:16:58.627068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:58.627099] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:58.627124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:58.627179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:58.684225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:58.685079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:58.685165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:58.685198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:58.806391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:58.806539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:58.806605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:58.806643] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:58.809915] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-11-28T20:16:58.810180] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-11-28T20:16:58.810301] [INFO ] [sig       ] BSY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:58.952956] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSY.txt
[2025-11-28T20:16:58.953107] [INFO ] [sig       ] [522/3606] Completed BSY in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:58.953155] [INFO ] [sig       ] [523/3606] Forecasting BTA...
[2025-11-28T20:16:58.953184] [INFO ] [sig       ] Generating forecast for: BTA
[2025-11-28T20:16:58.953213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-11-28T20:16:58.964214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-11-28T20:16:58.964569] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-11-28T20:16:58.965331] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-11-28T20:16:58.965380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:58.965409] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:58.965434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:58.965489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:59.021983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:59.022668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:59.022742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:59.022777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:59.132724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:59.132856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:59.132894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:59.132923] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:59.136212] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-11-28T20:16:59.136474] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-11-28T20:16:59.136632] [INFO ] [sig       ] BTA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:59.315216] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BTA.txt
[2025-11-28T20:16:59.315354] [INFO ] [sig       ] [523/3606] Completed BTA in 0.4s | 2.98 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:59.315392] [INFO ] [sig       ] [524/3606] Forecasting BTAI...
[2025-11-28T20:16:59.315421] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-11-28T20:16:59.315449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-11-28T20:16:59.326300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-11-28T20:16:59.326611] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-11-28T20:16:59.327370] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-11-28T20:16:59.327419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:59.327450] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:59.327478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:59.327533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:59.383929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:59.384592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:59.384692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:59.384726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:59.501825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:59.501957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:59.501994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:59.502022] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:59.505230] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2025-11-28T20:16:59.505492] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-11-28T20:16:59.505655] [INFO ] [sig       ] BTAI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:16:59.640416] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BTAI.txt
[2025-11-28T20:16:59.640555] [INFO ] [sig       ] [524/3606] Completed BTAI in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:59.640613] [INFO ] [sig       ] [525/3606] Forecasting BTCS...
[2025-11-28T20:16:59.640644] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-11-28T20:16:59.640673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-11-28T20:16:59.651343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-11-28T20:16:59.651668] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-11-28T20:16:59.652407] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-11-28T20:16:59.652455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:59.652485] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:59.652510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:59.652565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:16:59.707204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:16:59.707991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:16:59.708092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:16:59.708127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:16:59.823432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:16:59.823652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:16:59.823718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:16:59.823746] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:16:59.827017] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-11-28T20:16:59.827275] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-11-28T20:16:59.827391] [INFO ] [sig       ] BTCS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:16:59.966404] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BTCS.txt
[2025-11-28T20:16:59.966592] [INFO ] [sig       ] [525/3606] Completed BTCS in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-28T20:16:59.966635] [INFO ] [sig       ] [526/3606] Forecasting BTE...
[2025-11-28T20:16:59.966664] [INFO ] [sig       ] Generating forecast for: BTE
[2025-11-28T20:16:59.966701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-11-28T20:16:59.979114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-11-28T20:16:59.979369] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-11-28T20:16:59.980122] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-11-28T20:16:59.980170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:16:59.980200] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:16:59.980226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:16:59.980281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:00.035283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:00.036115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:00.036194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:00.036226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:00.148834] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:00.148990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:00.149047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:00.149076] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:00.152406] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=62.59%)
[2025-11-28T20:17:00.152726] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-11-28T20:17:00.152860] [INFO ] [sig       ] BTE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:00.288871] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BTE.txt
[2025-11-28T20:17:00.288994] [INFO ] [sig       ] [526/3606] Completed BTE in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.2m
[2025-11-28T20:17:00.289031] [INFO ] [sig       ] [527/3606] Forecasting BTF...
[2025-11-28T20:17:00.289060] [INFO ] [sig       ] Generating forecast for: BTF
[2025-11-28T20:17:00.289088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-11-28T20:17:00.303754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-11-28T20:17:00.304194] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-11-28T20:17:00.305251] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-11-28T20:17:00.305316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:00.305361] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:00.305397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:00.305473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:00.367293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:00.368184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:00.368269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:00.368301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:00.489340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:00.489464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:00.489506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:00.489535] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:00.493177] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=23.12%)
[2025-11-28T20:17:00.493524] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-11-28T20:17:00.493708] [INFO ] [sig       ] BTF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:00.666553] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BTF.txt
[2025-11-28T20:17:00.666756] [INFO ] [sig       ] [527/3606] Completed BTF in 0.4s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:00.666797] [INFO ] [sig       ] [528/3606] Forecasting BTI...
[2025-11-28T20:17:00.666827] [INFO ] [sig       ] Generating forecast for: BTI
[2025-11-28T20:17:00.666858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-11-28T20:17:00.683102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-11-28T20:17:00.683368] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-11-28T20:17:00.684172] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-11-28T20:17:00.684221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:00.684252] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:00.684278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:00.684333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:00.748627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:00.749361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:00.749453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:00.749484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:00.866729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:00.866842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:00.866878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:00.866905] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:00.870022] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-11-28T20:17:00.870278] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-11-28T20:17:00.870395] [INFO ] [sig       ] BTI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:01.005733] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BTI.txt
[2025-11-28T20:17:01.005889] [INFO ] [sig       ] [528/3606] Completed BTI in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:01.005928] [INFO ] [sig       ] [529/3606] Forecasting BTM...
[2025-11-28T20:17:01.005958] [INFO ] [sig       ] Generating forecast for: BTM
[2025-11-28T20:17:01.005989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-11-28T20:17:01.017439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-11-28T20:17:01.017794] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-11-28T20:17:01.018602] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-11-28T20:17:01.018652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:01.018681] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:01.018707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:01.018761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:01.073819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:01.074634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:01.074721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:01.074752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:01.188613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:01.188765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:01.188801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:01.188828] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:01.192073] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=66.33%)
[2025-11-28T20:17:01.192337] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-11-28T20:17:01.192456] [INFO ] [sig       ] BTM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:01.331677] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BTM.txt
[2025-11-28T20:17:01.331831] [INFO ] [sig       ] [529/3606] Completed BTM in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:01.331870] [INFO ] [sig       ] [530/3606] Forecasting BTMD...
[2025-11-28T20:17:01.331900] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-11-28T20:17:01.331929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-11-28T20:17:01.343499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-11-28T20:17:01.343882] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-11-28T20:17:01.344667] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-11-28T20:17:01.344716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:01.344746] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:01.344786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:01.344842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:01.402107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:01.402933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:01.403011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:01.403044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:01.545382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:01.545566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:01.545652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:01.545699] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:01.550546] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=29.12%)
[2025-11-28T20:17:01.551054] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-11-28T20:17:01.551221] [INFO ] [sig       ] BTMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:01.690983] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BTMD.txt
[2025-11-28T20:17:01.691128] [INFO ] [sig       ] [530/3606] Completed BTMD in 0.4s | 2.97 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:01.691168] [INFO ] [sig       ] [531/3606] Forecasting BTSG...
[2025-11-28T20:17:01.691197] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-11-28T20:17:01.691227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-11-28T20:17:01.702970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-11-28T20:17:01.703342] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-11-28T20:17:01.704152] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-11-28T20:17:01.704200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:01.704259] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:01.704286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:01.704342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:01.761263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:01.762126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:01.762211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:01.762246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:01.886168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:01.886312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:01.886350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:01.886378] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:01.889713] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-11-28T20:17:01.889983] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-11-28T20:17:01.890103] [INFO ] [sig       ] BTSG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:02.029697] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BTSG.txt
[2025-11-28T20:17:02.029858] [INFO ] [sig       ] [531/3606] Completed BTSG in 0.3s | 2.97 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:02.029899] [INFO ] [sig       ] [532/3606] Forecasting BTZ...
[2025-11-28T20:17:02.029928] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-11-28T20:17:02.029960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-11-28T20:17:02.041457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-11-28T20:17:02.041870] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-11-28T20:17:02.042672] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-11-28T20:17:02.042729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:02.042760] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:02.042786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:02.042841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:02.098510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:02.099397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:02.099480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:02.099514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:02.212186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:02.212335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:02.212373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:02.212401] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:02.215648] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-11-28T20:17:02.215924] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-11-28T20:17:02.216045] [INFO ] [sig       ] BTZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:02.356139] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BTZ.txt
[2025-11-28T20:17:02.356280] [INFO ] [sig       ] [532/3606] Completed BTZ in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:02.356318] [INFO ] [sig       ] [533/3606] Forecasting BUD...
[2025-11-28T20:17:02.356347] [INFO ] [sig       ] Generating forecast for: BUD
[2025-11-28T20:17:02.356377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-11-28T20:17:02.367671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-11-28T20:17:02.367919] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-11-28T20:17:02.368709] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-11-28T20:17:02.368758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:02.368787] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:02.368812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:02.368865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:02.422960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:02.423540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:02.423630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:02.423666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:02.539518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:02.539671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:02.539708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:02.539735] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:02.542907] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=86.77%)
[2025-11-28T20:17:02.543165] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-11-28T20:17:02.543281] [INFO ] [sig       ] BUD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:02.678269] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BUD.txt
[2025-11-28T20:17:02.678389] [INFO ] [sig       ] [533/3606] Completed BUD in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:02.678426] [INFO ] [sig       ] [534/3606] Forecasting BUFC...
[2025-11-28T20:17:02.678454] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-11-28T20:17:02.678491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-11-28T20:17:02.688666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-11-28T20:17:02.689078] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-11-28T20:17:02.689919] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-11-28T20:17:02.689971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:02.690001] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:02.690027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:02.690082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:02.750159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:02.751074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:02.751161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:02.751193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:02.849987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:02.850135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:02.850174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:02.850234] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:02.853485] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=57.29%)
[2025-11-28T20:17:02.853768] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-11-28T20:17:02.853891] [INFO ] [sig       ] BUFC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:02.992617] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BUFC.txt
[2025-11-28T20:17:02.992770] [INFO ] [sig       ] [534/3606] Completed BUFC in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:02.992809] [INFO ] [sig       ] [535/3606] Forecasting BUG...
[2025-11-28T20:17:02.992837] [INFO ] [sig       ] Generating forecast for: BUG
[2025-11-28T20:17:02.992868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-11-28T20:17:03.003690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-11-28T20:17:03.004004] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-11-28T20:17:03.004768] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-11-28T20:17:03.004817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:03.004846] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:03.004871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:03.004925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:03.062359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:03.063181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:03.063259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:03.063291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:03.179935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:03.180094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:03.180144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:03.180175] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:03.183495] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-11-28T20:17:03.183782] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-11-28T20:17:03.183903] [INFO ] [sig       ] BUG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:03.319910] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BUG.txt
[2025-11-28T20:17:03.320041] [INFO ] [sig       ] [535/3606] Completed BUG in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:03.320079] [INFO ] [sig       ] [536/3606] Forecasting BUI...
[2025-11-28T20:17:03.320108] [INFO ] [sig       ] Generating forecast for: BUI
[2025-11-28T20:17:03.320137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-11-28T20:17:03.333515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-11-28T20:17:03.333844] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-11-28T20:17:03.334630] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-11-28T20:17:03.334680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:03.334711] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:03.334736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:03.334792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:03.389678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:03.390656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:03.390754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:03.390799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:03.512623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:03.512765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:03.512802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:03.512830] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:03.516050] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-11-28T20:17:03.516319] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-11-28T20:17:03.516436] [INFO ] [sig       ] BUI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:03.650194] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BUI.txt
[2025-11-28T20:17:03.650313] [INFO ] [sig       ] [536/3606] Completed BUI in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:03.650350] [INFO ] [sig       ] [537/3606] Forecasting BURL...
[2025-11-28T20:17:03.650377] [INFO ] [sig       ] Generating forecast for: BURL
[2025-11-28T20:17:03.650407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-11-28T20:17:03.662308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-11-28T20:17:03.662615] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-11-28T20:17:03.663652] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-11-28T20:17:03.663705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:03.663745] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:03.663787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:03.663861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:03.719476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:03.720327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:03.720409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:03.720441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:03.849343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:03.849486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:03.849524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:03.849551] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:03.852822] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-11-28T20:17:03.853080] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-11-28T20:17:03.853196] [INFO ] [sig       ] BURL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:03.988768] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BURL.txt
[2025-11-28T20:17:03.988885] [INFO ] [sig       ] [537/3606] Completed BURL in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:03.988922] [INFO ] [sig       ] [538/3606] Forecasting BUSE...
[2025-11-28T20:17:03.988951] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-11-28T20:17:03.988980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-11-28T20:17:03.999723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-11-28T20:17:03.999991] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-11-28T20:17:04.000751] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-11-28T20:17:04.000800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:04.000831] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:04.000856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:04.000911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:04.055238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:04.055837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:04.055928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:04.055958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:04.173034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:04.173180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:04.173218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:04.173246] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:04.176514] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-11-28T20:17:04.176794] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-11-28T20:17:04.176910] [INFO ] [sig       ] BUSE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:04.313174] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BUSE.txt
[2025-11-28T20:17:04.313296] [INFO ] [sig       ] [538/3606] Completed BUSE in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:04.313346] [INFO ] [sig       ] [539/3606] Forecasting BUXX...
[2025-11-28T20:17:04.313377] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-11-28T20:17:04.313407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-11-28T20:17:04.324321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-11-28T20:17:04.324600] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-11-28T20:17:04.325339] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-11-28T20:17:04.325387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:04.325417] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:04.325442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:04.325496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:04.379660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:04.380236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:04.380309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:04.380340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:04.494703] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:04.494856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:04.494893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:04.494920] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:04.498239] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=57.00%)
[2025-11-28T20:17:04.498511] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-11-28T20:17:04.498651] [INFO ] [sig       ] BUXX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:04.634611] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BUXX.txt
[2025-11-28T20:17:04.634768] [INFO ] [sig       ] [539/3606] Completed BUXX in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:04.634807] [INFO ] [sig       ] [540/3606] Forecasting BVFL...
[2025-11-28T20:17:04.634835] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-11-28T20:17:04.634865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-11-28T20:17:04.646012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-11-28T20:17:04.646317] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-11-28T20:17:04.647071] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-11-28T20:17:04.647119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:04.647150] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:04.647176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:04.647230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:04.701464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:04.702092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:04.702167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:04.702199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:04.815013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:04.815187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:04.815229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:04.815257] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:04.818604] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=41.80%)
[2025-11-28T20:17:04.818880] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-11-28T20:17:04.819007] [INFO ] [sig       ] BVFL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:04.955682] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BVFL.txt
[2025-11-28T20:17:04.955812] [INFO ] [sig       ] [540/3606] Completed BVFL in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:04.955850] [INFO ] [sig       ] [541/3606] Forecasting BVN...
[2025-11-28T20:17:04.955879] [INFO ] [sig       ] Generating forecast for: BVN
[2025-11-28T20:17:04.955908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-11-28T20:17:04.967308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-11-28T20:17:04.967592] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-11-28T20:17:04.968360] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-11-28T20:17:04.968408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:04.968438] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:04.968464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:04.968529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:05.023448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:05.024064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:05.024161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:05.024193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:05.142697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:05.142808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:05.142845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:05.142872] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:05.146080] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-11-28T20:17:05.146343] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-11-28T20:17:05.146458] [INFO ] [sig       ] BVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:05.288071] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BVN.txt
[2025-11-28T20:17:05.288199] [INFO ] [sig       ] [541/3606] Completed BVN in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:05.288237] [INFO ] [sig       ] [542/3606] Forecasting BVS...
[2025-11-28T20:17:05.288266] [INFO ] [sig       ] Generating forecast for: BVS
[2025-11-28T20:17:05.288295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-11-28T20:17:05.299032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-11-28T20:17:05.299294] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-11-28T20:17:05.300056] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-11-28T20:17:05.300104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:05.300134] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:05.300160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:05.300214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:05.355782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:05.356599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:05.356679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:05.356711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:05.485771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:05.485919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:05.485957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:05.485986] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:05.489389] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=62.78%)
[2025-11-28T20:17:05.489674] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-11-28T20:17:05.489794] [INFO ] [sig       ] BVS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:05.625073] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BVS.txt
[2025-11-28T20:17:05.625196] [INFO ] [sig       ] [542/3606] Completed BVS in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-28T20:17:05.625233] [INFO ] [sig       ] [543/3606] Forecasting BWA...
[2025-11-28T20:17:05.625263] [INFO ] [sig       ] Generating forecast for: BWA
[2025-11-28T20:17:05.625291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-11-28T20:17:05.636185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-11-28T20:17:05.636456] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-11-28T20:17:05.637208] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-11-28T20:17:05.637268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:05.637298] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:05.637324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:05.637378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:05.692445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:05.693235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:05.693314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:05.693346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:05.808605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:05.808726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:05.808761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:05.808787] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:05.811896] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-11-28T20:17:05.812152] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-11-28T20:17:05.812267] [INFO ] [sig       ] BWA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:05.946731] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BWA.txt
[2025-11-28T20:17:05.946883] [INFO ] [sig       ] [543/3606] Completed BWA in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.1m
[2025-11-28T20:17:05.946922] [INFO ] [sig       ] [544/3606] Forecasting BWAY...
[2025-11-28T20:17:05.946952] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-11-28T20:17:05.946980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-11-28T20:17:05.957756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-11-28T20:17:05.958031] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-11-28T20:17:05.958811] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-11-28T20:17:05.958859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:05.958889] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:05.958914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:05.958968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:06.012955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:06.013536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:06.013627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:06.013659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:06.132216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:06.132338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:06.132373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:06.132400] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:06.135535] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-11-28T20:17:06.135826] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-11-28T20:17:06.135958] [INFO ] [sig       ] BWAY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:06.270693] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BWAY.txt
[2025-11-28T20:17:06.270870] [INFO ] [sig       ] [544/3606] Completed BWAY in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.1m
[2025-11-28T20:17:06.270910] [INFO ] [sig       ] [545/3606] Forecasting BWB...
[2025-11-28T20:17:06.270942] [INFO ] [sig       ] Generating forecast for: BWB
[2025-11-28T20:17:06.270971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-11-28T20:17:06.283041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-11-28T20:17:06.283322] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-11-28T20:17:06.284088] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-11-28T20:17:06.284137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:06.284167] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:06.284193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:06.284248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:06.338363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:06.338947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:06.339020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:06.339051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:06.462872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:06.463015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:06.463054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:06.463083] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:06.466270] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-11-28T20:17:06.466524] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-11-28T20:17:06.466657] [INFO ] [sig       ] BWB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:06.604458] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BWB.txt
[2025-11-28T20:17:06.604632] [INFO ] [sig       ] [545/3606] Completed BWB in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:06.604675] [INFO ] [sig       ] [546/3606] Forecasting BWEN...
[2025-11-28T20:17:06.604706] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-11-28T20:17:06.604737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-11-28T20:17:06.615870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-11-28T20:17:06.616160] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-11-28T20:17:06.616951] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-11-28T20:17:06.617005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:06.617041] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:06.617067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:06.617122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:06.672331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:06.673065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:06.673140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:06.673172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:06.790679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:06.790815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:06.790850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:06.790878] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:06.794037] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=60.45%)
[2025-11-28T20:17:06.794291] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-11-28T20:17:06.794405] [INFO ] [sig       ] BWEN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:06.930266] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BWEN.txt
[2025-11-28T20:17:06.930390] [INFO ] [sig       ] [546/3606] Completed BWEN in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:06.930435] [INFO ] [sig       ] [547/3606] Forecasting BWFG...
[2025-11-28T20:17:06.930465] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-11-28T20:17:06.930494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-11-28T20:17:06.942997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-11-28T20:17:06.943366] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-11-28T20:17:06.944146] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-11-28T20:17:06.944194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:06.944225] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:06.944249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:06.944302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:06.998667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:06.999435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:06.999511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:06.999542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:07.109278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:07.109417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:07.109454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:07.109482] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:07.112688] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: DOWN (p=39.89%)
[2025-11-28T20:17:07.112949] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-11-28T20:17:07.113063] [INFO ] [sig       ] BWFG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:07.247650] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BWFG.txt
[2025-11-28T20:17:07.247775] [INFO ] [sig       ] [547/3606] Completed BWFG in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:07.247813] [INFO ] [sig       ] [548/3606] Forecasting BWG...
[2025-11-28T20:17:07.247842] [INFO ] [sig       ] Generating forecast for: BWG
[2025-11-28T20:17:07.247878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-11-28T20:17:07.258884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-11-28T20:17:07.259221] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-11-28T20:17:07.260004] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-11-28T20:17:07.260057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:07.260114] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:07.260142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:07.260198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:07.316347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:07.317203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:07.317281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:07.317314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:07.435557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:07.435723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:07.435763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:07.435795] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:07.439128] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=75.95%)
[2025-11-28T20:17:07.439417] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-11-28T20:17:07.439543] [INFO ] [sig       ] BWG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:07.575317] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BWG.txt
[2025-11-28T20:17:07.575436] [INFO ] [sig       ] [548/3606] Completed BWG in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:07.575475] [INFO ] [sig       ] [549/3606] Forecasting BWIN...
[2025-11-28T20:17:07.575504] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-11-28T20:17:07.575533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-11-28T20:17:07.586084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-11-28T20:17:07.586348] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-11-28T20:17:07.587105] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-11-28T20:17:07.587153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:07.587182] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:07.587208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:07.587266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:07.641610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:07.642188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:07.642260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:07.642291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:07.763238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:07.763374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:07.763412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:07.763439] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:07.766747] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-11-28T20:17:07.767003] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-11-28T20:17:07.767118] [INFO ] [sig       ] BWIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:07.902347] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BWIN.txt
[2025-11-28T20:17:07.902470] [INFO ] [sig       ] [549/3606] Completed BWIN in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:07.902510] [INFO ] [sig       ] [550/3606] Forecasting BWMN...
[2025-11-28T20:17:07.902538] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-11-28T20:17:07.902567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-11-28T20:17:07.913110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-11-28T20:17:07.913389] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-11-28T20:17:07.914164] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-11-28T20:17:07.914212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:07.914242] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:07.914267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:07.914321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:07.969356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:07.969997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:07.970071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:07.970102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:08.093321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:08.093478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:08.093554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:08.093616] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:08.097704] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-11-28T20:17:08.098026] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-11-28T20:17:08.098204] [INFO ] [sig       ] BWMN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:08.261345] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BWMN.txt
[2025-11-28T20:17:08.261479] [INFO ] [sig       ] [550/3606] Completed BWMN in 0.4s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:08.261516] [INFO ] [sig       ] [551/3606] Forecasting BXC...
[2025-11-28T20:17:08.261545] [INFO ] [sig       ] Generating forecast for: BXC
[2025-11-28T20:17:08.261592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-11-28T20:17:08.272814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-11-28T20:17:08.273120] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-11-28T20:17:08.273922] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-11-28T20:17:08.273980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:08.274014] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:08.274040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:08.274096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:08.329243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:08.329863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:08.329939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:08.329972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:08.448729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:08.448876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:08.448914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:08.448971] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:08.452242] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=65.63%)
[2025-11-28T20:17:08.452509] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-11-28T20:17:08.452646] [INFO ] [sig       ] BXC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:08.588935] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BXC.txt
[2025-11-28T20:17:08.589086] [INFO ] [sig       ] [551/3606] Completed BXC in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:08.589128] [INFO ] [sig       ] [552/3606] Forecasting BXMX...
[2025-11-28T20:17:08.589157] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-11-28T20:17:08.589186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-11-28T20:17:08.599876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-11-28T20:17:08.600221] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-11-28T20:17:08.601077] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-11-28T20:17:08.601128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:08.601158] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:08.601184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:08.601239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:08.657337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:08.658075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:08.658153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:08.658184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:08.775997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:08.776145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:08.776182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:08.776209] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:08.779415] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-11-28T20:17:08.779691] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-11-28T20:17:08.779808] [INFO ] [sig       ] BXMX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:08.914928] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BXMX.txt
[2025-11-28T20:17:08.915054] [INFO ] [sig       ] [552/3606] Completed BXMX in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:08.915092] [INFO ] [sig       ] [553/3606] Forecasting BXP...
[2025-11-28T20:17:08.915121] [INFO ] [sig       ] Generating forecast for: BXP
[2025-11-28T20:17:08.915149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-11-28T20:17:08.926109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-11-28T20:17:08.926375] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-11-28T20:17:08.927157] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-11-28T20:17:08.927207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:08.927238] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:08.927264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:08.927319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:08.981982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:08.982593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:08.982668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:08.982698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:09.103892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:09.104037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:09.104074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:09.104102] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:09.107283] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-11-28T20:17:09.107542] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-11-28T20:17:09.107677] [INFO ] [sig       ] BXP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:09.242179] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BXP.txt
[2025-11-28T20:17:09.242310] [INFO ] [sig       ] [553/3606] Completed BXP in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:09.242348] [INFO ] [sig       ] [554/3606] Forecasting BXSL...
[2025-11-28T20:17:09.242376] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-11-28T20:17:09.242406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-11-28T20:17:09.253082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-11-28T20:17:09.253375] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-11-28T20:17:09.254139] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-11-28T20:17:09.254188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:09.254231] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:09.254258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:09.254312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:09.308223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:09.308835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:09.308913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:09.308945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:09.422613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:09.422751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:09.422787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:09.422814] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:09.425980] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-11-28T20:17:09.426238] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-11-28T20:17:09.426355] [INFO ] [sig       ] BXSL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:09.561163] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BXSL.txt
[2025-11-28T20:17:09.561287] [INFO ] [sig       ] [554/3606] Completed BXSL in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:09.561324] [INFO ] [sig       ] [555/3606] Forecasting BYD...
[2025-11-28T20:17:09.561354] [INFO ] [sig       ] Generating forecast for: BYD
[2025-11-28T20:17:09.561382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-11-28T20:17:09.571764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-11-28T20:17:09.572027] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-11-28T20:17:09.572779] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-11-28T20:17:09.572828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:09.572858] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:09.572884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:09.572939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:09.627322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:09.627913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:09.627986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:09.628016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:09.745760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:09.745895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:09.745931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:09.745958] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:09.749133] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-11-28T20:17:09.749392] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-11-28T20:17:09.749507] [INFO ] [sig       ] BYD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:09.886984] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BYD.txt
[2025-11-28T20:17:09.887110] [INFO ] [sig       ] [555/3606] Completed BYD in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:09.887156] [INFO ] [sig       ] [556/3606] Forecasting BYM...
[2025-11-28T20:17:09.887184] [INFO ] [sig       ] Generating forecast for: BYM
[2025-11-28T20:17:09.887213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-11-28T20:17:09.898189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-11-28T20:17:09.898507] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-11-28T20:17:09.899289] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-11-28T20:17:09.899354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:09.899397] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:09.899432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:09.899490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:09.955071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:09.955690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:09.955764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:09.955797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:10.073875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:10.074002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:10.074040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:10.074069] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:10.077298] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-11-28T20:17:10.077560] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-11-28T20:17:10.077697] [INFO ] [sig       ] BYM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:10.213295] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BYM.txt
[2025-11-28T20:17:10.213449] [INFO ] [sig       ] [556/3606] Completed BYM in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:10.213487] [INFO ] [sig       ] [557/3606] Forecasting BYSI...
[2025-11-28T20:17:10.213516] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-11-28T20:17:10.213545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-11-28T20:17:10.224825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-11-28T20:17:10.225145] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-11-28T20:17:10.225936] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-11-28T20:17:10.225986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:10.226017] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:10.226043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:10.226099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:10.280967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:10.281588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:10.281661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:10.281692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:10.389661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:10.389809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:10.389846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:10.389873] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:10.393152] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-11-28T20:17:10.393452] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-11-28T20:17:10.393601] [INFO ] [sig       ] BYSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:10.530456] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BYSI.txt
[2025-11-28T20:17:10.530625] [INFO ] [sig       ] [557/3606] Completed BYSI in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:10.530667] [INFO ] [sig       ] [558/3606] Forecasting BZ...
[2025-11-28T20:17:10.530706] [INFO ] [sig       ] Generating forecast for: BZ
[2025-11-28T20:17:10.530736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-11-28T20:17:10.543057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-11-28T20:17:10.543412] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-11-28T20:17:10.544216] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-11-28T20:17:10.544267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:10.544298] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:10.544326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:10.544382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:10.600124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:10.600750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:10.600869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:10.600918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:10.722666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:10.722813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:10.722850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:10.722879] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:10.726072] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=45.10%)
[2025-11-28T20:17:10.726338] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-11-28T20:17:10.726461] [INFO ] [sig       ] BZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:10.862401] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BZ.txt
[2025-11-28T20:17:10.862548] [INFO ] [sig       ] [558/3606] Completed BZ in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-28T20:17:10.862603] [INFO ] [sig       ] [559/3606] Forecasting BZH...
[2025-11-28T20:17:10.862635] [INFO ] [sig       ] Generating forecast for: BZH
[2025-11-28T20:17:10.862666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-11-28T20:17:10.875058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-11-28T20:17:10.875418] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-11-28T20:17:10.876234] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-11-28T20:17:10.876286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:10.876317] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:10.876344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:10.876400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:10.931469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:10.932452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:10.932532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:10.932563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:11.045708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:11.045835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:11.045870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:11.045897] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:11.049415] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=62.59%)
[2025-11-28T20:17:11.049695] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-11-28T20:17:11.049813] [INFO ] [sig       ] BZH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:11.188482] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BZH.txt
[2025-11-28T20:17:11.188621] [INFO ] [sig       ] [559/3606] Completed BZH in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.0m
[2025-11-28T20:17:11.188661] [INFO ] [sig       ] [560/3606] Forecasting BZUN...
[2025-11-28T20:17:11.188689] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-11-28T20:17:11.188717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-11-28T20:17:11.199806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-11-28T20:17:11.200087] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-11-28T20:17:11.200896] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-11-28T20:17:11.200949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:11.200979] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:11.201005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:11.201060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:11.255911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:11.256694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:11.256769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:11.256799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:11.375305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:11.375426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:11.375461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:11.375488] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:11.378662] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=18.43%)
[2025-11-28T20:17:11.378929] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-11-28T20:17:11.379048] [INFO ] [sig       ] BZUN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:11.513128] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BZUN.txt
[2025-11-28T20:17:11.513235] [INFO ] [sig       ] [560/3606] Completed BZUN in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.0m
[2025-11-28T20:17:11.513271] [INFO ] [sig       ] [561/3606] Forecasting C...
[2025-11-28T20:17:11.513299] [INFO ] [sig       ] Generating forecast for: C
[2025-11-28T20:17:11.513327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-11-28T20:17:11.524445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-11-28T20:17:11.524740] [INFO ] [FORECASTER] Starting predict_future for C
[2025-11-28T20:17:11.525485] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-11-28T20:17:11.525533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:11.525564] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:11.525609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:11.525664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:11.580498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:11.581068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:11.581141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:11.581170] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:11.698760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:11.698867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:11.698902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:11.698930] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:11.701993] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-11-28T20:17:11.702245] [INFO ] [FORECASTER] Completed predict_future for C
[2025-11-28T20:17:11.702359] [INFO ] [sig       ] C: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:11.837202] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/C.txt
[2025-11-28T20:17:11.837373] [INFO ] [sig       ] [561/3606] Completed C in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.0m
[2025-11-28T20:17:11.837425] [INFO ] [sig       ] [562/3606] Forecasting CAAP...
[2025-11-28T20:17:11.837465] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-11-28T20:17:11.837503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-11-28T20:17:11.849006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-11-28T20:17:11.849297] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-11-28T20:17:11.850097] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-11-28T20:17:11.850148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:11.850180] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:11.850208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:11.850263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:11.905685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:11.906460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:11.906536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:11.906567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:12.024590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:12.024735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:12.024771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:12.024798] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:12.027993] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: DOWN (p=49.42%)
[2025-11-28T20:17:12.028271] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-11-28T20:17:12.028390] [INFO ] [sig       ] CAAP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:12.161943] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CAAP.txt
[2025-11-28T20:17:12.162050] [INFO ] [sig       ] [562/3606] Completed CAAP in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.0m
[2025-11-28T20:17:12.162086] [INFO ] [sig       ] [563/3606] Forecasting CAAS...
[2025-11-28T20:17:12.162115] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-11-28T20:17:12.162143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-11-28T20:17:12.174253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-11-28T20:17:12.174557] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-11-28T20:17:12.175318] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-11-28T20:17:12.175366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:12.175397] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:12.175425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:12.175562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:12.229906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:12.230465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:12.230539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:12.230569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:12.349568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:12.349732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:12.349769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:12.349796] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:12.353197] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-11-28T20:17:12.353458] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-11-28T20:17:12.353589] [INFO ] [sig       ] CAAS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:12.488118] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CAAS.txt
[2025-11-28T20:17:12.488244] [INFO ] [sig       ] [563/3606] Completed CAAS in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.0m
[2025-11-28T20:17:12.488281] [INFO ] [sig       ] [564/3606] Forecasting CABA...
[2025-11-28T20:17:12.488310] [INFO ] [sig       ] Generating forecast for: CABA
[2025-11-28T20:17:12.488337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-11-28T20:17:12.499075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-11-28T20:17:12.499339] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-11-28T20:17:12.500096] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-11-28T20:17:12.500144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:12.500174] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:12.500199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:12.500253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:12.555102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:12.555685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:12.555759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:12.555790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:12.670009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:12.670121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:12.670155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:12.670183] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:12.673273] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-11-28T20:17:12.673530] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-11-28T20:17:12.673672] [INFO ] [sig       ] CABA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:12.810699] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CABA.txt
[2025-11-28T20:17:12.810810] [INFO ] [sig       ] [564/3606] Completed CABA in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:12.810847] [INFO ] [sig       ] [565/3606] Forecasting CABO...
[2025-11-28T20:17:12.810876] [INFO ] [sig       ] Generating forecast for: CABO
[2025-11-28T20:17:12.810904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-11-28T20:17:12.821762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-11-28T20:17:12.822029] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-11-28T20:17:12.822779] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-11-28T20:17:12.822827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:12.822880] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:12.822907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:12.822995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:12.878444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:12.879033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:12.879106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:12.879137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:12.996834] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:12.996967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:12.997003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:12.997029] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:13.000217] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-11-28T20:17:13.000477] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-11-28T20:17:13.000610] [INFO ] [sig       ] CABO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:13.134947] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CABO.txt
[2025-11-28T20:17:13.135053] [INFO ] [sig       ] [565/3606] Completed CABO in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:13.135090] [INFO ] [sig       ] [566/3606] Forecasting CAC...
[2025-11-28T20:17:13.135118] [INFO ] [sig       ] Generating forecast for: CAC
[2025-11-28T20:17:13.135146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-11-28T20:17:13.145863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-11-28T20:17:13.146125] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-11-28T20:17:13.146881] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-11-28T20:17:13.146929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:13.146960] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:13.146986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:13.147046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:13.201276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:13.201879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:13.201951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:13.201982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:13.319015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:13.319137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:13.319172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:13.319199] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:13.322322] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-11-28T20:17:13.322594] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-11-28T20:17:13.322709] [INFO ] [sig       ] CAC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:13.456945] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CAC.txt
[2025-11-28T20:17:13.457076] [INFO ] [sig       ] [566/3606] Completed CAC in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:13.457114] [INFO ] [sig       ] [567/3606] Forecasting CACC...
[2025-11-28T20:17:13.457143] [INFO ] [sig       ] Generating forecast for: CACC
[2025-11-28T20:17:13.457171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-11-28T20:17:13.467669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-11-28T20:17:13.467968] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-11-28T20:17:13.468755] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-11-28T20:17:13.468815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:13.468846] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:13.468871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:13.468928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:13.522900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:13.523556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:13.523648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:13.523679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:13.643291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:13.643437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:13.643474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:13.643501] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:13.646817] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-11-28T20:17:13.647096] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-11-28T20:17:13.647213] [INFO ] [sig       ] CACC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:13.783710] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CACC.txt
[2025-11-28T20:17:13.783848] [INFO ] [sig       ] [567/3606] Completed CACC in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:13.783886] [INFO ] [sig       ] [568/3606] Forecasting CACI...
[2025-11-28T20:17:13.783915] [INFO ] [sig       ] Generating forecast for: CACI
[2025-11-28T20:17:13.783945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-11-28T20:17:13.795113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-11-28T20:17:13.795412] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-11-28T20:17:13.796228] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-11-28T20:17:13.796278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:13.796308] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:13.796334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:13.796388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:13.850804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:13.851608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:13.851688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:13.851720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:13.970727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:13.970866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:13.970901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:13.970957] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:13.974167] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-11-28T20:17:13.974425] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-11-28T20:17:13.974538] [INFO ] [sig       ] CACI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:14.107630] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CACI.txt
[2025-11-28T20:17:14.107752] [INFO ] [sig       ] [568/3606] Completed CACI in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:14.107790] [INFO ] [sig       ] [569/3606] Forecasting CADE...
[2025-11-28T20:17:14.107818] [INFO ] [sig       ] Generating forecast for: CADE
[2025-11-28T20:17:14.107845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-11-28T20:17:14.121508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-11-28T20:17:14.122102] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-11-28T20:17:14.123080] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-11-28T20:17:14.123133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:14.123165] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:14.123191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:14.123253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:14.192812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:14.194157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:14.194265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:14.194306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:14.338028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:14.338270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:14.338314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:14.338343] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:14.342139] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-11-28T20:17:14.342447] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-11-28T20:17:14.342595] [INFO ] [sig       ] CADE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:14.489599] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CADE.txt
[2025-11-28T20:17:14.489821] [INFO ] [sig       ] [569/3606] Completed CADE in 0.4s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:14.489864] [INFO ] [sig       ] [570/3606] Forecasting CADL...
[2025-11-28T20:17:14.489894] [INFO ] [sig       ] Generating forecast for: CADL
[2025-11-28T20:17:14.489924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-11-28T20:17:14.503365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-11-28T20:17:14.503750] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-11-28T20:17:14.504616] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-11-28T20:17:14.504672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:14.504704] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:14.504736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:14.504792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:14.562123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:14.562768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:14.562845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:14.562877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:14.684055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:14.684202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:14.684241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:14.684268] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:14.687532] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: UP (p=90.84%)
[2025-11-28T20:17:14.687811] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-11-28T20:17:14.687930] [INFO ] [sig       ] CADL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:14.821761] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CADL.txt
[2025-11-28T20:17:14.821898] [INFO ] [sig       ] [570/3606] Completed CADL in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:14.821937] [INFO ] [sig       ] [571/3606] Forecasting CAF...
[2025-11-28T20:17:14.821969] [INFO ] [sig       ] Generating forecast for: CAF
[2025-11-28T20:17:14.822001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-11-28T20:17:14.836201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-11-28T20:17:14.836790] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-11-28T20:17:14.837778] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-11-28T20:17:14.837851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:14.837885] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:14.837911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:14.837968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:14.897072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:14.898261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:14.898360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:14.898393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:15.014163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:15.014380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:15.014422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:15.014450] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:15.018040] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-11-28T20:17:15.018366] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-11-28T20:17:15.018498] [INFO ] [sig       ] CAF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:15.160627] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CAF.txt
[2025-11-28T20:17:15.160840] [INFO ] [sig       ] [571/3606] Completed CAF in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:15.160881] [INFO ] [sig       ] [572/3606] Forecasting CAG...
[2025-11-28T20:17:15.160912] [INFO ] [sig       ] Generating forecast for: CAG
[2025-11-28T20:17:15.160945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-11-28T20:17:15.173959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-11-28T20:17:15.174346] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-11-28T20:17:15.175218] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-11-28T20:17:15.175270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:15.175302] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:15.175329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:15.175386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:15.230145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:15.230839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:15.230916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:15.230946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:15.347150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:15.347295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:15.347333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:15.347360] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:15.350628] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=71.82%)
[2025-11-28T20:17:15.350911] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-11-28T20:17:15.351032] [INFO ] [sig       ] CAG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:15.485148] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CAG.txt
[2025-11-28T20:17:15.485272] [INFO ] [sig       ] [572/3606] Completed CAG in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:15.485308] [INFO ] [sig       ] [573/3606] Forecasting CAH...
[2025-11-28T20:17:15.485336] [INFO ] [sig       ] Generating forecast for: CAH
[2025-11-28T20:17:15.485363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-11-28T20:17:15.496779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-11-28T20:17:15.497087] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-11-28T20:17:15.497933] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-11-28T20:17:15.497983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:15.498014] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:15.498039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:15.498129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:15.553277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:15.553916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:15.553990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:15.554021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:15.672995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:15.673153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:15.673193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:15.673219] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:15.676540] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-11-28T20:17:15.676820] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-11-28T20:17:15.676942] [INFO ] [sig       ] CAH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:15.814597] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CAH.txt
[2025-11-28T20:17:15.814726] [INFO ] [sig       ] [573/3606] Completed CAH in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:15.814763] [INFO ] [sig       ] [574/3606] Forecasting CAL...
[2025-11-28T20:17:15.814791] [INFO ] [sig       ] Generating forecast for: CAL
[2025-11-28T20:17:15.814820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-11-28T20:17:15.828229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-11-28T20:17:15.828693] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-11-28T20:17:15.829668] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-11-28T20:17:15.829721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:15.829754] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:15.829779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:15.829838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:15.886061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:15.886991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:15.887086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:15.887119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:16.010616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:16.010845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:16.010918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:16.010948] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:16.014833] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-11-28T20:17:16.015141] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-11-28T20:17:16.015277] [INFO ] [sig       ] CAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:16.153856] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CAL.txt
[2025-11-28T20:17:16.154027] [INFO ] [sig       ] [574/3606] Completed CAL in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:16.154067] [INFO ] [sig       ] [575/3606] Forecasting CALC...
[2025-11-28T20:17:16.154097] [INFO ] [sig       ] Generating forecast for: CALC
[2025-11-28T20:17:16.154130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-11-28T20:17:16.167245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-11-28T20:17:16.167716] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-11-28T20:17:16.168640] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-11-28T20:17:16.168692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:16.168725] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:16.168752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:16.168840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:16.224149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:16.225023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:16.225141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:16.225174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:16.339528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:16.339756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:16.339797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:16.339826] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:16.343460] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: UP (p=76.94%)
[2025-11-28T20:17:16.343812] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-11-28T20:17:16.343966] [INFO ] [sig       ] CALC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:16.488193] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CALC.txt
[2025-11-28T20:17:16.488414] [INFO ] [sig       ] [575/3606] Completed CALC in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-28T20:17:16.488458] [INFO ] [sig       ] [576/3606] Forecasting CALM...
[2025-11-28T20:17:16.488489] [INFO ] [sig       ] Generating forecast for: CALM
[2025-11-28T20:17:16.488521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-11-28T20:17:16.501546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-11-28T20:17:16.502106] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-11-28T20:17:16.503102] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-11-28T20:17:16.503155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:16.503186] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:16.503213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:16.503274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:16.559946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:16.561018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:16.561110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:16.561143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:16.684339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:16.684550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:16.684611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:16.684642] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:16.688516] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=40.09%)
[2025-11-28T20:17:16.688823] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-11-28T20:17:16.688959] [INFO ] [sig       ] CALM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:16.829671] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CALM.txt
[2025-11-28T20:17:16.829893] [INFO ] [sig       ] [576/3606] Completed CALM in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.9m
[2025-11-28T20:17:16.829937] [INFO ] [sig       ] [577/3606] Forecasting CALX...
[2025-11-28T20:17:16.829985] [INFO ] [sig       ] Generating forecast for: CALX
[2025-11-28T20:17:16.830033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-11-28T20:17:16.844163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-11-28T20:17:16.844793] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-11-28T20:17:16.845973] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-11-28T20:17:16.846046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:16.846079] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:16.846107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:16.846167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:16.903516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:16.904652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:16.904749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:16.904782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:17.031826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:17.032057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:17.032103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:17.032131] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:17.036025] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=10.18%)
[2025-11-28T20:17:17.036367] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-11-28T20:17:17.036518] [INFO ] [sig       ] CALX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:17.176710] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CALX.txt
[2025-11-28T20:17:17.176905] [INFO ] [sig       ] [577/3606] Completed CALX in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.9m
[2025-11-28T20:17:17.176946] [INFO ] [sig       ] [578/3606] Forecasting CAPL...
[2025-11-28T20:17:17.176978] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-11-28T20:17:17.177008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-11-28T20:17:17.189053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-11-28T20:17:17.189443] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-11-28T20:17:17.190329] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-11-28T20:17:17.190379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:17.190428] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:17.190455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:17.190510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:17.245845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:17.246850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:17.246944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:17.246978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:17.370746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:17.370966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:17.371011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:17.371043] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:17.375150] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-11-28T20:17:17.375500] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-11-28T20:17:17.375669] [INFO ] [sig       ] CAPL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:17.514266] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CAPL.txt
[2025-11-28T20:17:17.514515] [INFO ] [sig       ] [578/3606] Completed CAPL in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.9m
[2025-11-28T20:17:17.514559] [INFO ] [sig       ] [579/3606] Forecasting CARE...
[2025-11-28T20:17:17.514610] [INFO ] [sig       ] Generating forecast for: CARE
[2025-11-28T20:17:17.514644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-11-28T20:17:17.527820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-11-28T20:17:17.528392] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-11-28T20:17:17.529353] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-11-28T20:17:17.529404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:17.529435] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:17.529461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:17.529519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:17.588067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:17.589268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:17.589370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:17.589403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:17.714034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:17.714295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:17.714346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:17.714376] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:17.718383] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=48.64%)
[2025-11-28T20:17:17.718720] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-11-28T20:17:17.718900] [INFO ] [sig       ] CARE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:17.861763] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CARE.txt
[2025-11-28T20:17:17.861968] [INFO ] [sig       ] [579/3606] Completed CARE in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.9m
[2025-11-28T20:17:17.862010] [INFO ] [sig       ] [580/3606] Forecasting CARG...
[2025-11-28T20:17:17.862041] [INFO ] [sig       ] Generating forecast for: CARG
[2025-11-28T20:17:17.862073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-11-28T20:17:17.874888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-11-28T20:17:17.875472] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-11-28T20:17:17.876379] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-11-28T20:17:17.876431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:17.876463] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:17.876490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:17.876549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:17.932607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:17.933732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:17.933831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:17.933865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:18.060220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:18.060466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:18.060509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:18.060538] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:18.064198] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-11-28T20:17:18.064489] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-11-28T20:17:18.064632] [INFO ] [sig       ] CARG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:18.200110] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CARG.txt
[2025-11-28T20:17:18.200282] [INFO ] [sig       ] [580/3606] Completed CARG in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.9m
[2025-11-28T20:17:18.200324] [INFO ] [sig       ] [581/3606] Forecasting CARS...
[2025-11-28T20:17:18.200353] [INFO ] [sig       ] Generating forecast for: CARS
[2025-11-28T20:17:18.200383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-11-28T20:17:18.215380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-11-28T20:17:18.216031] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-11-28T20:17:18.217201] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-11-28T20:17:18.217262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:18.217301] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:18.217335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:18.217410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:18.276232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:18.277320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:18.277416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:18.277448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:18.404163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:18.404316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:18.404355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:18.404383] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:18.407800] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-11-28T20:17:18.408095] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-11-28T20:17:18.408226] [INFO ] [sig       ] CARS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:18.544785] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CARS.txt
[2025-11-28T20:17:18.544917] [INFO ] [sig       ] [581/3606] Completed CARS in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:18.544955] [INFO ] [sig       ] [582/3606] Forecasting CASH...
[2025-11-28T20:17:18.544992] [INFO ] [sig       ] Generating forecast for: CASH
[2025-11-28T20:17:18.545022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-11-28T20:17:18.555961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-11-28T20:17:18.556265] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-11-28T20:17:18.557053] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-11-28T20:17:18.557112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:18.557177] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:18.557210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:18.557265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:18.616735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:18.617442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:18.617521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:18.617555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:18.735415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:18.735591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:18.735631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:18.735659] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:18.739023] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-11-28T20:17:18.739338] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-11-28T20:17:18.739464] [INFO ] [sig       ] CASH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:18.882434] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CASH.txt
[2025-11-28T20:17:18.882605] [INFO ] [sig       ] [582/3606] Completed CASH in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:18.882647] [INFO ] [sig       ] [583/3606] Forecasting CASI...
[2025-11-28T20:17:18.882677] [INFO ] [sig       ] Generating forecast for: CASI
[2025-11-28T20:17:18.882706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASI' from 'https://tdm.silogroup.org/data/derivative_storage/CASI.csv'.
[2025-11-28T20:17:18.894004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASI'.
[2025-11-28T20:17:18.894337] [INFO ] [FORECASTER] Starting predict_future for CASI
[2025-11-28T20:17:18.895166] [DEBUG] [LOCAL     ] No optimal features file found for CASI: ./output/feature-sets/CASI.txt
[2025-11-28T20:17:18.895217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:18.895248] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:18.895274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:18.895328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:18.952474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:18.953139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:18.953216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:18.953248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:19.070761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:19.070901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:19.070940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:19.070968] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:19.074280] [DEBUG] [FORECASTER] CASI: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-11-28T20:17:19.074550] [INFO ] [FORECASTER] Completed predict_future for CASI
[2025-11-28T20:17:19.074690] [INFO ] [sig       ] CASI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:19.228996] [INFO ] [LOCAL     ] Saved forecast: CASI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CASI.txt
[2025-11-28T20:17:19.229154] [INFO ] [sig       ] [583/3606] Completed CASI in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:19.229192] [INFO ] [sig       ] [584/3606] Forecasting CASS...
[2025-11-28T20:17:19.229223] [INFO ] [sig       ] Generating forecast for: CASS
[2025-11-28T20:17:19.229252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-11-28T20:17:19.247191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-11-28T20:17:19.247621] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-11-28T20:17:19.248848] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-11-28T20:17:19.248902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:19.248934] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:19.248960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:19.249014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:19.304410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:19.305262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:19.305351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:19.305383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:19.422294] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:19.422429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:19.422467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:19.422494] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:19.425714] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-11-28T20:17:19.425972] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-11-28T20:17:19.426086] [INFO ] [sig       ] CASS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:19.561804] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CASS.txt
[2025-11-28T20:17:19.561956] [INFO ] [sig       ] [584/3606] Completed CASS in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:19.561996] [INFO ] [sig       ] [585/3606] Forecasting CASY...
[2025-11-28T20:17:19.562026] [INFO ] [sig       ] Generating forecast for: CASY
[2025-11-28T20:17:19.562055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-11-28T20:17:19.573360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-11-28T20:17:19.573746] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-11-28T20:17:19.574514] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-11-28T20:17:19.574565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:19.574615] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:19.574641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:19.574696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:19.629373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:19.630160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:19.630236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:19.630268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:19.753277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:19.753434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:19.753479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:19.753556] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:19.757228] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-11-28T20:17:19.757522] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-11-28T20:17:19.757694] [INFO ] [sig       ] CASY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:19.897351] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CASY.txt
[2025-11-28T20:17:19.897493] [INFO ] [sig       ] [585/3606] Completed CASY in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:19.897530] [INFO ] [sig       ] [586/3606] Forecasting CATH...
[2025-11-28T20:17:19.897559] [INFO ] [sig       ] Generating forecast for: CATH
[2025-11-28T20:17:19.897609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-11-28T20:17:19.909019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-11-28T20:17:19.909406] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-11-28T20:17:19.910273] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-11-28T20:17:19.910326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:19.910359] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:19.910387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:19.910443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:19.974176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:19.975029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:19.975116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:19.975148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:20.111068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:20.111300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:20.111344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:20.111373] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:20.115254] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=44.52%)
[2025-11-28T20:17:20.115560] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-11-28T20:17:20.115713] [INFO ] [sig       ] CATH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:20.253059] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CATH.txt
[2025-11-28T20:17:20.253264] [INFO ] [sig       ] [586/3606] Completed CATH in 0.4s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:20.253308] [INFO ] [sig       ] [587/3606] Forecasting CATO...
[2025-11-28T20:17:20.253337] [INFO ] [sig       ] Generating forecast for: CATO
[2025-11-28T20:17:20.253369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-11-28T20:17:20.266813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-11-28T20:17:20.267335] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-11-28T20:17:20.268304] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-11-28T20:17:20.268356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:20.268387] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:20.268415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:20.268474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:20.324588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:20.325717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:20.325873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:20.325917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:20.446855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:20.447086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:20.447132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:20.447163] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:20.452500] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=22.59%)
[2025-11-28T20:17:20.453192] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-11-28T20:17:20.453446] [INFO ] [sig       ] CATO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:20.601600] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CATO.txt
[2025-11-28T20:17:20.601774] [INFO ] [sig       ] [587/3606] Completed CATO in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:20.601819] [INFO ] [sig       ] [588/3606] Forecasting CATY...
[2025-11-28T20:17:20.601850] [INFO ] [sig       ] Generating forecast for: CATY
[2025-11-28T20:17:20.601881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-11-28T20:17:20.613367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-11-28T20:17:20.613702] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-11-28T20:17:20.614530] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-11-28T20:17:20.614606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:20.614644] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:20.614681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:20.614743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:20.674655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:20.675383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:20.675465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:20.675498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:20.807245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:20.807402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:20.807442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:20.807471] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:20.811446] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-11-28T20:17:20.811867] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-11-28T20:17:20.812039] [INFO ] [sig       ] CATY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:20.961779] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CATY.txt
[2025-11-28T20:17:20.961942] [INFO ] [sig       ] [588/3606] Completed CATY in 0.4s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:20.961985] [INFO ] [sig       ] [589/3606] Forecasting CAVA...
[2025-11-28T20:17:20.962015] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-11-28T20:17:20.962052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-11-28T20:17:20.973589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-11-28T20:17:20.973971] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-11-28T20:17:20.974798] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-11-28T20:17:20.974849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:20.974881] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:20.974921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:20.974978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:21.030225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:21.031082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:21.031161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:21.031193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:21.151190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:21.151338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:21.151377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:21.151404] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:21.154731] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2025-11-28T20:17:21.155046] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-11-28T20:17:21.155178] [INFO ] [sig       ] CAVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:21.293178] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CAVA.txt
[2025-11-28T20:17:21.293337] [INFO ] [sig       ] [589/3606] Completed CAVA in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:21.293378] [INFO ] [sig       ] [590/3606] Forecasting CB...
[2025-11-28T20:17:21.293408] [INFO ] [sig       ] Generating forecast for: CB
[2025-11-28T20:17:21.293437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-11-28T20:17:21.304924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-11-28T20:17:21.305299] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-11-28T20:17:21.306095] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-11-28T20:17:21.306144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:21.306174] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:21.306200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:21.306255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:21.363650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:21.364476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:21.364561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:21.364613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:21.490302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:21.490469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:21.490524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:21.490564] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:21.494132] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-11-28T20:17:21.494428] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-11-28T20:17:21.494559] [INFO ] [sig       ] CB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:21.644962] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CB.txt
[2025-11-28T20:17:21.645122] [INFO ] [sig       ] [590/3606] Completed CB in 0.4s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:21.645161] [INFO ] [sig       ] [591/3606] Forecasting CBAN...
[2025-11-28T20:17:21.645192] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-11-28T20:17:21.645224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-11-28T20:17:21.656862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-11-28T20:17:21.657217] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-11-28T20:17:21.658086] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-11-28T20:17:21.658145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:21.658176] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:21.658201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:21.658256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:21.715807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:21.716700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:21.716782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:21.716815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:21.835878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:21.836032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:21.836069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:21.836097] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:21.839470] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-11-28T20:17:21.839806] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-11-28T20:17:21.839955] [INFO ] [sig       ] CBAN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:21.976774] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CBAN.txt
[2025-11-28T20:17:21.976906] [INFO ] [sig       ] [591/3606] Completed CBAN in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:21.976944] [INFO ] [sig       ] [592/3606] Forecasting CBL...
[2025-11-28T20:17:21.976973] [INFO ] [sig       ] Generating forecast for: CBL
[2025-11-28T20:17:21.977002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-11-28T20:17:21.988254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-11-28T20:17:21.988554] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-11-28T20:17:21.989315] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-11-28T20:17:21.989364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:21.989394] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:21.989420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:21.989473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:22.043869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:22.044564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:22.044685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:22.044717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:22.162790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:22.162927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:22.162963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:22.162990] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:22.166166] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-11-28T20:17:22.166423] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-11-28T20:17:22.166543] [INFO ] [sig       ] CBL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:22.300981] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CBL.txt
[2025-11-28T20:17:22.301110] [INFO ] [sig       ] [592/3606] Completed CBL in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:22.301150] [INFO ] [sig       ] [593/3606] Forecasting CBNK...
[2025-11-28T20:17:22.301181] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-11-28T20:17:22.301227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-11-28T20:17:22.312165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-11-28T20:17:22.312501] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-11-28T20:17:22.313298] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-11-28T20:17:22.313349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:22.313381] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:22.313407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:22.313463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:22.367084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:22.367732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:22.367804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:22.367836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:22.484425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:22.484562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:22.484616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:22.484643] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:22.487834] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2025-11-28T20:17:22.488117] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-11-28T20:17:22.488239] [INFO ] [sig       ] CBNK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:22.627819] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CBNK.txt
[2025-11-28T20:17:22.627978] [INFO ] [sig       ] [593/3606] Completed CBNK in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:22.628027] [INFO ] [sig       ] [594/3606] Forecasting CBRE...
[2025-11-28T20:17:22.628085] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-11-28T20:17:22.628117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-11-28T20:17:22.640363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-11-28T20:17:22.640727] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-11-28T20:17:22.641504] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-11-28T20:17:22.641553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:22.641608] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:22.641645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:22.641701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:22.698689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:22.699390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:22.699466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:22.699499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:22.820700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:22.820839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:22.820876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:22.820903] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:22.824116] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-11-28T20:17:22.824379] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-11-28T20:17:22.824499] [INFO ] [sig       ] CBRE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:22.958513] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CBRE.txt
[2025-11-28T20:17:22.958665] [INFO ] [sig       ] [594/3606] Completed CBRE in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-28T20:17:22.958706] [INFO ] [sig       ] [595/3606] Forecasting CBRL...
[2025-11-28T20:17:22.958734] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-11-28T20:17:22.958763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-11-28T20:17:22.969681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-11-28T20:17:22.969965] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-11-28T20:17:22.970741] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-11-28T20:17:22.970790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:22.970820] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:22.970846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:22.970901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:23.025306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:23.026048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:23.026123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:23.026154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:23.147815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:23.147950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:23.147987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:23.148016] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:23.151234] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=47.54%)
[2025-11-28T20:17:23.151494] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-11-28T20:17:23.151627] [INFO ] [sig       ] CBRL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:23.288505] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CBRL.txt
[2025-11-28T20:17:23.288679] [INFO ] [sig       ] [595/3606] Completed CBRL in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.8m
[2025-11-28T20:17:23.288723] [INFO ] [sig       ] [596/3606] Forecasting CBSH...
[2025-11-28T20:17:23.288755] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-11-28T20:17:23.288787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-11-28T20:17:23.299708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-11-28T20:17:23.299995] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-11-28T20:17:23.300793] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-11-28T20:17:23.300844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:23.300876] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:23.300904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:23.300962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:23.357420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:23.358042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:23.358140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:23.358176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:23.475767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:23.475882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:23.475921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:23.475949] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:23.479199] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=71.16%)
[2025-11-28T20:17:23.479459] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-11-28T20:17:23.479592] [INFO ] [sig       ] CBSH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:23.615379] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CBSH.txt
[2025-11-28T20:17:23.615516] [INFO ] [sig       ] [596/3606] Completed CBSH in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.8m
[2025-11-28T20:17:23.615554] [INFO ] [sig       ] [597/3606] Forecasting CBUS...
[2025-11-28T20:17:23.615599] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-11-28T20:17:23.615631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-11-28T20:17:23.625941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-11-28T20:17:23.626219] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-11-28T20:17:23.626976] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-11-28T20:17:23.627024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:23.627053] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:23.627079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:23.627133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:23.684569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:23.685413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:23.685496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:23.685530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:23.810099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:23.810262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:23.810303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:23.810331] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:23.813716] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=27.48%)
[2025-11-28T20:17:23.813983] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-11-28T20:17:23.814102] [INFO ] [sig       ] CBUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:23.948506] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CBUS.txt
[2025-11-28T20:17:23.948641] [INFO ] [sig       ] [597/3606] Completed CBUS in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.8m
[2025-11-28T20:17:23.948681] [INFO ] [sig       ] [598/3606] Forecasting CBZ...
[2025-11-28T20:17:23.948709] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-11-28T20:17:23.948738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-11-28T20:17:23.959475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-11-28T20:17:23.959767] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-11-28T20:17:23.960525] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-11-28T20:17:23.960596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:23.960630] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:23.960658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:23.960713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:24.016149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:24.016891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:24.016969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:24.017002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:24.132031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:24.132176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:24.132215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:24.132244] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:24.135567] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-11-28T20:17:24.135856] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-11-28T20:17:24.135979] [INFO ] [sig       ] CBZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:24.271765] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CBZ.txt
[2025-11-28T20:17:24.271892] [INFO ] [sig       ] [598/3606] Completed CBZ in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.8m
[2025-11-28T20:17:24.271931] [INFO ] [sig       ] [599/3606] Forecasting CC...
[2025-11-28T20:17:24.271959] [INFO ] [sig       ] Generating forecast for: CC
[2025-11-28T20:17:24.271988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-11-28T20:17:24.283249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-11-28T20:17:24.283523] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-11-28T20:17:24.284303] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-11-28T20:17:24.284351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:24.284403] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:24.284431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:24.284486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:24.340185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:24.340901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:24.340979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:24.341012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:24.460918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:24.461062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:24.461099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:24.461126] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:24.464339] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=21.52%)
[2025-11-28T20:17:24.464615] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-11-28T20:17:24.464731] [INFO ] [sig       ] CC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:24.602331] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CC.txt
[2025-11-28T20:17:24.602475] [INFO ] [sig       ] [599/3606] Completed CC in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:24.602516] [INFO ] [sig       ] [600/3606] Forecasting CCAP...
[2025-11-28T20:17:24.602543] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-11-28T20:17:24.602589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-11-28T20:17:24.615034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-11-28T20:17:24.615318] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-11-28T20:17:24.616094] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-11-28T20:17:24.616143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:24.616177] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:24.616202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:24.616256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:24.670453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:24.671091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:24.671168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:24.671200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:24.791374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:24.791539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:24.791598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:24.791629] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:24.795254] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-11-28T20:17:24.795662] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-11-28T20:17:24.795817] [INFO ] [sig       ] CCAP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:24.935807] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCAP.txt
[2025-11-28T20:17:24.935959] [INFO ] [sig       ] [600/3606] Completed CCAP in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:24.935998] [INFO ] [sig       ] [601/3606] Forecasting CCB...
[2025-11-28T20:17:24.936027] [INFO ] [sig       ] Generating forecast for: CCB
[2025-11-28T20:17:24.936056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-11-28T20:17:24.947130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-11-28T20:17:24.947399] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-11-28T20:17:24.948183] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-11-28T20:17:24.948233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:24.948262] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:24.948287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:24.948341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:25.003172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:25.003993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:25.004083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:25.004115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:25.122010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:25.122155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:25.122192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:25.122220] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:25.125395] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-11-28T20:17:25.125671] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-11-28T20:17:25.125785] [INFO ] [sig       ] CCB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:25.265713] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCB.txt
[2025-11-28T20:17:25.265867] [INFO ] [sig       ] [601/3606] Completed CCB in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:25.265904] [INFO ] [sig       ] [602/3606] Forecasting CCBG...
[2025-11-28T20:17:25.265934] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-11-28T20:17:25.265965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-11-28T20:17:25.278429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-11-28T20:17:25.278882] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-11-28T20:17:25.279731] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-11-28T20:17:25.279804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:25.279837] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:25.279862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:25.279918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:25.340519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:25.341422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:25.341510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:25.341543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:25.464914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:25.465074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:25.465115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:25.465184] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:25.468830] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-11-28T20:17:25.469137] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-11-28T20:17:25.469275] [INFO ] [sig       ] CCBG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:25.618365] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CCBG.txt
[2025-11-28T20:17:25.618520] [INFO ] [sig       ] [602/3606] Completed CCBG in 0.4s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:25.618559] [INFO ] [sig       ] [603/3606] Forecasting CCCC...
[2025-11-28T20:17:25.618612] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-11-28T20:17:25.618644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-11-28T20:17:25.630521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-11-28T20:17:25.630892] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-11-28T20:17:25.631691] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-11-28T20:17:25.631740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:25.631770] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:25.631796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:25.631850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:25.685849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:25.686489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:25.686564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:25.686614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:25.807239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:25.807372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:25.807409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:25.807436] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:25.810674] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=39.24%)
[2025-11-28T20:17:25.810933] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-11-28T20:17:25.811049] [INFO ] [sig       ] CCCC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:25.950278] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCCC.txt
[2025-11-28T20:17:25.950435] [INFO ] [sig       ] [603/3606] Completed CCCC in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:25.950477] [INFO ] [sig       ] [604/3606] Forecasting CCD...
[2025-11-28T20:17:25.950509] [INFO ] [sig       ] Generating forecast for: CCD
[2025-11-28T20:17:25.950541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-11-28T20:17:25.962975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-11-28T20:17:25.963379] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-11-28T20:17:25.964195] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-11-28T20:17:25.964245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:25.964277] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:25.964302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:25.964358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:26.026709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:26.027640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:26.027727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:26.027760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:26.156420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:26.156603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:26.156644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:26.156673] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:26.160059] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=15.25%)
[2025-11-28T20:17:26.160356] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-11-28T20:17:26.160484] [INFO ] [sig       ] CCD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:26.301092] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCD.txt
[2025-11-28T20:17:26.301256] [INFO ] [sig       ] [604/3606] Completed CCD in 0.4s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:26.301304] [INFO ] [sig       ] [605/3606] Forecasting CCEC...
[2025-11-28T20:17:26.301339] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-11-28T20:17:26.301374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-11-28T20:17:26.312967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-11-28T20:17:26.313363] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-11-28T20:17:26.314176] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-11-28T20:17:26.314228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:26.314270] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:26.314302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:26.314359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:26.374099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:26.374992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:26.375075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:26.375108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:26.488217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:26.488367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:26.488405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:26.488431] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:26.492114] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=51.41%)
[2025-11-28T20:17:26.492403] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-11-28T20:17:26.492528] [INFO ] [sig       ] CCEC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:26.638998] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CCEC.txt
[2025-11-28T20:17:26.639166] [INFO ] [sig       ] [605/3606] Completed CCEC in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:26.639232] [INFO ] [sig       ] [606/3606] Forecasting CCEP...
[2025-11-28T20:17:26.639263] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-11-28T20:17:26.639292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-11-28T20:17:26.650059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-11-28T20:17:26.650319] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-11-28T20:17:26.651109] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-11-28T20:17:26.651158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:26.651189] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:26.651215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:26.651269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:26.705420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:26.705999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:26.706072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:26.706103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:26.830626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:26.830775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:26.830813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:26.830840] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:26.834077] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=72.34%)
[2025-11-28T20:17:26.834356] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-11-28T20:17:26.834472] [INFO ] [sig       ] CCEP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:26.968792] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CCEP.txt
[2025-11-28T20:17:26.968925] [INFO ] [sig       ] [606/3606] Completed CCEP in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:26.968961] [INFO ] [sig       ] [607/3606] Forecasting CCI...
[2025-11-28T20:17:26.968989] [INFO ] [sig       ] Generating forecast for: CCI
[2025-11-28T20:17:26.969019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-11-28T20:17:26.980158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-11-28T20:17:26.980471] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-11-28T20:17:26.981237] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-11-28T20:17:26.981288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:26.981321] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:26.981347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:26.981400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:27.036003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:27.036729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:27.036805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:27.036836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:27.156065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:27.156229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:27.156278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:27.156316] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:27.159727] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2025-11-28T20:17:27.160059] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-11-28T20:17:27.160240] [INFO ] [sig       ] CCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:27.298094] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCI.txt
[2025-11-28T20:17:27.298229] [INFO ] [sig       ] [607/3606] Completed CCI in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:27.298268] [INFO ] [sig       ] [608/3606] Forecasting CCIF...
[2025-11-28T20:17:27.298296] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-11-28T20:17:27.298325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-11-28T20:17:27.309840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-11-28T20:17:27.310110] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-11-28T20:17:27.310867] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-11-28T20:17:27.310914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:27.310943] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:27.310969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:27.311039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:27.365565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:27.366284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:27.366373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:27.366405] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:27.486593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:27.486738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:27.486776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:27.486804] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:27.490124] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=61.78%)
[2025-11-28T20:17:27.490422] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-11-28T20:17:27.490539] [INFO ] [sig       ] CCIF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:27.630012] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CCIF.txt
[2025-11-28T20:17:27.630140] [INFO ] [sig       ] [608/3606] Completed CCIF in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:27.630180] [INFO ] [sig       ] [609/3606] Forecasting CCJ...
[2025-11-28T20:17:27.630212] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-11-28T20:17:27.630247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-11-28T20:17:27.642351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-11-28T20:17:27.642646] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-11-28T20:17:27.643403] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-11-28T20:17:27.643453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:27.643484] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:27.643511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:27.643566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:27.699551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:27.700186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:27.700287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:27.700320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:27.822019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:27.822169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:27.822228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:27.822258] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:27.826209] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-11-28T20:17:27.826477] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-11-28T20:17:27.826621] [INFO ] [sig       ] CCJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:27.969045] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCJ.txt
[2025-11-28T20:17:27.969175] [INFO ] [sig       ] [609/3606] Completed CCJ in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:27.969212] [INFO ] [sig       ] [610/3606] Forecasting CCK...
[2025-11-28T20:17:27.969241] [INFO ] [sig       ] Generating forecast for: CCK
[2025-11-28T20:17:27.969269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-11-28T20:17:27.980520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-11-28T20:17:27.980815] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-11-28T20:17:27.981593] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-11-28T20:17:27.981648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:27.981685] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:27.981711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:27.981766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:28.037732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:28.038345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:28.038420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:28.038450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:28.158811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:28.158953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:28.158993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:28.159021] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:28.162318] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=33.20%)
[2025-11-28T20:17:28.162604] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-11-28T20:17:28.162728] [INFO ] [sig       ] CCK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:28.301472] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCK.txt
[2025-11-28T20:17:28.301637] [INFO ] [sig       ] [610/3606] Completed CCK in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:28.301679] [INFO ] [sig       ] [611/3606] Forecasting CCL...
[2025-11-28T20:17:28.301708] [INFO ] [sig       ] Generating forecast for: CCL
[2025-11-28T20:17:28.301737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-11-28T20:17:28.313311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-11-28T20:17:28.313683] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-11-28T20:17:28.314466] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-11-28T20:17:28.314518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:28.314549] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:28.314603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:28.314662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:28.371239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:28.372087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:28.372210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:28.372247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:28.499164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:28.499319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:28.499365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:28.499400] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:28.502714] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=27.13%)
[2025-11-28T20:17:28.502979] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-11-28T20:17:28.503098] [INFO ] [sig       ] CCL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:28.643681] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCL.txt
[2025-11-28T20:17:28.643835] [INFO ] [sig       ] [611/3606] Completed CCL in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:28.643877] [INFO ] [sig       ] [612/3606] Forecasting CCLD...
[2025-11-28T20:17:28.643904] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-11-28T20:17:28.643933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-11-28T20:17:28.656941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-11-28T20:17:28.657347] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-11-28T20:17:28.658199] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-11-28T20:17:28.658249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:28.658285] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:28.658309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:28.658365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:28.720144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:28.721281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:28.721379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:28.721422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:28.868208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:28.868361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:28.868401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:28.868429] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:28.871761] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-11-28T20:17:28.872024] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-11-28T20:17:28.872146] [INFO ] [sig       ] CCLD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:29.011543] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CCLD.txt
[2025-11-28T20:17:29.011738] [INFO ] [sig       ] [612/3606] Completed CCLD in 0.4s | 2.98 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-28T20:17:29.011779] [INFO ] [sig       ] [613/3606] Forecasting CCNE...
[2025-11-28T20:17:29.011809] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-11-28T20:17:29.011839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-11-28T20:17:29.023308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-11-28T20:17:29.023630] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-11-28T20:17:29.024568] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-11-28T20:17:29.024641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:29.024686] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:29.024714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:29.024769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:29.081207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:29.082015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:29.082091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:29.082123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:29.209078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:29.209233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:29.209273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:29.209301] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:29.212748] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=68.34%)
[2025-11-28T20:17:29.213035] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-11-28T20:17:29.213182] [INFO ] [sig       ] CCNE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:29.363683] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CCNE.txt
[2025-11-28T20:17:29.363883] [INFO ] [sig       ] [613/3606] Completed CCNE in 0.4s | 2.98 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-28T20:17:29.363937] [INFO ] [sig       ] [614/3606] Forecasting CCO...
[2025-11-28T20:17:29.363968] [INFO ] [sig       ] Generating forecast for: CCO
[2025-11-28T20:17:29.364000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-11-28T20:17:29.375955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-11-28T20:17:29.376277] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-11-28T20:17:29.377045] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-11-28T20:17:29.377094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:29.377124] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:29.377151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:29.377206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:29.432471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:29.433221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:29.433301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:29.433333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:29.552038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:29.552179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:29.552216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:29.552243] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:29.555563] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-11-28T20:17:29.555847] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-11-28T20:17:29.555963] [INFO ] [sig       ] CCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:29.693102] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCO.txt
[2025-11-28T20:17:29.693240] [INFO ] [sig       ] [614/3606] Completed CCO in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-28T20:17:29.693280] [INFO ] [sig       ] [615/3606] Forecasting CCOI...
[2025-11-28T20:17:29.693308] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-11-28T20:17:29.693337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-11-28T20:17:29.704643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-11-28T20:17:29.704920] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-11-28T20:17:29.705790] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-11-28T20:17:29.705839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:29.705872] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:29.705899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:29.705954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:29.762902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:29.763775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:29.763868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:29.763899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:29.880672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:29.880840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:29.880883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:29.880913] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:29.884334] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-11-28T20:17:29.884652] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-11-28T20:17:29.884808] [INFO ] [sig       ] CCOI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:30.031460] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CCOI.txt
[2025-11-28T20:17:30.031634] [INFO ] [sig       ] [615/3606] Completed CCOI in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-28T20:17:30.031674] [INFO ] [sig       ] [616/3606] Forecasting CCRN...
[2025-11-28T20:17:30.031704] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-11-28T20:17:30.031734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-11-28T20:17:30.043778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-11-28T20:17:30.044159] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-11-28T20:17:30.045010] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-11-28T20:17:30.045063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:30.045121] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:30.045149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:30.045216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:30.103485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:30.104325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:30.104410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:30.104444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:30.222765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:30.222913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:30.222952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:30.222979] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:30.226242] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=20.77%)
[2025-11-28T20:17:30.226524] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-11-28T20:17:30.226679] [INFO ] [sig       ] CCRN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:30.365782] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCRN.txt
[2025-11-28T20:17:30.365938] [INFO ] [sig       ] [616/3606] Completed CCRN in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-28T20:17:30.365978] [INFO ] [sig       ] [617/3606] Forecasting CCS...
[2025-11-28T20:17:30.366016] [INFO ] [sig       ] Generating forecast for: CCS
[2025-11-28T20:17:30.366047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-11-28T20:17:30.377074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-11-28T20:17:30.377410] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-11-28T20:17:30.378657] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-11-28T20:17:30.378794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:30.378828] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:30.378854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:30.378925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:30.437610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:30.438538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:30.438660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:30.438709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:30.566633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:30.566780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:30.566820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:30.566849] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:30.570378] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=48.36%)
[2025-11-28T20:17:30.570688] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-11-28T20:17:30.570811] [INFO ] [sig       ] CCS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:30.716739] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCS.txt
[2025-11-28T20:17:30.716886] [INFO ] [sig       ] [617/3606] Completed CCS in 0.4s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:30.716925] [INFO ] [sig       ] [618/3606] Forecasting CCSI...
[2025-11-28T20:17:30.716954] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-11-28T20:17:30.716984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-11-28T20:17:30.729409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-11-28T20:17:30.729832] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-11-28T20:17:30.730656] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-11-28T20:17:30.730706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:30.730737] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:30.730763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:30.730818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:30.785746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:30.786636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:30.786722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:30.786754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:30.897997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:30.898159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:30.898197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:30.898223] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:30.901460] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-11-28T20:17:30.901754] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-11-28T20:17:30.901872] [INFO ] [sig       ] CCSI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:31.035201] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CCSI.txt
[2025-11-28T20:17:31.035325] [INFO ] [sig       ] [618/3606] Completed CCSI in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:31.035362] [INFO ] [sig       ] [619/3606] Forecasting CDC...
[2025-11-28T20:17:31.035391] [INFO ] [sig       ] Generating forecast for: CDC
[2025-11-28T20:17:31.035419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-11-28T20:17:31.047343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-11-28T20:17:31.047730] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-11-28T20:17:31.048525] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-11-28T20:17:31.048590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:31.048623] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:31.048648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:31.048701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:31.102729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:31.103322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:31.103399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:31.103430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:31.218984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:31.219127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:31.219164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:31.219222] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:31.222424] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-11-28T20:17:31.222697] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-11-28T20:17:31.222812] [INFO ] [sig       ] CDC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:31.357655] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CDC.txt
[2025-11-28T20:17:31.357808] [INFO ] [sig       ] [619/3606] Completed CDC in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:31.357846] [INFO ] [sig       ] [620/3606] Forecasting CDE...
[2025-11-28T20:17:31.357876] [INFO ] [sig       ] Generating forecast for: CDE
[2025-11-28T20:17:31.357907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-11-28T20:17:31.369260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-11-28T20:17:31.369627] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-11-28T20:17:31.370374] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-11-28T20:17:31.370421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:31.370451] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:31.370476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:31.370528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:31.425000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:31.425803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:31.425879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:31.425909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:31.547340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:31.547476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:31.547512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:31.547559] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:31.550898] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=71.59%)
[2025-11-28T20:17:31.551186] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-11-28T20:17:31.551312] [INFO ] [sig       ] CDE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:31.690253] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CDE.txt
[2025-11-28T20:17:31.690397] [INFO ] [sig       ] [620/3606] Completed CDE in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:31.690443] [INFO ] [sig       ] [621/3606] Forecasting CDIO...
[2025-11-28T20:17:31.690477] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-11-28T20:17:31.690506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-11-28T20:17:31.702041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-11-28T20:17:31.702333] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-11-28T20:17:31.703081] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-11-28T20:17:31.703129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:31.703163] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:31.703192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:31.703247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:31.757655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:31.758281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:31.758353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:31.758387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:31.880488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:31.880634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:31.880671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:31.880699] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:31.883908] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=87.46%)
[2025-11-28T20:17:31.884161] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-11-28T20:17:31.884274] [INFO ] [sig       ] CDIO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:32.019089] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CDIO.txt
[2025-11-28T20:17:32.019215] [INFO ] [sig       ] [621/3606] Completed CDIO in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:32.019260] [INFO ] [sig       ] [622/3606] Forecasting CDL...
[2025-11-28T20:17:32.019290] [INFO ] [sig       ] Generating forecast for: CDL
[2025-11-28T20:17:32.019319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-11-28T20:17:32.034008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-11-28T20:17:32.034458] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-11-28T20:17:32.035470] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-11-28T20:17:32.035534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:32.035601] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:32.035644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:32.035726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:32.098072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:32.098912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:32.098991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:32.099025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:32.204518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:32.204676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:32.204713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:32.204741] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:32.207998] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-11-28T20:17:32.208287] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-11-28T20:17:32.208405] [INFO ] [sig       ] CDL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:32.345860] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CDL.txt
[2025-11-28T20:17:32.346011] [INFO ] [sig       ] [622/3606] Completed CDL in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:32.346052] [INFO ] [sig       ] [623/3606] Forecasting CDNA...
[2025-11-28T20:17:32.346080] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-11-28T20:17:32.346109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-11-28T20:17:32.357467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-11-28T20:17:32.357803] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-11-28T20:17:32.358612] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-11-28T20:17:32.358662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:32.358692] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:32.358717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:32.358771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:32.413178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:32.413987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:32.414065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:32.414097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:32.533945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:32.534089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:32.534127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:32.534153] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:32.537400] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-11-28T20:17:32.537693] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-11-28T20:17:32.537809] [INFO ] [sig       ] CDNA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:32.676882] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CDNA.txt
[2025-11-28T20:17:32.677035] [INFO ] [sig       ] [623/3606] Completed CDNA in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:32.677074] [INFO ] [sig       ] [624/3606] Forecasting CDNS...
[2025-11-28T20:17:32.677101] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-11-28T20:17:32.677130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-11-28T20:17:32.689254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-11-28T20:17:32.689658] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-11-28T20:17:32.690477] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-11-28T20:17:32.690531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:32.690563] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:32.690615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:32.690686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:32.746898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:32.747771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:32.747849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:32.747881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:32.869522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:32.869688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:32.869727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:32.869755] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:32.873059] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-11-28T20:17:32.873328] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-11-28T20:17:32.873469] [INFO ] [sig       ] CDNS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:33.011547] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CDNS.txt
[2025-11-28T20:17:33.011695] [INFO ] [sig       ] [624/3606] Completed CDNS in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:33.011734] [INFO ] [sig       ] [625/3606] Forecasting CDP...
[2025-11-28T20:17:33.011763] [INFO ] [sig       ] Generating forecast for: CDP
[2025-11-28T20:17:33.011792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-11-28T20:17:33.022799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-11-28T20:17:33.023059] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-11-28T20:17:33.023823] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-11-28T20:17:33.023870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:33.023900] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:33.023925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:33.023978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:33.078237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:33.078821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:33.078893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:33.078924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:33.195865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:33.195994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:33.196030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:33.196057] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:33.199218] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-11-28T20:17:33.199474] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-11-28T20:17:33.199604] [INFO ] [sig       ] CDP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:33.333132] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CDP.txt
[2025-11-28T20:17:33.333241] [INFO ] [sig       ] [625/3606] Completed CDP in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:33.333277] [INFO ] [sig       ] [626/3606] Forecasting CDRE...
[2025-11-28T20:17:33.333304] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-11-28T20:17:33.333333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-11-28T20:17:33.356315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-11-28T20:17:33.356587] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-11-28T20:17:33.357316] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-11-28T20:17:33.357378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:33.357408] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:33.357434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:33.357489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:33.412076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:33.412660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:33.412752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:33.412784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:33.533467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:33.533609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:33.533647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:33.533674] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:33.537005] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=68.19%)
[2025-11-28T20:17:33.537258] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-11-28T20:17:33.537380] [INFO ] [sig       ] CDRE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:33.671978] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CDRE.txt
[2025-11-28T20:17:33.672077] [INFO ] [sig       ] [626/3606] Completed CDRE in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:33.672113] [INFO ] [sig       ] [627/3606] Forecasting CDRO...
[2025-11-28T20:17:33.672140] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-11-28T20:17:33.672168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-11-28T20:17:33.684329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-11-28T20:17:33.684708] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-11-28T20:17:33.685538] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-11-28T20:17:33.685611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:33.685654] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:33.685683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:33.685738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:33.740920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:33.741623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:33.741702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:33.741732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:33.850410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:33.850587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:33.850629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:33.850655] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:33.854012] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-11-28T20:17:33.854286] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-11-28T20:17:33.854407] [INFO ] [sig       ] CDRO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:33.988441] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CDRO.txt
[2025-11-28T20:17:33.988589] [INFO ] [sig       ] [627/3606] Completed CDRO in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:33.988630] [INFO ] [sig       ] [628/3606] Forecasting CDTX...
[2025-11-28T20:17:33.988658] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-11-28T20:17:33.988687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-11-28T20:17:33.999839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-11-28T20:17:34.000149] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-11-28T20:17:34.000978] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-11-28T20:17:34.001026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:34.001056] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:34.001081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:34.001135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:34.055785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:34.056555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:34.056655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:34.056687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:34.175349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:34.175504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:34.175542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:34.175586] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:34.179067] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: DOWN (p=45.78%)
[2025-11-28T20:17:34.179350] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-11-28T20:17:34.179479] [INFO ] [sig       ] CDTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:34.319319] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CDTX.txt
[2025-11-28T20:17:34.319460] [INFO ] [sig       ] [628/3606] Completed CDTX in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:34.319497] [INFO ] [sig       ] [629/3606] Forecasting CDXS...
[2025-11-28T20:17:34.319527] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-11-28T20:17:34.319556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-11-28T20:17:34.334093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-11-28T20:17:34.334470] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-11-28T20:17:34.335318] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-11-28T20:17:34.335368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:34.335400] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:34.335426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:34.335481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:34.391501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:34.392299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:34.392382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:34.392414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:34.511966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:34.512113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:34.512151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:34.512179] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:34.515396] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-11-28T20:17:34.515673] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-11-28T20:17:34.515790] [INFO ] [sig       ] CDXS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:34.649830] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CDXS.txt
[2025-11-28T20:17:34.650009] [INFO ] [sig       ] [629/3606] Completed CDXS in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-28T20:17:34.650049] [INFO ] [sig       ] [630/3606] Forecasting CDZI...
[2025-11-28T20:17:34.650077] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-11-28T20:17:34.650106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-11-28T20:17:34.661164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-11-28T20:17:34.661463] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-11-28T20:17:34.662229] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-11-28T20:17:34.662277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:34.662307] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:34.662333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:34.662388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:34.716239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:34.716803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:34.716876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:34.716906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:34.836868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:34.836990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:34.837025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:34.837052] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:34.840199] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-11-28T20:17:34.840456] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-11-28T20:17:34.840585] [INFO ] [sig       ] CDZI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:34.976817] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CDZI.txt
[2025-11-28T20:17:34.976983] [INFO ] [sig       ] [630/3606] Completed CDZI in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-28T20:17:34.977022] [INFO ] [sig       ] [631/3606] Forecasting CE...
[2025-11-28T20:17:34.977050] [INFO ] [sig       ] Generating forecast for: CE
[2025-11-28T20:17:34.977080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-11-28T20:17:34.988638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-11-28T20:17:34.988997] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-11-28T20:17:34.989796] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-11-28T20:17:34.989843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:34.989873] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:34.989898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:34.989952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:35.047207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:35.048135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:35.048247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:35.048280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:35.174366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:35.174508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:35.174547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:35.174591] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:35.177780] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-11-28T20:17:35.178070] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-11-28T20:17:35.178193] [INFO ] [sig       ] CE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:35.320013] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CE.txt
[2025-11-28T20:17:35.320137] [INFO ] [sig       ] [631/3606] Completed CE in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-28T20:17:35.320174] [INFO ] [sig       ] [632/3606] Forecasting CECO...
[2025-11-28T20:17:35.320203] [INFO ] [sig       ] Generating forecast for: CECO
[2025-11-28T20:17:35.320231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-11-28T20:17:35.331604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-11-28T20:17:35.331911] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-11-28T20:17:35.332696] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-11-28T20:17:35.332745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:35.332776] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:35.332802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:35.332857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:35.390877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:35.391929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:35.392010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:35.392042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:35.512164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:35.512316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:35.512354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:35.512383] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:35.515722] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-11-28T20:17:35.516000] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-11-28T20:17:35.516136] [INFO ] [sig       ] CECO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:35.651549] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CECO.txt
[2025-11-28T20:17:35.651703] [INFO ] [sig       ] [632/3606] Completed CECO in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-28T20:17:35.651742] [INFO ] [sig       ] [633/3606] Forecasting CEG...
[2025-11-28T20:17:35.651769] [INFO ] [sig       ] Generating forecast for: CEG
[2025-11-28T20:17:35.651797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-11-28T20:17:35.663696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-11-28T20:17:35.663977] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-11-28T20:17:35.664742] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-11-28T20:17:35.664790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:35.664845] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:35.664871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:35.664926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:35.719453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:35.720040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:35.720113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:35.720144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:35.839230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:35.839382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:35.839440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:35.839468] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:35.842790] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-11-28T20:17:35.843071] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-11-28T20:17:35.843197] [INFO ] [sig       ] CEG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:35.977922] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CEG.txt
[2025-11-28T20:17:35.978061] [INFO ] [sig       ] [633/3606] Completed CEG in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-28T20:17:35.978102] [INFO ] [sig       ] [634/3606] Forecasting CELC...
[2025-11-28T20:17:35.978133] [INFO ] [sig       ] Generating forecast for: CELC
[2025-11-28T20:17:35.978161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-11-28T20:17:35.990755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-11-28T20:17:35.991108] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-11-28T20:17:35.991947] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-11-28T20:17:35.991997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:35.992028] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:35.992053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:35.992109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:36.051526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:36.052348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:36.052429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:36.052465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:36.177777] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:36.177943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:36.177983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:36.178011] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:36.181477] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: DOWN (p=20.91%)
[2025-11-28T20:17:36.181767] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-11-28T20:17:36.181890] [INFO ] [sig       ] CELC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:36.332474] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CELC.txt
[2025-11-28T20:17:36.332637] [INFO ] [sig       ] [634/3606] Completed CELC in 0.4s | 2.98 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-28T20:17:36.332678] [INFO ] [sig       ] [635/3606] Forecasting CELH...
[2025-11-28T20:17:36.332709] [INFO ] [sig       ] Generating forecast for: CELH
[2025-11-28T20:17:36.332738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-11-28T20:17:36.344664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-11-28T20:17:36.344952] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-11-28T20:17:36.345703] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-11-28T20:17:36.345751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:36.345782] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:36.345808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:36.345863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:36.400711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:36.401286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:36.401356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:36.401387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:36.517876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:36.518019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:36.518070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:36.518098] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:36.521338] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-11-28T20:17:36.521608] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-11-28T20:17:36.521724] [INFO ] [sig       ] CELH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:36.655990] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CELH.txt
[2025-11-28T20:17:36.656108] [INFO ] [sig       ] [635/3606] Completed CELH in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:36.656146] [INFO ] [sig       ] [636/3606] Forecasting CELZ...
[2025-11-28T20:17:36.656173] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-11-28T20:17:36.656202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-11-28T20:17:36.667308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-11-28T20:17:36.667616] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-11-28T20:17:36.668480] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-11-28T20:17:36.668528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:36.668557] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:36.668610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:36.668667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:36.723093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:36.723950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:36.724035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:36.724065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:36.835157] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:36.835307] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-28T20:17:36.835344] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:36.835441] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:36.838735] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=28.83%)
[2025-11-28T20:17:36.838996] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-11-28T20:17:36.839113] [INFO ] [sig       ] CELZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:36.974410] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CELZ.txt
[2025-11-28T20:17:36.974532] [INFO ] [sig       ] [636/3606] Completed CELZ in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:36.974586] [INFO ] [sig       ] [637/3606] Forecasting CENTA...
[2025-11-28T20:17:36.974617] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-11-28T20:17:36.974646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-11-28T20:17:36.985640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-11-28T20:17:36.985998] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-11-28T20:17:36.986801] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-11-28T20:17:36.986851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:36.986895] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:36.986922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:36.986977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:37.042272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:37.043106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:37.043191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:37.043224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:37.160029] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:37.160179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:37.160217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:37.160245] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:37.163664] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: DOWN (p=34.72%)
[2025-11-28T20:17:37.163957] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-11-28T20:17:37.164079] [INFO ] [sig       ] CENTA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:37.303338] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CENTA.txt
[2025-11-28T20:17:37.303494] [INFO ] [sig       ] [637/3606] Completed CENTA in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:37.303532] [INFO ] [sig       ] [638/3606] Forecasting CENX...
[2025-11-28T20:17:37.303560] [INFO ] [sig       ] Generating forecast for: CENX
[2025-11-28T20:17:37.303610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-11-28T20:17:37.315390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-11-28T20:17:37.315812] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-11-28T20:17:37.316677] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-11-28T20:17:37.316730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:37.316762] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:37.316789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:37.316846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:37.374230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:37.375079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:37.375159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:37.375192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:37.500213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:37.500361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:37.500398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:37.500427] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:37.503782] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=60.21%)
[2025-11-28T20:17:37.504086] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-11-28T20:17:37.504217] [INFO ] [sig       ] CENX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:37.644038] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CENX.txt
[2025-11-28T20:17:37.644186] [INFO ] [sig       ] [638/3606] Completed CENX in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:37.644223] [INFO ] [sig       ] [639/3606] Forecasting CERS...
[2025-11-28T20:17:37.644253] [INFO ] [sig       ] Generating forecast for: CERS
[2025-11-28T20:17:37.644283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-11-28T20:17:37.656178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-11-28T20:17:37.656592] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-11-28T20:17:37.657423] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-11-28T20:17:37.657475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:37.657509] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:37.657538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:37.657618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:37.715753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:37.716592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:37.716674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:37.716707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:37.833022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:37.833175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:37.833222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:37.833252] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:37.836623] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2025-11-28T20:17:37.836914] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-11-28T20:17:37.837043] [INFO ] [sig       ] CERS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:37.976066] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CERS.txt
[2025-11-28T20:17:37.976215] [INFO ] [sig       ] [639/3606] Completed CERS in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:37.976254] [INFO ] [sig       ] [640/3606] Forecasting CETX...
[2025-11-28T20:17:37.976282] [INFO ] [sig       ] Generating forecast for: CETX
[2025-11-28T20:17:37.976311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-11-28T20:17:37.987529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-11-28T20:17:37.987908] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-11-28T20:17:37.988716] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-11-28T20:17:37.988766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:37.988796] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:37.988822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:37.988876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:38.044097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:38.044921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:38.045004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:38.045035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:38.155348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:38.155499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:38.155537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:38.155564] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:38.158875] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-11-28T20:17:38.159176] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-11-28T20:17:38.159299] [INFO ] [sig       ] CETX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:38.298126] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CETX.txt
[2025-11-28T20:17:38.298272] [INFO ] [sig       ] [640/3606] Completed CETX in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:38.298318] [INFO ] [sig       ] [641/3606] Forecasting CETY...
[2025-11-28T20:17:38.298347] [INFO ] [sig       ] Generating forecast for: CETY
[2025-11-28T20:17:38.298376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'.
[2025-11-28T20:17:38.309181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETY'.
[2025-11-28T20:17:38.309546] [INFO ] [FORECASTER] Starting predict_future for CETY
[2025-11-28T20:17:38.310328] [DEBUG] [LOCAL     ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt
[2025-11-28T20:17:38.310380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:38.310410] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:38.310436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:38.310496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:38.366172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:38.367024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:38.367104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:38.367136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:38.481259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:38.481406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:38.481449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:38.481533] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:38.485045] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-11-28T20:17:38.485343] [INFO ] [FORECASTER] Completed predict_future for CETY
[2025-11-28T20:17:38.485472] [INFO ] [sig       ] CETY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:38.630143] [INFO ] [LOCAL     ] Saved forecast: CETY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CETY.txt
[2025-11-28T20:17:38.630293] [INFO ] [sig       ] [641/3606] Completed CETY in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:38.630332] [INFO ] [sig       ] [642/3606] Forecasting CEVA...
[2025-11-28T20:17:38.630360] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-11-28T20:17:38.630390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-11-28T20:17:38.641934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-11-28T20:17:38.642266] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-11-28T20:17:38.643084] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-11-28T20:17:38.643134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:38.643164] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:38.643190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:38.643245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:38.700505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:38.701341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:38.701422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:38.701457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:38.826749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:38.826897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:38.826933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:38.826961] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:38.830184] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-11-28T20:17:38.830477] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-11-28T20:17:38.830644] [INFO ] [sig       ] CEVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:38.969536] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CEVA.txt
[2025-11-28T20:17:38.969709] [INFO ] [sig       ] [642/3606] Completed CEVA in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:38.969747] [INFO ] [sig       ] [643/3606] Forecasting CF...
[2025-11-28T20:17:38.969775] [INFO ] [sig       ] Generating forecast for: CF
[2025-11-28T20:17:38.969804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-11-28T20:17:38.984001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-11-28T20:17:38.984448] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-11-28T20:17:38.985553] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-11-28T20:17:38.985653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:38.985700] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:38.985742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:38.985826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:39.054161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:39.055022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:39.055196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:39.055246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:39.174414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:39.174558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:39.174613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:39.174641] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:39.177916] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-11-28T20:17:39.178210] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-11-28T20:17:39.178336] [INFO ] [sig       ] CF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:39.312406] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CF.txt
[2025-11-28T20:17:39.312534] [INFO ] [sig       ] [643/3606] Completed CF in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:39.312586] [INFO ] [sig       ] [644/3606] Forecasting CFFN...
[2025-11-28T20:17:39.312619] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-11-28T20:17:39.312648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-11-28T20:17:39.323627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-11-28T20:17:39.323958] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-11-28T20:17:39.324788] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-11-28T20:17:39.324838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:39.324868] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:39.324897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:39.324967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:39.381473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:39.382168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:39.382244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:39.382276] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:39.501030] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:39.501148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:39.501185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:39.501229] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:39.504544] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-11-28T20:17:39.504827] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-11-28T20:17:39.504948] [INFO ] [sig       ] CFFN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:39.646151] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CFFN.txt
[2025-11-28T20:17:39.646273] [INFO ] [sig       ] [644/3606] Completed CFFN in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:39.646314] [INFO ] [sig       ] [645/3606] Forecasting CFG...
[2025-11-28T20:17:39.646343] [INFO ] [sig       ] Generating forecast for: CFG
[2025-11-28T20:17:39.646372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-11-28T20:17:39.657906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-11-28T20:17:39.658204] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-11-28T20:17:39.659010] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-11-28T20:17:39.659060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:39.659091] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:39.659118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:39.659173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:39.715786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:39.716361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:39.716436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:39.716466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:39.833804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:39.833910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:39.833944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:39.833971] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:39.837066] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=18.23%)
[2025-11-28T20:17:39.837319] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-11-28T20:17:39.837433] [INFO ] [sig       ] CFG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:39.971885] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CFG.txt
[2025-11-28T20:17:39.971991] [INFO ] [sig       ] [645/3606] Completed CFG in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:39.972026] [INFO ] [sig       ] [646/3606] Forecasting CFO...
[2025-11-28T20:17:39.972053] [INFO ] [sig       ] Generating forecast for: CFO
[2025-11-28T20:17:39.972081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-11-28T20:17:39.983024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-11-28T20:17:39.983312] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-11-28T20:17:39.984181] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-11-28T20:17:39.984229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:39.984259] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:39.984285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:39.984340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:40.038343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:40.038927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:40.039023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:40.039055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:40.147553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:40.147665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:40.147700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:40.147727] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:40.150759] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-11-28T20:17:40.151011] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-11-28T20:17:40.151124] [INFO ] [sig       ] CFO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:40.287334] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CFO.txt
[2025-11-28T20:17:40.287466] [INFO ] [sig       ] [646/3606] Completed CFO in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-28T20:17:40.287505] [INFO ] [sig       ] [647/3606] Forecasting CG...
[2025-11-28T20:17:40.287533] [INFO ] [sig       ] Generating forecast for: CG
[2025-11-28T20:17:40.287561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-11-28T20:17:40.298302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-11-28T20:17:40.298562] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-11-28T20:17:40.299316] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-11-28T20:17:40.299363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:40.299393] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:40.299417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:40.299471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:40.353796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:40.354357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:40.354429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:40.354460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:40.473910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:40.474018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:40.474052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:40.474078] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:40.477132] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-11-28T20:17:40.477385] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-11-28T20:17:40.477499] [INFO ] [sig       ] CG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:40.613661] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CG.txt
[2025-11-28T20:17:40.613783] [INFO ] [sig       ] [647/3606] Completed CG in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-28T20:17:40.613819] [INFO ] [sig       ] [648/3606] Forecasting CGABL...
[2025-11-28T20:17:40.613848] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-11-28T20:17:40.613877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-11-28T20:17:40.624703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-11-28T20:17:40.624994] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-11-28T20:17:40.625749] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-11-28T20:17:40.625798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:40.625828] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:40.625865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:40.625921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:40.681054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:40.681633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:40.681705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:40.681735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:40.793285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:40.793376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:40.793409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:40.793436] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:40.796473] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-11-28T20:17:40.796743] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-11-28T20:17:40.796858] [INFO ] [sig       ] CGABL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:40.932762] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CGABL.txt
[2025-11-28T20:17:40.932869] [INFO ] [sig       ] [648/3606] Completed CGABL in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-28T20:17:40.932906] [INFO ] [sig       ] [649/3606] Forecasting CGBD...
[2025-11-28T20:17:40.932934] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-11-28T20:17:40.932963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-11-28T20:17:40.944336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-11-28T20:17:40.944596] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-11-28T20:17:40.945323] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-11-28T20:17:40.945371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:40.945402] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:40.945428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:40.945482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:40.999478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:41.000056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:41.000128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:41.000158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:41.114421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:41.114514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:41.114551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:41.114598] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:41.117589] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=87.31%)
[2025-11-28T20:17:41.117839] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-11-28T20:17:41.117950] [INFO ] [sig       ] CGBD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:41.253971] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CGBD.txt
[2025-11-28T20:17:41.254088] [INFO ] [sig       ] [649/3606] Completed CGBD in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-28T20:17:41.254125] [INFO ] [sig       ] [650/3606] Forecasting CGEM...
[2025-11-28T20:17:41.254153] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-11-28T20:17:41.254181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-11-28T20:17:41.265762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-11-28T20:17:41.266011] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-11-28T20:17:41.266771] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-11-28T20:17:41.266819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:41.266871] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:41.266899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:41.266953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:41.322276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:41.322993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:41.323068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:41.323100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:41.438156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:41.438279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:41.438315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:41.438342] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:41.441611] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=62.33%)
[2025-11-28T20:17:41.441866] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-11-28T20:17:41.441981] [INFO ] [sig       ] CGEM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:41.579141] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CGEM.txt
[2025-11-28T20:17:41.579261] [INFO ] [sig       ] [650/3606] Completed CGEM in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-28T20:17:41.579298] [INFO ] [sig       ] [651/3606] Forecasting CGEN...
[2025-11-28T20:17:41.579326] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-11-28T20:17:41.579355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-11-28T20:17:41.590415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-11-28T20:17:41.590704] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-11-28T20:17:41.591435] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-11-28T20:17:41.591482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:41.591512] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:41.591537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:41.591610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:41.646605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:41.647192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:41.647264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:41.647294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:41.762256] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:41.762401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:41.762440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:41.762468] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:41.765742] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-11-28T20:17:41.766007] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-11-28T20:17:41.766123] [INFO ] [sig       ] CGEN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:41.902029] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CGEN.txt
[2025-11-28T20:17:41.902153] [INFO ] [sig       ] [651/3606] Completed CGEN in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-28T20:17:41.902191] [INFO ] [sig       ] [652/3606] Forecasting CGNX...
[2025-11-28T20:17:41.902219] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-11-28T20:17:41.902256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-11-28T20:17:41.913122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-11-28T20:17:41.913383] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-11-28T20:17:41.914129] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-11-28T20:17:41.914177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:41.914208] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:41.914234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:41.914288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:41.970277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:41.970934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:41.971008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:41.971041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:42.087901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:42.088056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:42.088095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:42.088124] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:42.091393] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2025-11-28T20:17:42.091677] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-11-28T20:17:42.091795] [INFO ] [sig       ] CGNX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:42.226264] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CGNX.txt
[2025-11-28T20:17:42.226378] [INFO ] [sig       ] [652/3606] Completed CGNX in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-28T20:17:42.226416] [INFO ] [sig       ] [653/3606] Forecasting CGO...
[2025-11-28T20:17:42.226444] [INFO ] [sig       ] Generating forecast for: CGO
[2025-11-28T20:17:42.226473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-11-28T20:17:42.237113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-11-28T20:17:42.237388] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-11-28T20:17:42.238157] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-11-28T20:17:42.238205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:42.238235] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:42.238260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:42.238315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:42.292857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:42.293437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:42.293510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:42.293541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:42.402126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:42.402270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:42.402306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:42.402363] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:42.405593] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=73.20%)
[2025-11-28T20:17:42.405858] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-11-28T20:17:42.405975] [INFO ] [sig       ] CGO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:42.540096] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CGO.txt
[2025-11-28T20:17:42.540227] [INFO ] [sig       ] [653/3606] Completed CGO in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-28T20:17:42.540265] [INFO ] [sig       ] [654/3606] Forecasting CGON...
[2025-11-28T20:17:42.540294] [INFO ] [sig       ] Generating forecast for: CGON
[2025-11-28T20:17:42.540323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-11-28T20:17:42.551143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-11-28T20:17:42.551412] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-11-28T20:17:42.552164] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-11-28T20:17:42.552212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:42.552242] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:42.552268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:42.552322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:42.606831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:42.607390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:42.607462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:42.607493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:42.725383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:42.725512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:42.725550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:42.725595] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:42.728867] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2025-11-28T20:17:42.729128] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-11-28T20:17:42.729246] [INFO ] [sig       ] CGON: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:42.906975] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CGON.txt
[2025-11-28T20:17:42.907108] [INFO ] [sig       ] [654/3606] Completed CGON in 0.4s | 2.98 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-28T20:17:42.907145] [INFO ] [sig       ] [655/3606] Forecasting CGTX...
[2025-11-28T20:17:42.907175] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-11-28T20:17:42.907203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-11-28T20:17:42.918226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-11-28T20:17:42.918496] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-11-28T20:17:42.919275] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-11-28T20:17:42.919326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:42.919356] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:42.919384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:42.919440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:42.975125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:42.975699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:42.975770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:42.975801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:43.096002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:43.096135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:43.096172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:43.096201] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:43.099451] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=16.53%)
[2025-11-28T20:17:43.099728] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-11-28T20:17:43.099843] [INFO ] [sig       ] CGTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:43.233539] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CGTX.txt
[2025-11-28T20:17:43.233669] [INFO ] [sig       ] [655/3606] Completed CGTX in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-28T20:17:43.233706] [INFO ] [sig       ] [656/3606] Forecasting CHCI...
[2025-11-28T20:17:43.233734] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-11-28T20:17:43.233763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-11-28T20:17:43.244854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-11-28T20:17:43.245148] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-11-28T20:17:43.245896] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-11-28T20:17:43.245944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:43.245974] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:43.245999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:43.246053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:43.300723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:43.301319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:43.301391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:43.301423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:43.412286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:43.412418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:43.412454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:43.412481] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:43.415657] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-11-28T20:17:43.415910] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-11-28T20:17:43.416026] [INFO ] [sig       ] CHCI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:43.551413] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CHCI.txt
[2025-11-28T20:17:43.551539] [INFO ] [sig       ] [656/3606] Completed CHCI in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-28T20:17:43.551593] [INFO ] [sig       ] [657/3606] Forecasting CHCO...
[2025-11-28T20:17:43.551623] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-11-28T20:17:43.551653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-11-28T20:17:43.562387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-11-28T20:17:43.562670] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-11-28T20:17:43.563401] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-11-28T20:17:43.563450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:43.563480] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:43.563506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:43.563560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:43.618067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:43.618677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:43.618749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:43.618780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:43.739439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:43.739588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:43.739630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:43.739659] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:43.742796] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=63.98%)
[2025-11-28T20:17:43.743047] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-11-28T20:17:43.743162] [INFO ] [sig       ] CHCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:43.878124] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CHCO.txt
[2025-11-28T20:17:43.878240] [INFO ] [sig       ] [657/3606] Completed CHCO in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-28T20:17:43.878278] [INFO ] [sig       ] [658/3606] Forecasting CHD...
[2025-11-28T20:17:43.878306] [INFO ] [sig       ] Generating forecast for: CHD
[2025-11-28T20:17:43.878335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-11-28T20:17:43.890052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-11-28T20:17:43.890339] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-11-28T20:17:43.891148] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-11-28T20:17:43.891197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:43.891228] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:43.891254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:43.891310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:43.946609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:43.947200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:43.947274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:43.947304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:44.068120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:44.068256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:44.068291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:44.068319] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:44.071487] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=6.75%)
[2025-11-28T20:17:44.071756] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-11-28T20:17:44.071871] [INFO ] [sig       ] CHD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:44.210971] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHD.txt
[2025-11-28T20:17:44.211092] [INFO ] [sig       ] [658/3606] Completed CHD in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-28T20:17:44.211129] [INFO ] [sig       ] [659/3606] Forecasting CHDN...
[2025-11-28T20:17:44.211158] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-11-28T20:17:44.211186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-11-28T20:17:44.222451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-11-28T20:17:44.222777] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-11-28T20:17:44.223560] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-11-28T20:17:44.223633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:44.223666] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:44.223692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:44.223749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:44.279884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:44.280465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:44.280539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:44.280570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:44.403106] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:44.403227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:44.403265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:44.403291] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:44.406449] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=18.33%)
[2025-11-28T20:17:44.406750] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-11-28T20:17:44.406865] [INFO ] [sig       ] CHDN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:44.548671] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHDN.txt
[2025-11-28T20:17:44.548804] [INFO ] [sig       ] [659/3606] Completed CHDN in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-28T20:17:44.548841] [INFO ] [sig       ] [660/3606] Forecasting CHE...
[2025-11-28T20:17:44.548868] [INFO ] [sig       ] Generating forecast for: CHE
[2025-11-28T20:17:44.548896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-11-28T20:17:44.560188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-11-28T20:17:44.560469] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-11-28T20:17:44.561260] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-11-28T20:17:44.561310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:44.561342] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:44.561370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:44.561427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:44.618760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:44.619379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:44.619479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:44.619513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:44.737498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:44.737639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:44.737677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:44.737705] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:44.740953] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-11-28T20:17:44.741219] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-11-28T20:17:44.741340] [INFO ] [sig       ] CHE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:44.879452] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHE.txt
[2025-11-28T20:17:44.879590] [INFO ] [sig       ] [660/3606] Completed CHE in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-28T20:17:44.879630] [INFO ] [sig       ] [661/3606] Forecasting CHEF...
[2025-11-28T20:17:44.879666] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-11-28T20:17:44.879715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-11-28T20:17:44.890775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-11-28T20:17:44.891030] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-11-28T20:17:44.891781] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-11-28T20:17:44.891840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:44.891871] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:44.891897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:44.891952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:44.948353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:44.948998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:44.949074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:44.949107] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:45.062210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:45.062330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:45.062365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:45.062393] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:45.065539] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-11-28T20:17:45.065814] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-11-28T20:17:45.065931] [INFO ] [sig       ] CHEF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:45.200249] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHEF.txt
[2025-11-28T20:17:45.200372] [INFO ] [sig       ] [661/3606] Completed CHEF in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-28T20:17:45.200412] [INFO ] [sig       ] [662/3606] Forecasting CHH...
[2025-11-28T20:17:45.200441] [INFO ] [sig       ] Generating forecast for: CHH
[2025-11-28T20:17:45.200471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-11-28T20:17:45.211986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-11-28T20:17:45.212276] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-11-28T20:17:45.213066] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-11-28T20:17:45.213115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:45.213146] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:45.213173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:45.213231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:45.268462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:45.269075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:45.269149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:45.269180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:45.387511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:45.387663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:45.387702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:45.387730] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:45.390905] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-11-28T20:17:45.391157] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-11-28T20:17:45.391270] [INFO ] [sig       ] CHH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:45.526975] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CHH.txt
[2025-11-28T20:17:45.527097] [INFO ] [sig       ] [662/3606] Completed CHH in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-28T20:17:45.527134] [INFO ] [sig       ] [663/3606] Forecasting CHI...
[2025-11-28T20:17:45.527164] [INFO ] [sig       ] Generating forecast for: CHI
[2025-11-28T20:17:45.527192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-11-28T20:17:45.538556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-11-28T20:17:45.538840] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-11-28T20:17:45.539617] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-11-28T20:17:45.539675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:45.539706] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:45.539732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:45.539786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:45.596167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:45.596754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:45.596829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:45.596860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:45.715892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:45.716029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:45.716066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:45.716093] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:45.719337] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-11-28T20:17:45.719624] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-11-28T20:17:45.719751] [INFO ] [sig       ] CHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:45.856942] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHI.txt
[2025-11-28T20:17:45.857080] [INFO ] [sig       ] [663/3606] Completed CHI in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-28T20:17:45.857118] [INFO ] [sig       ] [664/3606] Forecasting CHKP...
[2025-11-28T20:17:45.857146] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-11-28T20:17:45.857176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-11-28T20:17:45.868425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-11-28T20:17:45.868730] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-11-28T20:17:45.869530] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-11-28T20:17:45.869602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:45.869639] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:45.869666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:45.869722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:45.926729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:45.927430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:45.927507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:45.927539] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:46.050863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:46.051008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:46.051047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:46.051076] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:46.054417] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=61.91%)
[2025-11-28T20:17:46.054704] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-11-28T20:17:46.054827] [INFO ] [sig       ] CHKP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:46.199747] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CHKP.txt
[2025-11-28T20:17:46.199898] [INFO ] [sig       ] [664/3606] Completed CHKP in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-28T20:17:46.199964] [INFO ] [sig       ] [665/3606] Forecasting CHMI...
[2025-11-28T20:17:46.200189] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-11-28T20:17:46.200218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-11-28T20:17:46.211715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-11-28T20:17:46.212083] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-11-28T20:17:46.212924] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-11-28T20:17:46.212975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:46.213007] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:46.213035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:46.213090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:46.269759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:46.270822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:46.270903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:46.270934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:46.402825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:46.402982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:46.403021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:46.403051] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:46.406601] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-11-28T20:17:46.406942] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-11-28T20:17:46.407118] [INFO ] [sig       ] CHMI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:46.562183] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHMI.txt
[2025-11-28T20:17:46.562415] [INFO ] [sig       ] [665/3606] Completed CHMI in 0.4s | 2.98 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-28T20:17:46.562476] [INFO ] [sig       ] [666/3606] Forecasting CHRD...
[2025-11-28T20:17:46.562516] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-11-28T20:17:46.562556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-11-28T20:17:46.575012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-11-28T20:17:46.575415] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-11-28T20:17:46.576312] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-11-28T20:17:46.576365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:46.576397] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:46.576425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:46.576480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:46.651923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:46.653022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:46.653142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:46.653183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:46.801536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:46.801737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:46.801797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:46.801844] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:46.806963] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=51.06%)
[2025-11-28T20:17:46.807452] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-11-28T20:17:46.807670] [INFO ] [sig       ] CHRD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:46.965229] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CHRD.txt
[2025-11-28T20:17:46.965411] [INFO ] [sig       ] [666/3606] Completed CHRD in 0.4s | 2.98 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-28T20:17:46.965455] [INFO ] [sig       ] [667/3606] Forecasting CHRS...
[2025-11-28T20:17:46.965483] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-11-28T20:17:46.965512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-11-28T20:17:46.978715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-11-28T20:17:46.979114] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-11-28T20:17:46.979960] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-11-28T20:17:46.980010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:46.980068] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:46.980096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:46.980165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:47.039710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:47.040689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:47.040774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:47.040806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:47.172404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:47.172566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:47.172653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:47.172685] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:47.176091] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=32.58%)
[2025-11-28T20:17:47.176396] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-11-28T20:17:47.176532] [INFO ] [sig       ] CHRS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:47.339421] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHRS.txt
[2025-11-28T20:17:47.339593] [INFO ] [sig       ] [667/3606] Completed CHRS in 0.4s | 2.98 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-28T20:17:47.339636] [INFO ] [sig       ] [668/3606] Forecasting CHSCL...
[2025-11-28T20:17:47.339665] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-11-28T20:17:47.339695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-11-28T20:17:47.350864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-11-28T20:17:47.351238] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-11-28T20:17:47.352037] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-11-28T20:17:47.352086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:47.352116] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:47.352142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:47.352197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:47.407139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:47.408303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:47.408384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:47.408415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:47.519141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:47.519257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:47.519312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:47.519340] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:47.522482] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: DOWN (p=39.41%)
[2025-11-28T20:17:47.522763] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-11-28T20:17:47.522880] [INFO ] [sig       ] CHSCL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:47.657595] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHSCL.txt
[2025-11-28T20:17:47.657707] [INFO ] [sig       ] [668/3606] Completed CHSCL in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-28T20:17:47.657743] [INFO ] [sig       ] [669/3606] Forecasting CHSCM...
[2025-11-28T20:17:47.657772] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-11-28T20:17:47.657801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-11-28T20:17:47.669816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-11-28T20:17:47.670251] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-11-28T20:17:47.671122] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-11-28T20:17:47.671173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:47.671207] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:47.671234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:47.671290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:47.725954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:47.726726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:47.726808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:47.726841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:47.836444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:47.836623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:47.836663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:47.836690] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:47.840132] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=89.15%)
[2025-11-28T20:17:47.840402] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-11-28T20:17:47.840524] [INFO ] [sig       ] CHSCM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:47.975338] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CHSCM.txt
[2025-11-28T20:17:47.975496] [INFO ] [sig       ] [669/3606] Completed CHSCM in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-28T20:17:47.975535] [INFO ] [sig       ] [670/3606] Forecasting CHSCN...
[2025-11-28T20:17:47.975564] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-11-28T20:17:47.975616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-11-28T20:17:47.986807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-11-28T20:17:47.987144] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-11-28T20:17:47.987958] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-11-28T20:17:47.988008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:47.988039] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:47.988098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:47.988154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:48.042740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:48.043603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:48.043684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:48.043718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:48.155923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:48.156070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:48.156110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:48.156176] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:48.159631] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=48.61%)
[2025-11-28T20:17:48.159900] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-11-28T20:17:48.160016] [INFO ] [sig       ] CHSCN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:48.296160] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHSCN.txt
[2025-11-28T20:17:48.296290] [INFO ] [sig       ] [670/3606] Completed CHSCN in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-28T20:17:48.296329] [INFO ] [sig       ] [671/3606] Forecasting CHSCO...
[2025-11-28T20:17:48.296357] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-11-28T20:17:48.296386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-11-28T20:17:48.307493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-11-28T20:17:48.307835] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-11-28T20:17:48.308659] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-11-28T20:17:48.308710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:48.308741] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:48.308768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:48.308825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:48.363467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:48.364314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:48.364400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:48.364431] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:48.478825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:48.478948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:48.478984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:48.479012] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:48.482204] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-11-28T20:17:48.482474] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-11-28T20:17:48.482608] [INFO ] [sig       ] CHSCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:48.618603] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CHSCO.txt
[2025-11-28T20:17:48.618757] [INFO ] [sig       ] [671/3606] Completed CHSCO in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-28T20:17:48.618802] [INFO ] [sig       ] [672/3606] Forecasting CHSCP...
[2025-11-28T20:17:48.618839] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-11-28T20:17:48.618874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-11-28T20:17:48.629808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-11-28T20:17:48.630101] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-11-28T20:17:48.630873] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-11-28T20:17:48.630934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:48.630965] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:48.630991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:48.631045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:48.685030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:48.685604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:48.685677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:48.685707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:48.801793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:48.801936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:48.801974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:48.802003] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:48.805196] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=15.18%)
[2025-11-28T20:17:48.805450] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-11-28T20:17:48.805562] [INFO ] [sig       ] CHSCP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:48.940215] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHSCP.txt
[2025-11-28T20:17:48.940336] [INFO ] [sig       ] [672/3606] Completed CHSCP in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-28T20:17:48.940373] [INFO ] [sig       ] [673/3606] Forecasting CHWY...
[2025-11-28T20:17:48.940402] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-11-28T20:17:48.940432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-11-28T20:17:48.952399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-11-28T20:17:48.952705] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-11-28T20:17:48.953464] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-11-28T20:17:48.953514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:48.953545] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:48.953591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:48.953650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:49.009250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:49.009868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:49.009944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:49.009975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:49.134134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:49.134271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:49.134309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:49.134336] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:49.137636] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=24.03%)
[2025-11-28T20:17:49.137898] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-11-28T20:17:49.138013] [INFO ] [sig       ] CHWY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:49.271891] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHWY.txt
[2025-11-28T20:17:49.272030] [INFO ] [sig       ] [673/3606] Completed CHWY in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-28T20:17:49.272069] [INFO ] [sig       ] [674/3606] Forecasting CHY...
[2025-11-28T20:17:49.272097] [INFO ] [sig       ] Generating forecast for: CHY
[2025-11-28T20:17:49.272125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-11-28T20:17:49.284094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-11-28T20:17:49.284419] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-11-28T20:17:49.285195] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-11-28T20:17:49.285243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:49.285274] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:49.285299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:49.285353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:49.339790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:49.340484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:49.340563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:49.340611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:49.455277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:49.455431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:49.455468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:49.455494] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:49.458747] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-11-28T20:17:49.459009] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-11-28T20:17:49.459124] [INFO ] [sig       ] CHY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:49.592314] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CHY.txt
[2025-11-28T20:17:49.592443] [INFO ] [sig       ] [674/3606] Completed CHY in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-28T20:17:49.592481] [INFO ] [sig       ] [675/3606] Forecasting CI...
[2025-11-28T20:17:49.592510] [INFO ] [sig       ] Generating forecast for: CI
[2025-11-28T20:17:49.592540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-11-28T20:17:49.604194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-11-28T20:17:49.604493] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-11-28T20:17:49.605279] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-11-28T20:17:49.605327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:49.605357] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:49.605382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:49.605435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:49.659410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:49.659984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:49.660057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:49.660088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:49.776306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:49.776450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:49.776487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:49.776514] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:49.779742] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=30.86%)
[2025-11-28T20:17:49.779996] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-11-28T20:17:49.780108] [INFO ] [sig       ] CI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:49.913842] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CI.txt
[2025-11-28T20:17:49.913953] [INFO ] [sig       ] [675/3606] Completed CI in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-28T20:17:49.913998] [INFO ] [sig       ] [676/3606] Forecasting CIA...
[2025-11-28T20:17:49.914027] [INFO ] [sig       ] Generating forecast for: CIA
[2025-11-28T20:17:49.914056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-11-28T20:17:49.925897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-11-28T20:17:49.926281] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-11-28T20:17:49.927378] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-11-28T20:17:49.927443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:49.927494] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:49.927542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:49.927662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:49.984692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:49.985390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:49.985467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:49.985497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:50.100153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:50.100272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:50.100307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:50.100333] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:50.103415] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=41.74%)
[2025-11-28T20:17:50.103685] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-11-28T20:17:50.103803] [INFO ] [sig       ] CIA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:50.244514] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CIA.txt
[2025-11-28T20:17:50.244661] [INFO ] [sig       ] [676/3606] Completed CIA in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-28T20:17:50.244702] [INFO ] [sig       ] [677/3606] Forecasting CIB...
[2025-11-28T20:17:50.244731] [INFO ] [sig       ] Generating forecast for: CIB
[2025-11-28T20:17:50.244762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-11-28T20:17:50.256633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-11-28T20:17:50.257019] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-11-28T20:17:50.257831] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-11-28T20:17:50.257879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:50.257909] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:50.257933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:50.257987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:50.311875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:50.312705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:50.312785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:50.312851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:50.433604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:50.433763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:50.433803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:50.433830] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:50.437132] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-11-28T20:17:50.437410] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-11-28T20:17:50.437555] [INFO ] [sig       ] CIB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:50.572462] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CIB.txt
[2025-11-28T20:17:50.572662] [INFO ] [sig       ] [677/3606] Completed CIB in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-28T20:17:50.572711] [INFO ] [sig       ] [678/3606] Forecasting CIEN...
[2025-11-28T20:17:50.572749] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-11-28T20:17:50.572796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-11-28T20:17:50.584077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-11-28T20:17:50.584374] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-11-28T20:17:50.585139] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-11-28T20:17:50.585188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:50.585218] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:50.585243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:50.585298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:50.639529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:50.640110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:50.640183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:50.640213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:50.759707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:50.759852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:50.759889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:50.759917] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:50.763114] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2025-11-28T20:17:50.763374] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-11-28T20:17:50.763487] [INFO ] [sig       ] CIEN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:50.903418] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CIEN.txt
[2025-11-28T20:17:50.903639] [INFO ] [sig       ] [678/3606] Completed CIEN in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-28T20:17:50.903700] [INFO ] [sig       ] [679/3606] Forecasting CIF...
[2025-11-28T20:17:50.903747] [INFO ] [sig       ] Generating forecast for: CIF
[2025-11-28T20:17:50.903795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-11-28T20:17:50.918233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-11-28T20:17:50.918680] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-11-28T20:17:50.919653] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-11-28T20:17:50.919713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:50.919754] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:50.919790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:50.919865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:50.976275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:50.976934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:50.977012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:50.977045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:51.078630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:51.078737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:51.078771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:51.078819] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:51.081952] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2025-11-28T20:17:51.082219] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-11-28T20:17:51.082336] [INFO ] [sig       ] CIF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:51.227167] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CIF.txt
[2025-11-28T20:17:51.227290] [INFO ] [sig       ] [679/3606] Completed CIF in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-28T20:17:51.227327] [INFO ] [sig       ] [680/3606] Forecasting CIG...
[2025-11-28T20:17:51.227355] [INFO ] [sig       ] Generating forecast for: CIG
[2025-11-28T20:17:51.227384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-11-28T20:17:51.239296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-11-28T20:17:51.239620] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-11-28T20:17:51.240409] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-11-28T20:17:51.240457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:51.240488] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:51.240514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:51.240591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:51.309131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:51.309970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:51.310050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:51.310081] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:51.426053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:51.426211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:51.426251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:51.426279] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:51.429725] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-28T20:17:51.430037] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-11-28T20:17:51.430159] [INFO ] [sig       ] CIG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:51.571808] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CIG.txt
[2025-11-28T20:17:51.572035] [INFO ] [sig       ] [680/3606] Completed CIG in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-28T20:17:51.572091] [INFO ] [sig       ] [681/3606] Forecasting CIGI...
[2025-11-28T20:17:51.572132] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-11-28T20:17:51.572173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-11-28T20:17:51.584039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-11-28T20:17:51.584430] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-11-28T20:17:51.585268] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-11-28T20:17:51.585320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:51.585352] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:51.585379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:51.585433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:51.641614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:51.642438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:51.642566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:51.642620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:51.757873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:51.758274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:51.758456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:51.758515] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:51.762242] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=77.45%)
[2025-11-28T20:17:51.762519] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-11-28T20:17:51.762685] [INFO ] [sig       ] CIGI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:51.897416] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CIGI.txt
[2025-11-28T20:17:51.897555] [INFO ] [sig       ] [681/3606] Completed CIGI in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-28T20:17:51.897611] [INFO ] [sig       ] [682/3606] Forecasting CII...
[2025-11-28T20:17:51.897641] [INFO ] [sig       ] Generating forecast for: CII
[2025-11-28T20:17:51.897671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-11-28T20:17:51.911007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-11-28T20:17:51.911383] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-11-28T20:17:51.912157] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-11-28T20:17:51.912207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:51.912237] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:51.912264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:51.912318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:51.967234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:51.968077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:51.968154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:51.968185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:52.088633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:52.088780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:52.088818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:52.088844] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:52.092109] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=42.35%)
[2025-11-28T20:17:52.092399] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-11-28T20:17:52.092518] [INFO ] [sig       ] CII: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:52.229599] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CII.txt
[2025-11-28T20:17:52.229752] [INFO ] [sig       ] [682/3606] Completed CII in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-28T20:17:52.229791] [INFO ] [sig       ] [683/3606] Forecasting CIM...
[2025-11-28T20:17:52.229823] [INFO ] [sig       ] Generating forecast for: CIM
[2025-11-28T20:17:52.229855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-11-28T20:17:52.241527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-11-28T20:17:52.241848] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-11-28T20:17:52.242617] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-11-28T20:17:52.242667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:52.242698] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:52.242737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:52.242794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:52.297897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:52.298733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:52.298810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:52.298843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:52.415824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:52.415987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:52.416026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:52.416055] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:52.419353] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=63.10%)
[2025-11-28T20:17:52.419677] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-11-28T20:17:52.419807] [INFO ] [sig       ] CIM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:52.557383] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CIM.txt
[2025-11-28T20:17:52.557531] [INFO ] [sig       ] [683/3606] Completed CIM in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-28T20:17:52.557588] [INFO ] [sig       ] [684/3606] Forecasting CINF...
[2025-11-28T20:17:52.557620] [INFO ] [sig       ] Generating forecast for: CINF
[2025-11-28T20:17:52.557650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-11-28T20:17:52.569303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-11-28T20:17:52.569652] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-11-28T20:17:52.570412] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-11-28T20:17:52.570462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:52.570517] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:52.570544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:52.570621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:52.625167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:52.626014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:52.626097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:52.626128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:52.744274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:52.744422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:52.744460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:52.744487] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:52.747760] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-11-28T20:17:52.748063] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-11-28T20:17:52.748188] [INFO ] [sig       ] CINF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:52.895163] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CINF.txt
[2025-11-28T20:17:52.895365] [INFO ] [sig       ] [684/3606] Completed CINF in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-28T20:17:52.895420] [INFO ] [sig       ] [685/3606] Forecasting CING...
[2025-11-28T20:17:52.895459] [INFO ] [sig       ] Generating forecast for: CING
[2025-11-28T20:17:52.895499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-11-28T20:17:52.907334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-11-28T20:17:52.907755] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-11-28T20:17:52.908657] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-11-28T20:17:52.908711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:52.908744] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:52.908772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:52.908829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:52.967751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:52.968618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:52.968696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:52.968727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:53.085927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:53.086072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:53.086109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:53.086136] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:53.089541] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2025-11-28T20:17:53.089849] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-11-28T20:17:53.089973] [INFO ] [sig       ] CING: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:53.226184] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CING.txt
[2025-11-28T20:17:53.226330] [INFO ] [sig       ] [685/3606] Completed CING in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-28T20:17:53.226368] [INFO ] [sig       ] [686/3606] Forecasting CIO...
[2025-11-28T20:17:53.226397] [INFO ] [sig       ] Generating forecast for: CIO
[2025-11-28T20:17:53.226425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-11-28T20:17:53.237914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-11-28T20:17:53.238218] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-11-28T20:17:53.239034] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-11-28T20:17:53.239086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:53.239120] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:53.239148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:53.239205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:53.295253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:53.296200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:53.296283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:53.296315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:53.415773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:53.415913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:53.415950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:53.415978] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:53.419193] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: UP (p=61.42%)
[2025-11-28T20:17:53.419450] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-11-28T20:17:53.419565] [INFO ] [sig       ] CIO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:53.556348] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CIO.txt
[2025-11-28T20:17:53.556494] [INFO ] [sig       ] [686/3606] Completed CIO in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-28T20:17:53.556533] [INFO ] [sig       ] [687/3606] Forecasting CION...
[2025-11-28T20:17:53.556561] [INFO ] [sig       ] Generating forecast for: CION
[2025-11-28T20:17:53.556623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-11-28T20:17:53.567439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-11-28T20:17:53.567795] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-11-28T20:17:53.568598] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-11-28T20:17:53.568646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:53.568676] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:53.568701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:53.568755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:53.624091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:53.624901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:53.624984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:53.625016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:53.751348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:53.751494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:53.751533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:53.751617] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:53.754841] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=79.33%)
[2025-11-28T20:17:53.755116] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-11-28T20:17:53.755233] [INFO ] [sig       ] CION: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:53.892111] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CION.txt
[2025-11-28T20:17:53.892260] [INFO ] [sig       ] [687/3606] Completed CION in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-28T20:17:53.892300] [INFO ] [sig       ] [688/3606] Forecasting CISS...
[2025-11-28T20:17:53.892329] [INFO ] [sig       ] Generating forecast for: CISS
[2025-11-28T20:17:53.892359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'.
[2025-11-28T20:17:53.904536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CISS'.
[2025-11-28T20:17:53.904941] [INFO ] [FORECASTER] Starting predict_future for CISS
[2025-11-28T20:17:53.905712] [DEBUG] [LOCAL     ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt
[2025-11-28T20:17:53.905762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:53.905792] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:53.905817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:53.905874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:53.961127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:53.961954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:53.962038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:53.962069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:54.076903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:54.077050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:54.077087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:54.077115] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:54.080400] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-11-28T20:17:54.080700] [INFO ] [FORECASTER] Completed predict_future for CISS
[2025-11-28T20:17:54.080824] [INFO ] [sig       ] CISS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:54.217654] [INFO ] [LOCAL     ] Saved forecast: CISS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CISS.txt
[2025-11-28T20:17:54.217814] [INFO ] [sig       ] [688/3606] Completed CISS in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-28T20:17:54.217855] [INFO ] [sig       ] [689/3606] Forecasting CIVB...
[2025-11-28T20:17:54.217883] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-11-28T20:17:54.217912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-11-28T20:17:54.229254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-11-28T20:17:54.229652] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-11-28T20:17:54.230398] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-11-28T20:17:54.230445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:54.230476] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:54.230501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:54.230564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:54.286138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:54.286947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:54.287024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:54.287056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:54.402787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:54.402935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:54.402971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:54.402999] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:54.406643] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=72.81%)
[2025-11-28T20:17:54.406909] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-11-28T20:17:54.407026] [INFO ] [sig       ] CIVB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:54.544336] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CIVB.txt
[2025-11-28T20:17:54.544488] [INFO ] [sig       ] [689/3606] Completed CIVB in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-28T20:17:54.544528] [INFO ] [sig       ] [690/3606] Forecasting CIVI...
[2025-11-28T20:17:54.544556] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-11-28T20:17:54.544607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-11-28T20:17:54.555646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-11-28T20:17:54.556008] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-11-28T20:17:54.556771] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-11-28T20:17:54.556819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:54.556849] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:54.556877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:54.556933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:54.611801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:54.612656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:54.612741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:54.612773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:54.728309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:54.728454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:54.728491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:54.728519] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:54.731751] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=47.71%)
[2025-11-28T20:17:54.732031] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-11-28T20:17:54.732152] [INFO ] [sig       ] CIVI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:54.869282] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CIVI.txt
[2025-11-28T20:17:54.869432] [INFO ] [sig       ] [690/3606] Completed CIVI in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-28T20:17:54.869471] [INFO ] [sig       ] [691/3606] Forecasting CLB...
[2025-11-28T20:17:54.869499] [INFO ] [sig       ] Generating forecast for: CLB
[2025-11-28T20:17:54.869528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-11-28T20:17:54.881322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-11-28T20:17:54.881670] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-11-28T20:17:54.882427] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-11-28T20:17:54.882476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:54.882507] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:54.882531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:54.882603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:54.938801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:54.939591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:54.939674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:54.939706] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:55.055357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:55.055505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:55.055548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:55.055648] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:55.059189] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-11-28T20:17:55.059479] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-11-28T20:17:55.059634] [INFO ] [sig       ] CLB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:55.197342] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CLB.txt
[2025-11-28T20:17:55.197488] [INFO ] [sig       ] [691/3606] Completed CLB in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-28T20:17:55.197526] [INFO ] [sig       ] [692/3606] Forecasting CLBK...
[2025-11-28T20:17:55.197555] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-11-28T20:17:55.197603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-11-28T20:17:55.208767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-11-28T20:17:55.209059] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-11-28T20:17:55.209886] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-11-28T20:17:55.209937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:55.209968] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:55.209994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:55.210049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:55.270286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:55.271051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:55.271130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:55.271163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:55.385772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:55.385917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:55.385953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:55.385982] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:55.389414] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-11-28T20:17:55.389704] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-11-28T20:17:55.389825] [INFO ] [sig       ] CLBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:55.525963] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CLBK.txt
[2025-11-28T20:17:55.526090] [INFO ] [sig       ] [692/3606] Completed CLBK in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-28T20:17:55.526127] [INFO ] [sig       ] [693/3606] Forecasting CLCO...
[2025-11-28T20:17:55.526156] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-11-28T20:17:55.526185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-11-28T20:17:55.536856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-11-28T20:17:55.537188] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-11-28T20:17:55.537975] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-11-28T20:17:55.538025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:55.538085] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:55.538113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:55.538167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:55.595184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:55.596007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:55.596088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:55.596123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:55.716534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:55.716697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:55.716735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:55.716762] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:55.720101] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-11-28T20:17:55.720374] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-11-28T20:17:55.720494] [INFO ] [sig       ] CLCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:55.857762] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CLCO.txt
[2025-11-28T20:17:55.857906] [INFO ] [sig       ] [693/3606] Completed CLCO in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-28T20:17:55.857944] [INFO ] [sig       ] [694/3606] Forecasting CLDX...
[2025-11-28T20:17:55.857972] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-11-28T20:17:55.858000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-11-28T20:17:55.869366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-11-28T20:17:55.869779] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-11-28T20:17:55.870594] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-11-28T20:17:55.870649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:55.870682] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:55.870712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:55.870771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:55.926926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:55.927680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:55.927801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:55.927846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:56.048281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:56.048437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:56.048485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:56.048515] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:56.051809] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2025-11-28T20:17:56.052149] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-11-28T20:17:56.052290] [INFO ] [sig       ] CLDX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:56.195615] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CLDX.txt
[2025-11-28T20:17:56.195764] [INFO ] [sig       ] [694/3606] Completed CLDX in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-28T20:17:56.195802] [INFO ] [sig       ] [695/3606] Forecasting CLF...
[2025-11-28T20:17:56.195831] [INFO ] [sig       ] Generating forecast for: CLF
[2025-11-28T20:17:56.195860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-11-28T20:17:56.207071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-11-28T20:17:56.207406] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-11-28T20:17:56.208396] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-11-28T20:17:56.208446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:56.208477] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:56.208503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:56.208560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:56.267181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:56.268057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:56.268139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:56.268172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:56.395235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:56.395382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:56.395421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:56.395452] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:56.398921] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-11-28T20:17:56.399233] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-11-28T20:17:56.399368] [INFO ] [sig       ] CLF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:56.540905] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CLF.txt
[2025-11-28T20:17:56.541035] [INFO ] [sig       ] [695/3606] Completed CLF in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-28T20:17:56.541076] [INFO ] [sig       ] [696/3606] Forecasting CLFD...
[2025-11-28T20:17:56.541106] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-11-28T20:17:56.541136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-11-28T20:17:56.551884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-11-28T20:17:56.552181] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-11-28T20:17:56.552976] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-11-28T20:17:56.553038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:56.553071] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:56.553099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:56.553157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:56.610123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:56.610817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:56.610894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:56.610927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:56.730828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:56.730973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:56.731012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:56.731041] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:56.734358] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-11-28T20:17:56.734645] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-11-28T20:17:56.734768] [INFO ] [sig       ] CLFD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:56.870809] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CLFD.txt
[2025-11-28T20:17:56.870976] [INFO ] [sig       ] [696/3606] Completed CLFD in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-28T20:17:56.871024] [INFO ] [sig       ] [697/3606] Forecasting CLH...
[2025-11-28T20:17:56.871055] [INFO ] [sig       ] Generating forecast for: CLH
[2025-11-28T20:17:56.871087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-11-28T20:17:56.882038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-11-28T20:17:56.882331] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-11-28T20:17:56.883105] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-11-28T20:17:56.883155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:56.883188] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:56.883217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:56.883273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:56.942756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:56.943439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:56.943518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:56.943552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:57.061716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:57.061861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:57.061901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:57.061932] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:57.065225] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=38.53%)
[2025-11-28T20:17:57.065492] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-11-28T20:17:57.065631] [INFO ] [sig       ] CLH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:57.202998] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CLH.txt
[2025-11-28T20:17:57.203173] [INFO ] [sig       ] [697/3606] Completed CLH in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-28T20:17:57.203216] [INFO ] [sig       ] [698/3606] Forecasting CLLS...
[2025-11-28T20:17:57.203247] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-11-28T20:17:57.203280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-11-28T20:17:57.215412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-11-28T20:17:57.215724] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-11-28T20:17:57.216483] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-11-28T20:17:57.216533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:57.216566] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:57.216617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:57.216677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:57.274181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:57.274938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:57.275017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:57.275050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:57.400150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:57.400297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:57.400336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:57.400367] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:57.403779] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=43.25%)
[2025-11-28T20:17:57.404045] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-11-28T20:17:57.404163] [INFO ] [sig       ] CLLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:57.545405] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CLLS.txt
[2025-11-28T20:17:57.545536] [INFO ] [sig       ] [698/3606] Completed CLLS in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-28T20:17:57.545589] [INFO ] [sig       ] [699/3606] Forecasting CLMB...
[2025-11-28T20:17:57.545620] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-11-28T20:17:57.545649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-11-28T20:17:57.556520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-11-28T20:17:57.556844] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-11-28T20:17:57.557623] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-11-28T20:17:57.557674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:57.557706] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:57.557734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:57.557791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:57.614707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:57.615437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:57.615516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:57.615549] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:57.735587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:57.735736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:57.735776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:57.735805] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:57.739100] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=18.09%)
[2025-11-28T20:17:57.739367] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-11-28T20:17:57.739486] [INFO ] [sig       ] CLMB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:57.879244] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CLMB.txt
[2025-11-28T20:17:57.879398] [INFO ] [sig       ] [699/3606] Completed CLMB in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-28T20:17:57.879445] [INFO ] [sig       ] [700/3606] Forecasting CLNE...
[2025-11-28T20:17:57.879475] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-11-28T20:17:57.879505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-11-28T20:17:57.890772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-11-28T20:17:57.891154] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-11-28T20:17:57.892003] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-11-28T20:17:57.892054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:57.892087] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:57.892115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:57.892171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:57.948853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:57.949678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:57.949755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:57.949788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:58.066672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:58.066826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:58.066879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:58.066911] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:58.070260] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-11-28T20:17:58.070536] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-11-28T20:17:58.070686] [INFO ] [sig       ] CLNE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:58.205536] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CLNE.txt
[2025-11-28T20:17:58.205700] [INFO ] [sig       ] [700/3606] Completed CLNE in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-28T20:17:58.205739] [INFO ] [sig       ] [701/3606] Forecasting CLNN...
[2025-11-28T20:17:58.205767] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-11-28T20:17:58.205796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-11-28T20:17:58.216235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-11-28T20:17:58.216550] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-11-28T20:17:58.217305] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-11-28T20:17:58.217353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:58.217405] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:58.217433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:58.217488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:58.272493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:58.273323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:58.273402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:58.273433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:58.394070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:58.394212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:58.394250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:58.394277] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:58.397454] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=48.86%)
[2025-11-28T20:17:58.397745] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-11-28T20:17:58.397860] [INFO ] [sig       ] CLNN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:58.533193] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CLNN.txt
[2025-11-28T20:17:58.533325] [INFO ] [sig       ] [701/3606] Completed CLNN in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-28T20:17:58.533363] [INFO ] [sig       ] [702/3606] Forecasting CLRB...
[2025-11-28T20:17:58.533391] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-11-28T20:17:58.533420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-11-28T20:17:58.544863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-11-28T20:17:58.545162] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-11-28T20:17:58.545966] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-11-28T20:17:58.546017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:58.546048] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:58.546076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:58.546132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:58.603524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:58.604264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:58.604341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:58.604373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:58.721546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:58.721688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:58.721726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:58.721753] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:58.725023] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-11-28T20:17:58.725282] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-11-28T20:17:58.725397] [INFO ] [sig       ] CLRB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:17:58.864838] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CLRB.txt
[2025-11-28T20:17:58.864987] [INFO ] [sig       ] [702/3606] Completed CLRB in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-28T20:17:58.865034] [INFO ] [sig       ] [703/3606] Forecasting CLRO...
[2025-11-28T20:17:58.865062] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-11-28T20:17:58.865091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-11-28T20:17:58.875710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-11-28T20:17:58.876031] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-11-28T20:17:58.876791] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-11-28T20:17:58.876838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:58.876868] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:58.876894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:58.876948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:58.933367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:58.934018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:58.934093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:58.934125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:59.044720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:59.044864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:59.044921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:59.044952] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:59.048324] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-11-28T20:17:59.048607] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-11-28T20:17:59.048727] [INFO ] [sig       ] CLRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:59.184696] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CLRO.txt
[2025-11-28T20:17:59.184827] [INFO ] [sig       ] [703/3606] Completed CLRO in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-28T20:17:59.184865] [INFO ] [sig       ] [704/3606] Forecasting CLS...
[2025-11-28T20:17:59.184893] [INFO ] [sig       ] Generating forecast for: CLS
[2025-11-28T20:17:59.184924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-11-28T20:17:59.195856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-11-28T20:17:59.196161] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-11-28T20:17:59.196921] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-11-28T20:17:59.196970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:59.197000] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:59.197025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:59.197079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:59.252233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:59.252936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:59.253013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:59.253046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:59.370847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:59.370992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:59.371030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:59.371091] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:59.374467] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-11-28T20:17:59.374763] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-11-28T20:17:59.374888] [INFO ] [sig       ] CLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:59.511561] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CLS.txt
[2025-11-28T20:17:59.511725] [INFO ] [sig       ] [704/3606] Completed CLS in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-28T20:17:59.511764] [INFO ] [sig       ] [705/3606] Forecasting CLSM...
[2025-11-28T20:17:59.511792] [INFO ] [sig       ] Generating forecast for: CLSM
[2025-11-28T20:17:59.511821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLSM' from 'https://tdm.silogroup.org/data/derivative_storage/CLSM.csv'.
[2025-11-28T20:17:59.522488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLSM'.
[2025-11-28T20:17:59.522807] [INFO ] [FORECASTER] Starting predict_future for CLSM
[2025-11-28T20:17:59.523558] [DEBUG] [LOCAL     ] No optimal features file found for CLSM: ./output/feature-sets/CLSM.txt
[2025-11-28T20:17:59.523623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:59.523653] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:59.523678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:59.523732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:59.579812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:59.580536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:59.580631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:59.580665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:17:59.681182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:17:59.681330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:17:59.681368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:17:59.681395] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:17:59.684603] [DEBUG] [FORECASTER] CLSM: Forecast T+1@11:T+2@11: DOWN (p=16.53%)
[2025-11-28T20:17:59.684869] [INFO ] [FORECASTER] Completed predict_future for CLSM
[2025-11-28T20:17:59.684992] [INFO ] [sig       ] CLSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:17:59.818909] [INFO ] [LOCAL     ] Saved forecast: CLSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CLSM.txt
[2025-11-28T20:17:59.819044] [INFO ] [sig       ] [705/3606] Completed CLSM in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-28T20:17:59.819083] [INFO ] [sig       ] [706/3606] Forecasting CLX...
[2025-11-28T20:17:59.819110] [INFO ] [sig       ] Generating forecast for: CLX
[2025-11-28T20:17:59.819139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-11-28T20:17:59.830335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-11-28T20:17:59.830651] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-11-28T20:17:59.831393] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-11-28T20:17:59.831441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:17:59.831470] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:17:59.831495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:17:59.831549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:17:59.885560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:17:59.886288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:17:59.886366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:17:59.886397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:00.007009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:00.007163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:00.007202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:00.007231] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:00.010828] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-11-28T20:18:00.011197] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-11-28T20:18:00.011336] [INFO ] [sig       ] CLX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:00.148353] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CLX.txt
[2025-11-28T20:18:00.148516] [INFO ] [sig       ] [706/3606] Completed CLX in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-28T20:18:00.148560] [INFO ] [sig       ] [707/3606] Forecasting CM...
[2025-11-28T20:18:00.148609] [INFO ] [sig       ] Generating forecast for: CM
[2025-11-28T20:18:00.148641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-11-28T20:18:00.160413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-11-28T20:18:00.160797] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-11-28T20:18:00.161544] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-11-28T20:18:00.161609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:00.161654] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:00.161682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:00.161738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:00.216811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:00.217670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:00.217749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:00.217780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:00.348751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:00.348941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:00.348984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:00.349012] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:00.352403] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-11-28T20:18:00.352696] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-11-28T20:18:00.352822] [INFO ] [sig       ] CM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:00.491425] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CM.txt
[2025-11-28T20:18:00.491607] [INFO ] [sig       ] [707/3606] Completed CM in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-28T20:18:00.491651] [INFO ] [sig       ] [708/3606] Forecasting CMA...
[2025-11-28T20:18:00.491683] [INFO ] [sig       ] Generating forecast for: CMA
[2025-11-28T20:18:00.491713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-11-28T20:18:00.503783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-11-28T20:18:00.504166] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-11-28T20:18:00.504973] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-11-28T20:18:00.505024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:00.505056] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:00.505083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:00.505140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:00.562037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:00.562878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:00.562959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:00.562994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:00.704472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:00.704651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:00.704691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:00.704718] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:00.707964] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-11-28T20:18:00.708268] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-11-28T20:18:00.708389] [INFO ] [sig       ] CMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:00.847658] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMA.txt
[2025-11-28T20:18:00.847809] [INFO ] [sig       ] [708/3606] Completed CMA in 0.4s | 2.98 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-28T20:18:00.847848] [INFO ] [sig       ] [709/3606] Forecasting CMC...
[2025-11-28T20:18:00.847877] [INFO ] [sig       ] Generating forecast for: CMC
[2025-11-28T20:18:00.847907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-11-28T20:18:00.859304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-11-28T20:18:00.859701] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-11-28T20:18:00.860448] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-11-28T20:18:00.860497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:00.860527] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:00.860553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:00.860639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:00.916997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:00.917831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:00.917919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:00.917952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:01.039383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:01.039536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:01.039592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:01.039624] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:01.042925] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=25.72%)
[2025-11-28T20:18:01.043200] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-11-28T20:18:01.043320] [INFO ] [sig       ] CMC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:01.181798] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMC.txt
[2025-11-28T20:18:01.181962] [INFO ] [sig       ] [709/3606] Completed CMC in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-28T20:18:01.182002] [INFO ] [sig       ] [710/3606] Forecasting CMCM...
[2025-11-28T20:18:01.182035] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-11-28T20:18:01.182065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-11-28T20:18:01.195624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-11-28T20:18:01.196113] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-11-28T20:18:01.196978] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-11-28T20:18:01.197032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:01.197061] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:01.197085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:01.197139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:01.251702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:01.252470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:01.252556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:01.252615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:01.362639] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:01.362796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:01.362833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:01.362860] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:01.366115] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=72.93%)
[2025-11-28T20:18:01.366379] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-11-28T20:18:01.366497] [INFO ] [sig       ] CMCM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:01.501021] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CMCM.txt
[2025-11-28T20:18:01.501164] [INFO ] [sig       ] [710/3606] Completed CMCM in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-28T20:18:01.501202] [INFO ] [sig       ] [711/3606] Forecasting CMCO...
[2025-11-28T20:18:01.501237] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-11-28T20:18:01.501267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-11-28T20:18:01.513667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-11-28T20:18:01.513997] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-11-28T20:18:01.514778] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-11-28T20:18:01.514825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:01.514855] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:01.514880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:01.514934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:01.569218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:01.569991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:01.570099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:01.570132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:01.688460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:01.688631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:01.688670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:01.688698] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:01.691936] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-11-28T20:18:01.692198] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-11-28T20:18:01.692315] [INFO ] [sig       ] CMCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:01.829245] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CMCO.txt
[2025-11-28T20:18:01.829388] [INFO ] [sig       ] [711/3606] Completed CMCO in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-28T20:18:01.829427] [INFO ] [sig       ] [712/3606] Forecasting CMCSA...
[2025-11-28T20:18:01.829456] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-11-28T20:18:01.829485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-11-28T20:18:01.841903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-11-28T20:18:01.842231] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-11-28T20:18:01.843008] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-11-28T20:18:01.843057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:01.843086] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:01.843110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:01.843350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:01.897699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:01.898432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:01.898510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:01.898541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:02.020343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:02.020519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:02.020557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:02.020603] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:02.023893] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-11-28T20:18:02.024164] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-11-28T20:18:02.024282] [INFO ] [sig       ] CMCSA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:02.158007] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CMCSA.txt
[2025-11-28T20:18:02.158173] [INFO ] [sig       ] [712/3606] Completed CMCSA in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-28T20:18:02.158213] [INFO ] [sig       ] [713/3606] Forecasting CME...
[2025-11-28T20:18:02.158241] [INFO ] [sig       ] Generating forecast for: CME
[2025-11-28T20:18:02.158270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-11-28T20:18:02.169511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-11-28T20:18:02.169857] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-11-28T20:18:02.170620] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-11-28T20:18:02.170668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:02.170698] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:02.170723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:02.170778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:02.225361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:02.226105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:02.226185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:02.226216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:02.343107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:02.343264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:02.343301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:02.343328] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:02.346544] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2025-11-28T20:18:02.346826] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-11-28T20:18:02.346944] [INFO ] [sig       ] CME: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:02.482987] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CME.txt
[2025-11-28T20:18:02.483132] [INFO ] [sig       ] [713/3606] Completed CME in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-28T20:18:02.483170] [INFO ] [sig       ] [714/3606] Forecasting CMG...
[2025-11-28T20:18:02.483198] [INFO ] [sig       ] Generating forecast for: CMG
[2025-11-28T20:18:02.483227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-11-28T20:18:02.494986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-11-28T20:18:02.495286] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-11-28T20:18:02.496058] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-11-28T20:18:02.496109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:02.496140] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:02.496166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:02.496221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:02.551476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:02.552092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:02.552167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:02.552197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:02.666494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:02.666654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:02.666690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:02.666736] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:02.669977] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-11-28T20:18:02.670265] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-11-28T20:18:02.670394] [INFO ] [sig       ] CMG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:02.805171] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CMG.txt
[2025-11-28T20:18:02.805326] [INFO ] [sig       ] [714/3606] Completed CMG in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-28T20:18:02.805367] [INFO ] [sig       ] [715/3606] Forecasting CMI...
[2025-11-28T20:18:02.805396] [INFO ] [sig       ] Generating forecast for: CMI
[2025-11-28T20:18:02.805425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-11-28T20:18:02.817257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-11-28T20:18:02.817630] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-11-28T20:18:02.818427] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-11-28T20:18:02.818475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:02.818507] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:02.818532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:02.818603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:02.873234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:02.874058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:02.874138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:02.874169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:02.995437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:02.995614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:02.995653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:02.995680] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:02.998934] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=47.97%)
[2025-11-28T20:18:02.999206] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-11-28T20:18:02.999329] [INFO ] [sig       ] CMI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:03.133088] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMI.txt
[2025-11-28T20:18:03.133244] [INFO ] [sig       ] [715/3606] Completed CMI in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-28T20:18:03.133283] [INFO ] [sig       ] [716/3606] Forecasting CMMB...
[2025-11-28T20:18:03.133312] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-11-28T20:18:03.133341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-11-28T20:18:03.145150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-11-28T20:18:03.145492] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-11-28T20:18:03.146310] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-11-28T20:18:03.146359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:03.146389] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:03.146414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:03.146468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:03.201140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:03.201837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:03.201915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:03.201962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:03.317984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:03.318188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:03.318230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:03.318257] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:03.321585] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=54.30%)
[2025-11-28T20:18:03.321863] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-11-28T20:18:03.321983] [INFO ] [sig       ] CMMB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:03.460809] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CMMB.txt
[2025-11-28T20:18:03.460966] [INFO ] [sig       ] [716/3606] Completed CMMB in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-28T20:18:03.461006] [INFO ] [sig       ] [717/3606] Forecasting CMP...
[2025-11-28T20:18:03.461035] [INFO ] [sig       ] Generating forecast for: CMP
[2025-11-28T20:18:03.461066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-11-28T20:18:03.472997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-11-28T20:18:03.473320] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-11-28T20:18:03.474115] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-11-28T20:18:03.474165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:03.474197] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:03.474222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:03.474275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:03.536824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:03.537892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:03.537973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:03.538006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:03.665515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:03.665692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:03.665740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:03.665777] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:03.669269] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-11-28T20:18:03.669540] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-11-28T20:18:03.669680] [INFO ] [sig       ] CMP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:03.810514] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CMP.txt
[2025-11-28T20:18:03.810717] [INFO ] [sig       ] [717/3606] Completed CMP in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-28T20:18:03.810770] [INFO ] [sig       ] [718/3606] Forecasting CMPO...
[2025-11-28T20:18:03.810801] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-11-28T20:18:03.810832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-11-28T20:18:03.823100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-11-28T20:18:03.823438] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-11-28T20:18:03.824244] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-11-28T20:18:03.824292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:03.824347] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:03.824374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:03.824452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:03.879663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:03.880544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:03.880643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:03.880676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:04.003986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:04.004143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:04.004181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:04.004208] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:04.007452] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-11-28T20:18:04.007728] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-11-28T20:18:04.007844] [INFO ] [sig       ] CMPO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:04.147371] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMPO.txt
[2025-11-28T20:18:04.147502] [INFO ] [sig       ] [718/3606] Completed CMPO in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-28T20:18:04.147541] [INFO ] [sig       ] [719/3606] Forecasting CMPS...
[2025-11-28T20:18:04.147586] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-11-28T20:18:04.147618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-11-28T20:18:04.158849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-11-28T20:18:04.159205] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-11-28T20:18:04.160033] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-11-28T20:18:04.160083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:04.160116] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:04.160142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:04.160198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:04.217829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:04.218564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:04.218660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:04.218692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:04.340594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:04.340742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:04.340778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:04.340805] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:04.344091] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=19.01%)
[2025-11-28T20:18:04.344375] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-11-28T20:18:04.344493] [INFO ] [sig       ] CMPS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:04.479488] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMPS.txt
[2025-11-28T20:18:04.479652] [INFO ] [sig       ] [719/3606] Completed CMPS in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-28T20:18:04.479712] [INFO ] [sig       ] [720/3606] Forecasting CMPX...
[2025-11-28T20:18:04.479741] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-11-28T20:18:04.479769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-11-28T20:18:04.490827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-11-28T20:18:04.491126] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-11-28T20:18:04.491869] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-11-28T20:18:04.491929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:04.491960] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:04.491986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:04.492040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:04.548744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:04.549569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:04.549667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:04.549701] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:04.671774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:04.671930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:04.671970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:04.671999] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:04.675344] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-11-28T20:18:04.675629] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-11-28T20:18:04.675749] [INFO ] [sig       ] CMPX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:04.809327] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMPX.txt
[2025-11-28T20:18:04.809447] [INFO ] [sig       ] [720/3606] Completed CMPX in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-28T20:18:04.809485] [INFO ] [sig       ] [721/3606] Forecasting CMRE...
[2025-11-28T20:18:04.809513] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-11-28T20:18:04.809542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-11-28T20:18:04.822090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-11-28T20:18:04.822536] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-11-28T20:18:04.823453] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-11-28T20:18:04.823506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:04.823537] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:04.823562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:04.823641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:04.881611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:04.882523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:04.882637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:04.882672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:05.014532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:05.014729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:05.014784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:05.014871] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:05.019190] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-11-28T20:18:05.019462] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-11-28T20:18:05.019613] [INFO ] [sig       ] CMRE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:05.157791] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CMRE.txt
[2025-11-28T20:18:05.157933] [INFO ] [sig       ] [721/3606] Completed CMRE in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-28T20:18:05.157972] [INFO ] [sig       ] [722/3606] Forecasting CMS...
[2025-11-28T20:18:05.158000] [INFO ] [sig       ] Generating forecast for: CMS
[2025-11-28T20:18:05.158030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-11-28T20:18:05.170140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-11-28T20:18:05.170485] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-11-28T20:18:05.171288] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-11-28T20:18:05.171347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:05.171379] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:05.171407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:05.171463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:05.227633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:05.228256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:05.228332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:05.228364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:05.355826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:05.355975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:05.356015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:05.356043] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:05.359728] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2025-11-28T20:18:05.359998] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-11-28T20:18:05.360119] [INFO ] [sig       ] CMS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:05.496067] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMS.txt
[2025-11-28T20:18:05.496240] [INFO ] [sig       ] [722/3606] Completed CMS in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-28T20:18:05.496279] [INFO ] [sig       ] [723/3606] Forecasting CMSA...
[2025-11-28T20:18:05.496307] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-11-28T20:18:05.496335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-11-28T20:18:05.507666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-11-28T20:18:05.508025] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-11-28T20:18:05.508846] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-11-28T20:18:05.508897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:05.508928] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:05.508955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:05.509011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:05.579063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:05.579911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:05.579993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:05.580026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:05.693025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:05.693184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:05.693223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:05.693252] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:05.696619] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=22.47%)
[2025-11-28T20:18:05.696876] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-11-28T20:18:05.696990] [INFO ] [sig       ] CMSA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:05.832964] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMSA.txt
[2025-11-28T20:18:05.833104] [INFO ] [sig       ] [723/3606] Completed CMSA in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-28T20:18:05.833141] [INFO ] [sig       ] [724/3606] Forecasting CMSC...
[2025-11-28T20:18:05.833170] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-11-28T20:18:05.833199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-11-28T20:18:05.844745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-11-28T20:18:05.845077] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-11-28T20:18:05.845851] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-11-28T20:18:05.845899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:05.845929] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:05.845954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:05.846008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:05.900040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:05.900722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:05.900796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:05.900827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:06.011925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:06.012083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:06.012121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:06.012147] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:06.015366] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=16.01%)
[2025-11-28T20:18:06.015646] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-11-28T20:18:06.015763] [INFO ] [sig       ] CMSC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:06.151829] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMSC.txt
[2025-11-28T20:18:06.151975] [INFO ] [sig       ] [724/3606] Completed CMSC in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-28T20:18:06.152014] [INFO ] [sig       ] [725/3606] Forecasting CMSD...
[2025-11-28T20:18:06.152043] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-11-28T20:18:06.152072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-11-28T20:18:06.163145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-11-28T20:18:06.163470] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-11-28T20:18:06.164243] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-11-28T20:18:06.164292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:06.164323] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:06.164348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:06.164402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:06.225542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:06.226402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:06.226481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:06.226514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:06.358737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:06.358888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:06.358928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:06.358957] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:06.362313] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-11-28T20:18:06.362618] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-11-28T20:18:06.362739] [INFO ] [sig       ] CMSD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:06.497028] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMSD.txt
[2025-11-28T20:18:06.497147] [INFO ] [sig       ] [725/3606] Completed CMSD in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-28T20:18:06.497186] [INFO ] [sig       ] [726/3606] Forecasting CMTG...
[2025-11-28T20:18:06.497214] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-11-28T20:18:06.497241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-11-28T20:18:06.510797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-11-28T20:18:06.511163] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-11-28T20:18:06.512058] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-11-28T20:18:06.512110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:06.512142] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:06.512168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:06.512224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:06.573605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:06.574407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:06.574492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:06.574524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:06.696213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:06.696368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:06.696407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:06.696436] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:06.699891] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=70.60%)
[2025-11-28T20:18:06.700201] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-11-28T20:18:06.700346] [INFO ] [sig       ] CMTG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:06.850558] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CMTG.txt
[2025-11-28T20:18:06.850722] [INFO ] [sig       ] [726/3606] Completed CMTG in 0.4s | 2.98 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-28T20:18:06.850762] [INFO ] [sig       ] [727/3606] Forecasting CMTL...
[2025-11-28T20:18:06.850795] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-11-28T20:18:06.850838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-11-28T20:18:06.862545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-11-28T20:18:06.862863] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-11-28T20:18:06.863607] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-11-28T20:18:06.863656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:06.863686] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:06.863711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:06.863766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:06.917662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:06.918265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:06.918339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:06.918369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:07.036249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:07.036406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:07.036442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:07.036469] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:07.039684] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-11-28T20:18:07.039939] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-11-28T20:18:07.040052] [INFO ] [sig       ] CMTL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:07.173408] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CMTL.txt
[2025-11-28T20:18:07.173513] [INFO ] [sig       ] [727/3606] Completed CMTL in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-28T20:18:07.173551] [INFO ] [sig       ] [728/3606] Forecasting CNA...
[2025-11-28T20:18:07.173597] [INFO ] [sig       ] Generating forecast for: CNA
[2025-11-28T20:18:07.173628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-11-28T20:18:07.185682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-11-28T20:18:07.186058] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-11-28T20:18:07.187020] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-11-28T20:18:07.187082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:07.187122] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:07.187161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:07.187245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:07.247895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:07.248805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:07.248921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:07.248956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:07.375644] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:07.375805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:07.375845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:07.375873] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:07.379534] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=35.09%)
[2025-11-28T20:18:07.379826] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-11-28T20:18:07.379950] [INFO ] [sig       ] CNA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:07.533124] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNA.txt
[2025-11-28T20:18:07.533292] [INFO ] [sig       ] [728/3606] Completed CNA in 0.4s | 2.98 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-28T20:18:07.533347] [INFO ] [sig       ] [729/3606] Forecasting CNC...
[2025-11-28T20:18:07.533391] [INFO ] [sig       ] Generating forecast for: CNC
[2025-11-28T20:18:07.533436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-11-28T20:18:07.545944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-11-28T20:18:07.546302] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-11-28T20:18:07.547143] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-11-28T20:18:07.547206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:07.547242] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:07.547268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:07.547322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:07.609047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:07.609962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:07.610055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:07.610095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:07.743616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:07.743794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:07.743849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:07.743883] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:07.747692] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-11-28T20:18:07.747977] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-11-28T20:18:07.748139] [INFO ] [sig       ] CNC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:07.899718] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNC.txt
[2025-11-28T20:18:07.899869] [INFO ] [sig       ] [729/3606] Completed CNC in 0.4s | 2.98 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-28T20:18:07.899909] [INFO ] [sig       ] [730/3606] Forecasting CNEY...
[2025-11-28T20:18:07.899938] [INFO ] [sig       ] Generating forecast for: CNEY
[2025-11-28T20:18:07.899969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNEY' from 'https://tdm.silogroup.org/data/derivative_storage/CNEY.csv'.
[2025-11-28T20:18:07.912318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNEY'.
[2025-11-28T20:18:07.912766] [INFO ] [FORECASTER] Starting predict_future for CNEY
[2025-11-28T20:18:07.913744] [DEBUG] [LOCAL     ] No optimal features file found for CNEY: ./output/feature-sets/CNEY.txt
[2025-11-28T20:18:07.913806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:07.913844] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:07.913872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:07.913928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:07.975254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:07.976094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:07.976175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:07.976208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:08.097270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:08.097424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:08.097464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:08.097492] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:08.100830] [DEBUG] [FORECASTER] CNEY: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-11-28T20:18:08.101100] [INFO ] [FORECASTER] Completed predict_future for CNEY
[2025-11-28T20:18:08.101220] [INFO ] [sig       ] CNEY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:08.240589] [INFO ] [LOCAL     ] Saved forecast: CNEY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNEY.txt
[2025-11-28T20:18:08.240725] [INFO ] [sig       ] [730/3606] Completed CNEY in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-28T20:18:08.240764] [INFO ] [sig       ] [731/3606] Forecasting CNF...
[2025-11-28T20:18:08.240792] [INFO ] [sig       ] Generating forecast for: CNF
[2025-11-28T20:18:08.240822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-11-28T20:18:08.252062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-11-28T20:18:08.252398] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-11-28T20:18:08.253371] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-11-28T20:18:08.253420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:08.253462] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:08.253488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:08.253543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:08.309300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:08.310113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:08.310212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:08.310246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:08.415741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:08.415894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:08.415931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:08.415960] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:08.419180] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=62.77%)
[2025-11-28T20:18:08.419439] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-11-28T20:18:08.419555] [INFO ] [sig       ] CNF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:08.558280] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNF.txt
[2025-11-28T20:18:08.558442] [INFO ] [sig       ] [731/3606] Completed CNF in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-28T20:18:08.558480] [INFO ] [sig       ] [732/3606] Forecasting CNI...
[2025-11-28T20:18:08.558510] [INFO ] [sig       ] Generating forecast for: CNI
[2025-11-28T20:18:08.558540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-11-28T20:18:08.569139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-11-28T20:18:08.569443] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-11-28T20:18:08.570181] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-11-28T20:18:08.570230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:08.570260] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:08.570286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:08.570341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:08.625101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:08.625819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:08.625895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:08.625926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:08.745090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:08.745245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:08.745283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:08.745311] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:08.748550] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=49.72%)
[2025-11-28T20:18:08.748834] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-11-28T20:18:08.748952] [INFO ] [sig       ] CNI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:08.888171] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNI.txt
[2025-11-28T20:18:08.888315] [INFO ] [sig       ] [732/3606] Completed CNI in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-28T20:18:08.888354] [INFO ] [sig       ] [733/3606] Forecasting CNK...
[2025-11-28T20:18:08.888382] [INFO ] [sig       ] Generating forecast for: CNK
[2025-11-28T20:18:08.888412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-11-28T20:18:08.899751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-11-28T20:18:08.900110] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-11-28T20:18:08.900886] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-11-28T20:18:08.900939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:08.900971] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:08.900999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:08.901054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:08.958931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:08.959791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:08.959868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:08.959902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:09.083709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:09.083862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:09.083901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:09.083929] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:09.087171] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2025-11-28T20:18:09.087441] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-11-28T20:18:09.087567] [INFO ] [sig       ] CNK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:09.224136] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNK.txt
[2025-11-28T20:18:09.224279] [INFO ] [sig       ] [733/3606] Completed CNK in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-28T20:18:09.224317] [INFO ] [sig       ] [734/3606] Forecasting CNM...
[2025-11-28T20:18:09.224347] [INFO ] [sig       ] Generating forecast for: CNM
[2025-11-28T20:18:09.224375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-11-28T20:18:09.235244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-11-28T20:18:09.235560] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-11-28T20:18:09.236325] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-11-28T20:18:09.236375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:09.236406] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:09.236432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:09.236487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:09.290676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:09.291407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:09.291483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:09.291514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:09.418807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:09.418962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:09.419001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:09.419030] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:09.422324] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-11-28T20:18:09.422605] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-11-28T20:18:09.422726] [INFO ] [sig       ] CNM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:09.561624] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNM.txt
[2025-11-28T20:18:09.561763] [INFO ] [sig       ] [734/3606] Completed CNM in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-28T20:18:09.561821] [INFO ] [sig       ] [735/3606] Forecasting CNMD...
[2025-11-28T20:18:09.561853] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-11-28T20:18:09.561882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-11-28T20:18:09.572610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-11-28T20:18:09.572913] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-11-28T20:18:09.573671] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-11-28T20:18:09.573720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:09.573776] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:09.573803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:09.573859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:09.628805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:09.629560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:09.629661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:09.629694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:09.764981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:09.765136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:09.765176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:09.765204] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:09.768534] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2025-11-28T20:18:09.768823] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-11-28T20:18:09.768958] [INFO ] [sig       ] CNMD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:09.904461] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNMD.txt
[2025-11-28T20:18:09.904628] [INFO ] [sig       ] [735/3606] Completed CNMD in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-28T20:18:09.904670] [INFO ] [sig       ] [736/3606] Forecasting CNNE...
[2025-11-28T20:18:09.904700] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-11-28T20:18:09.904729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-11-28T20:18:09.915872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-11-28T20:18:09.916176] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-11-28T20:18:09.916973] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-11-28T20:18:09.917035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:09.917071] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:09.917098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:09.917155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:09.971260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:09.971938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:09.972015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:09.972046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:10.108036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:10.108214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:10.108253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:10.108281] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:10.111656] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=22.18%)
[2025-11-28T20:18:10.111931] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-11-28T20:18:10.112077] [INFO ] [sig       ] CNNE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:10.251536] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNNE.txt
[2025-11-28T20:18:10.251683] [INFO ] [sig       ] [736/3606] Completed CNNE in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-28T20:18:10.251721] [INFO ] [sig       ] [737/3606] Forecasting CNO...
[2025-11-28T20:18:10.251749] [INFO ] [sig       ] Generating forecast for: CNO
[2025-11-28T20:18:10.251779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-11-28T20:18:10.263052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-11-28T20:18:10.263353] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-11-28T20:18:10.264199] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-11-28T20:18:10.264249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:10.264279] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:10.264304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:10.264358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:10.319896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:10.320559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:10.320652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:10.320685] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:10.440707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:10.440854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:10.440893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:10.440922] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:10.444199] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=12.20%)
[2025-11-28T20:18:10.444465] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-11-28T20:18:10.444598] [INFO ] [sig       ] CNO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:10.579752] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNO.txt
[2025-11-28T20:18:10.579881] [INFO ] [sig       ] [737/3606] Completed CNO in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-28T20:18:10.579919] [INFO ] [sig       ] [738/3606] Forecasting CNOB...
[2025-11-28T20:18:10.579948] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-11-28T20:18:10.579977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-11-28T20:18:10.591253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-11-28T20:18:10.591529] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-11-28T20:18:10.592265] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-11-28T20:18:10.592314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:10.592343] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:10.592368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:10.592427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:10.651339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:10.652259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:10.652345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:10.652378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:10.773132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:10.773270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:10.773308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:10.773383] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:10.776846] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=75.07%)
[2025-11-28T20:18:10.777174] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-11-28T20:18:10.777313] [INFO ] [sig       ] CNOB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:10.914707] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNOB.txt
[2025-11-28T20:18:10.914863] [INFO ] [sig       ] [738/3606] Completed CNOB in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-28T20:18:10.914908] [INFO ] [sig       ] [739/3606] Forecasting CNP...
[2025-11-28T20:18:10.914939] [INFO ] [sig       ] Generating forecast for: CNP
[2025-11-28T20:18:10.914981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-11-28T20:18:10.926133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-11-28T20:18:10.926436] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-11-28T20:18:10.927191] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-11-28T20:18:10.927242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:10.927274] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:10.927301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:10.927358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:10.983294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:10.984138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:10.984226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:10.984259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:11.106455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:11.106626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:11.106668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:11.106698] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:11.110096] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2025-11-28T20:18:11.110356] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-11-28T20:18:11.110476] [INFO ] [sig       ] CNP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:11.245425] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNP.txt
[2025-11-28T20:18:11.245551] [INFO ] [sig       ] [739/3606] Completed CNP in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-28T20:18:11.245606] [INFO ] [sig       ] [740/3606] Forecasting CNQ...
[2025-11-28T20:18:11.245636] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-11-28T20:18:11.245665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-11-28T20:18:11.256456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-11-28T20:18:11.256758] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-11-28T20:18:11.257489] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-11-28T20:18:11.257540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:11.257589] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:11.257619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:11.257676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:11.312967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:11.313678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:11.313756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:11.313804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:11.439393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:11.439544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:11.439645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:11.439694] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:11.443003] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=75.20%)
[2025-11-28T20:18:11.443267] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-11-28T20:18:11.443385] [INFO ] [sig       ] CNQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:11.579999] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNQ.txt
[2025-11-28T20:18:11.580126] [INFO ] [sig       ] [740/3606] Completed CNQ in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-28T20:18:11.580163] [INFO ] [sig       ] [741/3606] Forecasting CNS...
[2025-11-28T20:18:11.580192] [INFO ] [sig       ] Generating forecast for: CNS
[2025-11-28T20:18:11.580221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-11-28T20:18:11.590886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-11-28T20:18:11.591162] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-11-28T20:18:11.591924] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-11-28T20:18:11.591975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:11.592005] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:11.592032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:11.592087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:11.648323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:11.649084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:11.649166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:11.649200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:11.765361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:11.765497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:11.765534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:11.765563] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:11.769083] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=79.45%)
[2025-11-28T20:18:11.769349] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-11-28T20:18:11.769469] [INFO ] [sig       ] CNS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:11.904931] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNS.txt
[2025-11-28T20:18:11.905059] [INFO ] [sig       ] [741/3606] Completed CNS in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-28T20:18:11.905097] [INFO ] [sig       ] [742/3606] Forecasting CNSP...
[2025-11-28T20:18:11.905124] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-11-28T20:18:11.905153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-11-28T20:18:11.916597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-11-28T20:18:11.916928] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-11-28T20:18:11.917695] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-11-28T20:18:11.917746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:11.917778] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:11.917817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:11.917874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:11.979119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:11.980191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:11.980295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:11.980343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:12.107393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:12.107545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:12.107602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:12.107633] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:12.110964] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=39.06%)
[2025-11-28T20:18:12.111232] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-11-28T20:18:12.111352] [INFO ] [sig       ] CNSP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:12.247826] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNSP.txt
[2025-11-28T20:18:12.247956] [INFO ] [sig       ] [742/3606] Completed CNSP in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-28T20:18:12.247996] [INFO ] [sig       ] [743/3606] Forecasting CNTA...
[2025-11-28T20:18:12.248024] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-11-28T20:18:12.248068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-11-28T20:18:12.259074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-11-28T20:18:12.259344] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-11-28T20:18:12.260085] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-11-28T20:18:12.260134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:12.260164] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:12.260190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:12.260244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:12.315859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:12.316614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:12.316695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:12.316727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:12.441867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:12.442019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:12.442058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:12.442088] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:12.445496] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-11-28T20:18:12.445834] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-11-28T20:18:12.445968] [INFO ] [sig       ] CNTA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:12.596631] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNTA.txt
[2025-11-28T20:18:12.596760] [INFO ] [sig       ] [743/3606] Completed CNTA in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-28T20:18:12.596798] [INFO ] [sig       ] [744/3606] Forecasting CNTY...
[2025-11-28T20:18:12.596826] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-11-28T20:18:12.596859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-11-28T20:18:12.608253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-11-28T20:18:12.608565] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-11-28T20:18:12.609338] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-11-28T20:18:12.609387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:12.609418] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:12.609444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:12.609499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:12.665047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:12.665685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:12.665761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:12.665794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:12.789563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:12.789724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:12.789764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:12.789794] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:12.793144] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-11-28T20:18:12.793409] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-11-28T20:18:12.793540] [INFO ] [sig       ] CNTY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:12.929456] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNTY.txt
[2025-11-28T20:18:12.929618] [INFO ] [sig       ] [744/3606] Completed CNTY in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-28T20:18:12.929658] [INFO ] [sig       ] [745/3606] Forecasting CNVS...
[2025-11-28T20:18:12.929688] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-11-28T20:18:12.929716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-11-28T20:18:12.940394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-11-28T20:18:12.940682] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-11-28T20:18:12.941395] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-11-28T20:18:12.941443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:12.941473] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:12.941499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:12.941554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:12.998021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:12.998814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:12.998920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:12.998954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:13.117331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:13.117465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:13.117501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:13.117530] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:13.120820] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-11-28T20:18:13.121091] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-11-28T20:18:13.121210] [INFO ] [sig       ] CNVS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:13.255991] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNVS.txt
[2025-11-28T20:18:13.256113] [INFO ] [sig       ] [745/3606] Completed CNVS in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-28T20:18:13.256153] [INFO ] [sig       ] [746/3606] Forecasting CNX...
[2025-11-28T20:18:13.256182] [INFO ] [sig       ] Generating forecast for: CNX
[2025-11-28T20:18:13.256218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-11-28T20:18:13.267154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-11-28T20:18:13.267444] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-11-28T20:18:13.268217] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-11-28T20:18:13.268268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:13.268304] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:13.268331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:13.268387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:13.324081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:13.324748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:13.324822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:13.324854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:13.444404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:13.444537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:13.444590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:13.444622] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:13.447832] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-11-28T20:18:13.448114] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-11-28T20:18:13.448232] [INFO ] [sig       ] CNX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:13.584403] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNX.txt
[2025-11-28T20:18:13.584531] [INFO ] [sig       ] [746/3606] Completed CNX in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-28T20:18:13.584585] [INFO ] [sig       ] [747/3606] Forecasting CNXC...
[2025-11-28T20:18:13.584621] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-11-28T20:18:13.584649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-11-28T20:18:13.596347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-11-28T20:18:13.596680] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-11-28T20:18:13.597560] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-11-28T20:18:13.597644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:13.597691] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:13.597735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:13.597808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:13.652555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:13.653289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:13.653370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:13.653402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:13.774022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:13.774167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:13.774204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:13.774232] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:13.777414] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-11-28T20:18:13.777689] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-11-28T20:18:13.777804] [INFO ] [sig       ] CNXC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:13.919764] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNXC.txt
[2025-11-28T20:18:13.919905] [INFO ] [sig       ] [747/3606] Completed CNXC in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-28T20:18:13.919944] [INFO ] [sig       ] [748/3606] Forecasting CNXN...
[2025-11-28T20:18:13.919974] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-11-28T20:18:13.920004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-11-28T20:18:13.932475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-11-28T20:18:13.932831] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-11-28T20:18:13.933614] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-11-28T20:18:13.933663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:13.933695] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:13.933720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:13.933774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:13.988673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:13.989437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:13.989519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:13.989552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:14.104406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:14.104546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:14.104602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:14.104631] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:14.107836] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-11-28T20:18:14.108120] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-11-28T20:18:14.108236] [INFO ] [sig       ] CNXN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:14.245247] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNXN.txt
[2025-11-28T20:18:14.245443] [INFO ] [sig       ] [748/3606] Completed CNXN in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-28T20:18:14.245484] [INFO ] [sig       ] [749/3606] Forecasting COCO...
[2025-11-28T20:18:14.245512] [INFO ] [sig       ] Generating forecast for: COCO
[2025-11-28T20:18:14.245542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-11-28T20:18:14.257850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-11-28T20:18:14.258206] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-11-28T20:18:14.258967] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-11-28T20:18:14.259018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:14.259048] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:14.259075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:14.259129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:14.314297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:14.315153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:14.315249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:14.315281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:14.433991] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:14.434106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:14.434141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:14.434167] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:14.437312] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=60.36%)
[2025-11-28T20:18:14.437599] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-11-28T20:18:14.437715] [INFO ] [sig       ] COCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:14.571987] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COCO.txt
[2025-11-28T20:18:14.572140] [INFO ] [sig       ] [749/3606] Completed COCO in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-28T20:18:14.572179] [INFO ] [sig       ] [750/3606] Forecasting CODA...
[2025-11-28T20:18:14.572209] [INFO ] [sig       ] Generating forecast for: CODA
[2025-11-28T20:18:14.572238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-11-28T20:18:14.584909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-11-28T20:18:14.585247] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-11-28T20:18:14.585998] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-11-28T20:18:14.586046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:14.586075] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:14.586101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:14.586155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:14.640304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:14.640905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:14.640990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:14.641028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:14.748640] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:14.748793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:14.748830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:14.748858] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:14.752025] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-11-28T20:18:14.752284] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-11-28T20:18:14.752400] [INFO ] [sig       ] CODA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:14.886062] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CODA.txt
[2025-11-28T20:18:14.886184] [INFO ] [sig       ] [750/3606] Completed CODA in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-28T20:18:14.886222] [INFO ] [sig       ] [751/3606] Forecasting CODI...
[2025-11-28T20:18:14.886250] [INFO ] [sig       ] Generating forecast for: CODI
[2025-11-28T20:18:14.886278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-11-28T20:18:14.897058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-11-28T20:18:14.897350] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-11-28T20:18:14.898120] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-11-28T20:18:14.898170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:14.898200] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:14.898226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:14.898280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:14.953411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:14.954198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:14.954295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:14.954340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:15.070063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:15.070199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:15.070237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:15.070269] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:15.073533] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=66.79%)
[2025-11-28T20:18:15.073821] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-11-28T20:18:15.073943] [INFO ] [sig       ] CODI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:15.212691] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CODI.txt
[2025-11-28T20:18:15.212818] [INFO ] [sig       ] [751/3606] Completed CODI in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-28T20:18:15.212856] [INFO ] [sig       ] [752/3606] Forecasting COEP...
[2025-11-28T20:18:15.212884] [INFO ] [sig       ] Generating forecast for: COEP
[2025-11-28T20:18:15.212913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-11-28T20:18:15.224984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-11-28T20:18:15.225353] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-11-28T20:18:15.226121] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-11-28T20:18:15.226171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:15.226228] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:15.226255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:15.226310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:15.280196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:15.280924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:15.281021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:15.281053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:15.399267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:15.399428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:15.399465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:15.399492] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:15.402778] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=59.27%)
[2025-11-28T20:18:15.403039] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-11-28T20:18:15.403155] [INFO ] [sig       ] COEP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:15.538431] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COEP.txt
[2025-11-28T20:18:15.538612] [INFO ] [sig       ] [752/3606] Completed COEP in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-28T20:18:15.538654] [INFO ] [sig       ] [753/3606] Forecasting COF...
[2025-11-28T20:18:15.538683] [INFO ] [sig       ] Generating forecast for: COF
[2025-11-28T20:18:15.538711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-11-28T20:18:15.550722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-11-28T20:18:15.551038] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-11-28T20:18:15.551794] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-11-28T20:18:15.551843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:15.551873] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:15.551898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:15.551952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:15.607524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:15.608207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:15.608302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:15.608334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:15.731749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:15.731909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:15.731950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:15.731979] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:15.735343] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-11-28T20:18:15.735631] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-11-28T20:18:15.735755] [INFO ] [sig       ] COF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:15.871764] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/COF.txt
[2025-11-28T20:18:15.871893] [INFO ] [sig       ] [753/3606] Completed COF in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-28T20:18:15.871930] [INFO ] [sig       ] [754/3606] Forecasting COFS...
[2025-11-28T20:18:15.871959] [INFO ] [sig       ] Generating forecast for: COFS
[2025-11-28T20:18:15.871987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-11-28T20:18:15.883187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-11-28T20:18:15.883484] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-11-28T20:18:15.884255] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-11-28T20:18:15.884307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:15.884339] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:15.884366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:15.884422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:15.940588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:15.941255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:15.941332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:15.941364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:16.052165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:16.052317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:16.052356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:16.052383] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:16.055717] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-11-28T20:18:16.056005] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-11-28T20:18:16.056127] [INFO ] [sig       ] COFS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:16.195636] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COFS.txt
[2025-11-28T20:18:16.195787] [INFO ] [sig       ] [754/3606] Completed COFS in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-28T20:18:16.195825] [INFO ] [sig       ] [755/3606] Forecasting COIN...
[2025-11-28T20:18:16.195853] [INFO ] [sig       ] Generating forecast for: COIN
[2025-11-28T20:18:16.195884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-11-28T20:18:16.207269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-11-28T20:18:16.207609] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-11-28T20:18:16.208367] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-11-28T20:18:16.208429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:16.208461] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:16.208487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:16.208542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:16.264340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:16.265015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:16.265111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:16.265144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:16.391949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:16.392120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:16.392172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:16.392249] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:16.396980] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-11-28T20:18:16.397404] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-11-28T20:18:16.397605] [INFO ] [sig       ] COIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:16.542105] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/COIN.txt
[2025-11-28T20:18:16.542229] [INFO ] [sig       ] [755/3606] Completed COIN in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-28T20:18:16.542266] [INFO ] [sig       ] [756/3606] Forecasting COKE...
[2025-11-28T20:18:16.542295] [INFO ] [sig       ] Generating forecast for: COKE
[2025-11-28T20:18:16.542323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-11-28T20:18:16.553732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-11-28T20:18:16.554009] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-11-28T20:18:16.554747] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-11-28T20:18:16.554795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:16.554825] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:16.554851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:16.554905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:16.608891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:16.609487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:16.609560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:16.609608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:16.724941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:16.725080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:16.725118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:16.725146] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:16.728334] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-11-28T20:18:16.728609] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-11-28T20:18:16.728725] [INFO ] [sig       ] COKE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:16.867751] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/COKE.txt
[2025-11-28T20:18:16.867889] [INFO ] [sig       ] [756/3606] Completed COKE in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-28T20:18:16.867929] [INFO ] [sig       ] [757/3606] Forecasting COLB...
[2025-11-28T20:18:16.867956] [INFO ] [sig       ] Generating forecast for: COLB
[2025-11-28T20:18:16.867986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-11-28T20:18:16.878813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-11-28T20:18:16.879137] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-11-28T20:18:16.879907] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-11-28T20:18:16.879958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:16.879990] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:16.880017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:16.880073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:16.936817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:16.937485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:16.937563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:16.937615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:17.055844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:17.056000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:17.056038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:17.056066] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:17.059349] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=55.47%)
[2025-11-28T20:18:17.059651] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-11-28T20:18:17.059793] [INFO ] [sig       ] COLB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:17.198320] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COLB.txt
[2025-11-28T20:18:17.198454] [INFO ] [sig       ] [757/3606] Completed COLB in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-28T20:18:17.198493] [INFO ] [sig       ] [758/3606] Forecasting COLD...
[2025-11-28T20:18:17.198522] [INFO ] [sig       ] Generating forecast for: COLD
[2025-11-28T20:18:17.198552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-11-28T20:18:17.209441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-11-28T20:18:17.209733] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-11-28T20:18:17.210463] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-11-28T20:18:17.210510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:17.210540] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:17.210564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:17.210639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:17.267350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:17.268072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:17.268149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:17.268182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:17.396865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:17.397023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:17.397070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:17.397110] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:17.401023] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-11-28T20:18:17.401385] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-11-28T20:18:17.401525] [INFO ] [sig       ] COLD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:17.553904] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/COLD.txt
[2025-11-28T20:18:17.554042] [INFO ] [sig       ] [758/3606] Completed COLD in 0.4s | 2.98 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-28T20:18:17.554089] [INFO ] [sig       ] [759/3606] Forecasting COLL...
[2025-11-28T20:18:17.554117] [INFO ] [sig       ] Generating forecast for: COLL
[2025-11-28T20:18:17.554145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-11-28T20:18:17.566018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-11-28T20:18:17.566440] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-11-28T20:18:17.567229] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-11-28T20:18:17.567279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:17.567309] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:17.567336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:17.567392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:17.624396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:17.625192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:17.625272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:17.625312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:17.751737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:17.751857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:17.751894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:17.751921] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:17.755310] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-11-28T20:18:17.755595] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-11-28T20:18:17.755728] [INFO ] [sig       ] COLL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:17.894638] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COLL.txt
[2025-11-28T20:18:17.894744] [INFO ] [sig       ] [759/3606] Completed COLL in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-28T20:18:17.894780] [INFO ] [sig       ] [760/3606] Forecasting COLM...
[2025-11-28T20:18:17.894808] [INFO ] [sig       ] Generating forecast for: COLM
[2025-11-28T20:18:17.894836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-11-28T20:18:17.906979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-11-28T20:18:17.907343] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-11-28T20:18:17.908190] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-11-28T20:18:17.908240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:17.908271] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:17.908296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:17.908351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:17.966248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:17.967196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:17.967283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:17.967315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:18.085488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:18.085678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:18.085850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:18.085886] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:18.089364] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=51.34%)
[2025-11-28T20:18:18.089690] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-11-28T20:18:18.089817] [INFO ] [sig       ] COLM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:18.230186] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COLM.txt
[2025-11-28T20:18:18.230361] [INFO ] [sig       ] [760/3606] Completed COLM in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-28T20:18:18.230401] [INFO ] [sig       ] [761/3606] Forecasting COMM...
[2025-11-28T20:18:18.230430] [INFO ] [sig       ] Generating forecast for: COMM
[2025-11-28T20:18:18.230460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-11-28T20:18:18.242625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-11-28T20:18:18.243005] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-11-28T20:18:18.243803] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-11-28T20:18:18.243853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:18.243883] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:18.243908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:18.243964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:18.301369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:18.302302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:18.302391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:18.302424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:18.425839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:18.426002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:18.426041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:18.426068] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:18.429376] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: DOWN (p=24.31%)
[2025-11-28T20:18:18.429672] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-11-28T20:18:18.429817] [INFO ] [sig       ] COMM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:18.575405] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/COMM.txt
[2025-11-28T20:18:18.575603] [INFO ] [sig       ] [761/3606] Completed COMM in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-28T20:18:18.575646] [INFO ] [sig       ] [762/3606] Forecasting COMP...
[2025-11-28T20:18:18.575675] [INFO ] [sig       ] Generating forecast for: COMP
[2025-11-28T20:18:18.575710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-11-28T20:18:18.587282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-11-28T20:18:18.587595] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-11-28T20:18:18.588338] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-11-28T20:18:18.588389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:18.588419] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:18.588446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:18.588500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:18.642646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:18.643232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:18.643332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:18.643364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:18.761315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:18.761459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:18.761514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:18.761543] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:18.764808] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=31.45%)
[2025-11-28T20:18:18.765064] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-11-28T20:18:18.765178] [INFO ] [sig       ] COMP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:18.899327] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/COMP.txt
[2025-11-28T20:18:18.899449] [INFO ] [sig       ] [762/3606] Completed COMP in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-28T20:18:18.899485] [INFO ] [sig       ] [763/3606] Forecasting CONL...
[2025-11-28T20:18:18.899514] [INFO ] [sig       ] Generating forecast for: CONL
[2025-11-28T20:18:18.899542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-11-28T20:18:18.910887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-11-28T20:18:18.911174] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-11-28T20:18:18.912099] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-11-28T20:18:18.912147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:18.912176] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:18.912201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:18.912254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:18.966859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:18.967433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:18.967507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:18.967537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:19.085158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:19.085296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:19.085334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:19.085362] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:19.088692] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=48.67%)
[2025-11-28T20:18:19.088949] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-11-28T20:18:19.089065] [INFO ] [sig       ] CONL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:19.221997] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CONL.txt
[2025-11-28T20:18:19.222129] [INFO ] [sig       ] [763/3606] Completed CONL in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-28T20:18:19.222165] [INFO ] [sig       ] [764/3606] Forecasting COO...
[2025-11-28T20:18:19.222194] [INFO ] [sig       ] Generating forecast for: COO
[2025-11-28T20:18:19.222224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-11-28T20:18:19.232998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-11-28T20:18:19.233286] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-11-28T20:18:19.234015] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-11-28T20:18:19.234063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:19.234092] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:19.234118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:19.234172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:19.291724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:19.292403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:19.292497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:19.292529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:19.407447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:19.407600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:19.407640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:19.407667] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:19.410865] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=62.13%)
[2025-11-28T20:18:19.411120] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-11-28T20:18:19.411235] [INFO ] [sig       ] COO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:19.544474] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COO.txt
[2025-11-28T20:18:19.544606] [INFO ] [sig       ] [764/3606] Completed COO in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-28T20:18:19.544644] [INFO ] [sig       ] [765/3606] Forecasting COP...
[2025-11-28T20:18:19.544672] [INFO ] [sig       ] Generating forecast for: COP
[2025-11-28T20:18:19.544702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-11-28T20:18:19.557458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-11-28T20:18:19.557882] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-11-28T20:18:19.558699] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-11-28T20:18:19.558748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:19.558778] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:19.558803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:19.558857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:19.614793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:19.615705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:19.615790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:19.615823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:19.748810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:19.748970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:19.749011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:19.749038] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:19.752365] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-11-28T20:18:19.752645] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-11-28T20:18:19.752767] [INFO ] [sig       ] COP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:19.889678] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COP.txt
[2025-11-28T20:18:19.889824] [INFO ] [sig       ] [765/3606] Completed COP in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-28T20:18:19.889863] [INFO ] [sig       ] [766/3606] Forecasting CORZ...
[2025-11-28T20:18:19.889892] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-11-28T20:18:19.889921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-11-28T20:18:19.902849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-11-28T20:18:19.903210] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-11-28T20:18:19.903952] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-11-28T20:18:19.904001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:19.904045] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:19.904072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:19.904127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:19.959868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:19.960478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:19.960553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:19.960602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:20.081167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:20.081315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:20.081353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:20.081381] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:20.084569] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=44.58%)
[2025-11-28T20:18:20.084840] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-11-28T20:18:20.084957] [INFO ] [sig       ] CORZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:20.223352] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CORZ.txt
[2025-11-28T20:18:20.223502] [INFO ] [sig       ] [766/3606] Completed CORZ in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-28T20:18:20.223541] [INFO ] [sig       ] [767/3606] Forecasting CORZZ...
[2025-11-28T20:18:20.223584] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-11-28T20:18:20.223617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-11-28T20:18:20.235869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-11-28T20:18:20.236222] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-11-28T20:18:20.236961] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-11-28T20:18:20.237008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:20.237038] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:20.237064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:20.237117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:20.290782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:20.291434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:20.291507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:20.291539] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:20.399862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:20.400007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:20.400043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:20.400071] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:20.403242] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=33.18%)
[2025-11-28T20:18:20.403496] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-11-28T20:18:20.403632] [INFO ] [sig       ] CORZZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:20.537817] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CORZZ.txt
[2025-11-28T20:18:20.537968] [INFO ] [sig       ] [767/3606] Completed CORZZ in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-28T20:18:20.538008] [INFO ] [sig       ] [768/3606] Forecasting COTY...
[2025-11-28T20:18:20.538036] [INFO ] [sig       ] Generating forecast for: COTY
[2025-11-28T20:18:20.538082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-11-28T20:18:20.548808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-11-28T20:18:20.549087] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-11-28T20:18:20.549815] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-11-28T20:18:20.549863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:20.549893] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:20.549919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:20.549973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:20.604004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:20.604780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:20.604856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:20.604886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:20.724658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:20.724786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:20.724822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:20.724850] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:20.727987] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-11-28T20:18:20.728256] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-11-28T20:18:20.728373] [INFO ] [sig       ] COTY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:20.865744] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/COTY.txt
[2025-11-28T20:18:20.865864] [INFO ] [sig       ] [768/3606] Completed COTY in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:20.865901] [INFO ] [sig       ] [769/3606] Forecasting COWG...
[2025-11-28T20:18:20.865930] [INFO ] [sig       ] Generating forecast for: COWG
[2025-11-28T20:18:20.865958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-11-28T20:18:20.876667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-11-28T20:18:20.876935] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-11-28T20:18:20.877674] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-11-28T20:18:20.877722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:20.877774] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:20.877802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:20.877857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:20.931869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:20.932459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:20.932535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:20.932566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:21.046436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:21.046602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:21.046641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:21.046669] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:21.049880] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-11-28T20:18:21.050133] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-11-28T20:18:21.050246] [INFO ] [sig       ] COWG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:21.183899] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/COWG.txt
[2025-11-28T20:18:21.184018] [INFO ] [sig       ] [769/3606] Completed COWG in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:21.184084] [INFO ] [sig       ] [770/3606] Forecasting COYA...
[2025-11-28T20:18:21.184114] [INFO ] [sig       ] Generating forecast for: COYA
[2025-11-28T20:18:21.184143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-11-28T20:18:21.195231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-11-28T20:18:21.195540] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-11-28T20:18:21.196264] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-11-28T20:18:21.196312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:21.196343] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:21.196368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:21.196423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:21.250457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:21.251052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:21.251125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:21.251155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:21.361124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:21.361243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:21.361279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:21.361306] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:21.364455] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=72.46%)
[2025-11-28T20:18:21.364729] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-11-28T20:18:21.364842] [INFO ] [sig       ] COYA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:21.501614] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COYA.txt
[2025-11-28T20:18:21.501913] [INFO ] [sig       ] [770/3606] Completed COYA in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:21.501950] [INFO ] [sig       ] [771/3606] Forecasting CP...
[2025-11-28T20:18:21.501978] [INFO ] [sig       ] Generating forecast for: CP
[2025-11-28T20:18:21.502007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-11-28T20:18:21.513871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-11-28T20:18:21.514257] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-11-28T20:18:21.515035] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-11-28T20:18:21.515085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:21.515116] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:21.515142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:21.515197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:21.570358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:21.571227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:21.571309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:21.571339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:21.694879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:21.695040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:21.695078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:21.695105] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:21.698465] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-11-28T20:18:21.698761] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-11-28T20:18:21.698881] [INFO ] [sig       ] CP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:21.836861] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CP.txt
[2025-11-28T20:18:21.837008] [INFO ] [sig       ] [771/3606] Completed CP in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:21.837047] [INFO ] [sig       ] [772/3606] Forecasting CPA...
[2025-11-28T20:18:21.837075] [INFO ] [sig       ] Generating forecast for: CPA
[2025-11-28T20:18:21.837106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-11-28T20:18:21.848833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-11-28T20:18:21.849152] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-11-28T20:18:21.849927] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-11-28T20:18:21.849975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:21.850005] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:21.850030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:21.850084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:21.904069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:21.904754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:21.904831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:21.904861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:22.022480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:22.022644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:22.022681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:22.022708] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:22.025959] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2025-11-28T20:18:22.026220] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-11-28T20:18:22.026335] [INFO ] [sig       ] CPA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:22.160447] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CPA.txt
[2025-11-28T20:18:22.160596] [INFO ] [sig       ] [772/3606] Completed CPA in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:22.160637] [INFO ] [sig       ] [773/3606] Forecasting CPB...
[2025-11-28T20:18:22.160666] [INFO ] [sig       ] Generating forecast for: CPB
[2025-11-28T20:18:22.160695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-11-28T20:18:22.172672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-11-28T20:18:22.173058] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-11-28T20:18:22.173819] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-11-28T20:18:22.173867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:22.173896] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:22.173921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:22.173975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:22.230201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:22.231047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:22.231127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:22.231159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:22.345438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:22.345606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:22.345644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:22.345689] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:22.348906] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-11-28T20:18:22.349173] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-11-28T20:18:22.349293] [INFO ] [sig       ] CPB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:22.493685] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CPB.txt
[2025-11-28T20:18:22.493842] [INFO ] [sig       ] [773/3606] Completed CPB in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:22.493883] [INFO ] [sig       ] [774/3606] Forecasting CPF...
[2025-11-28T20:18:22.493912] [INFO ] [sig       ] Generating forecast for: CPF
[2025-11-28T20:18:22.493943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-11-28T20:18:22.506131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-11-28T20:18:22.506461] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-11-28T20:18:22.507250] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-11-28T20:18:22.507300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:22.507331] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:22.507358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:22.507414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:22.564816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:22.565460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:22.565538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:22.565587] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:22.681828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:22.681964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:22.682002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:22.682030] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:22.685351] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=21.58%)
[2025-11-28T20:18:22.685633] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-11-28T20:18:22.685751] [INFO ] [sig       ] CPF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:22.829206] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CPF.txt
[2025-11-28T20:18:22.829356] [INFO ] [sig       ] [774/3606] Completed CPF in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:22.829398] [INFO ] [sig       ] [775/3606] Forecasting CPIX...
[2025-11-28T20:18:22.829428] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-11-28T20:18:22.829460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-11-28T20:18:22.841146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-11-28T20:18:22.841460] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-11-28T20:18:22.842215] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-11-28T20:18:22.842265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:22.842296] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:22.842323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:22.842380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:22.899446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:22.900057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:22.900131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:22.900178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:23.025284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:23.025430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:23.025468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:23.025497] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:23.028824] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-11-28T20:18:23.029088] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-11-28T20:18:23.029206] [INFO ] [sig       ] CPIX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:23.171118] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CPIX.txt
[2025-11-28T20:18:23.171249] [INFO ] [sig       ] [775/3606] Completed CPIX in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:23.171287] [INFO ] [sig       ] [776/3606] Forecasting CPK...
[2025-11-28T20:18:23.171315] [INFO ] [sig       ] Generating forecast for: CPK
[2025-11-28T20:18:23.171343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-11-28T20:18:23.182420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-11-28T20:18:23.182695] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-11-28T20:18:23.183400] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-11-28T20:18:23.183448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:23.183478] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:23.183504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:23.183563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:23.238267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:23.238929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:23.239001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:23.239032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:23.352475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:23.352630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:23.352668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:23.352694] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:23.355910] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-11-28T20:18:23.356165] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-11-28T20:18:23.356280] [INFO ] [sig       ] CPK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:23.492615] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CPK.txt
[2025-11-28T20:18:23.492725] [INFO ] [sig       ] [776/3606] Completed CPK in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:23.492762] [INFO ] [sig       ] [777/3606] Forecasting CPNG...
[2025-11-28T20:18:23.492789] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-11-28T20:18:23.492818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-11-28T20:18:23.504454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-11-28T20:18:23.504796] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-11-28T20:18:23.505527] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-11-28T20:18:23.505590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:23.505625] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:23.505663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:23.505719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:23.560989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:23.561648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:23.561733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:23.561764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:23.685315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:23.685430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:23.685466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:23.685492] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:23.688773] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=41.26%)
[2025-11-28T20:18:23.689030] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-11-28T20:18:23.689146] [INFO ] [sig       ] CPNG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:23.825291] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CPNG.txt
[2025-11-28T20:18:23.825411] [INFO ] [sig       ] [777/3606] Completed CPNG in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:23.825448] [INFO ] [sig       ] [778/3606] Forecasting CPRI...
[2025-11-28T20:18:23.825476] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-11-28T20:18:23.825504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-11-28T20:18:23.836381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-11-28T20:18:23.836669] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-11-28T20:18:23.837381] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-11-28T20:18:23.837428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:23.837458] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:23.837482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:23.837537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:23.892696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:23.893277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:23.893349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:23.893379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:24.012806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:24.012906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:24.012938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:24.012965] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:24.015947] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-28T20:18:24.016196] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-11-28T20:18:24.016311] [INFO ] [sig       ] CPRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:24.153188] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CPRI.txt
[2025-11-28T20:18:24.153291] [INFO ] [sig       ] [778/3606] Completed CPRI in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:24.153327] [INFO ] [sig       ] [779/3606] Forecasting CPRX...
[2025-11-28T20:18:24.153354] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-11-28T20:18:24.153382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-11-28T20:18:24.164337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-11-28T20:18:24.164634] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-11-28T20:18:24.165356] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-11-28T20:18:24.165405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:24.165435] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:24.165462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:24.165517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:24.220666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:24.221367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:24.221462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:24.221493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:24.339193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:24.339294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:24.339329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:24.339355] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:24.342409] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2025-11-28T20:18:24.342685] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-11-28T20:18:24.342800] [INFO ] [sig       ] CPRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:24.477053] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CPRX.txt
[2025-11-28T20:18:24.477155] [INFO ] [sig       ] [779/3606] Completed CPRX in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.8m
[2025-11-28T20:18:24.477191] [INFO ] [sig       ] [780/3606] Forecasting CPS...
[2025-11-28T20:18:24.477220] [INFO ] [sig       ] Generating forecast for: CPS
[2025-11-28T20:18:24.477249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-11-28T20:18:24.488075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-11-28T20:18:24.488348] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-11-28T20:18:24.489166] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-11-28T20:18:24.489217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:24.489247] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:24.489272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:24.489328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:24.544106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:24.544704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:24.544777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:24.544808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:24.664953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:24.665046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:24.665079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:24.665106] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:24.668118] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=72.43%)
[2025-11-28T20:18:24.668368] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-11-28T20:18:24.668481] [INFO ] [sig       ] CPS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:24.818750] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CPS.txt
[2025-11-28T20:18:24.818878] [INFO ] [sig       ] [780/3606] Completed CPS in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-28T20:18:24.818917] [INFO ] [sig       ] [781/3606] Forecasting CPSH...
[2025-11-28T20:18:24.818944] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-11-28T20:18:24.818980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-11-28T20:18:24.830477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-11-28T20:18:24.830807] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-11-28T20:18:24.831531] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-11-28T20:18:24.831595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:24.831627] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:24.831652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:24.831707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:24.886953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:24.887517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:24.887622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:24.887661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:25.005217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:25.005318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:25.005351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:25.005384] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:25.008437] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=8.34%)
[2025-11-28T20:18:25.008706] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-11-28T20:18:25.008819] [INFO ] [sig       ] CPSH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:25.142334] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CPSH.txt
[2025-11-28T20:18:25.142435] [INFO ] [sig       ] [781/3606] Completed CPSH in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-28T20:18:25.142471] [INFO ] [sig       ] [782/3606] Forecasting CPSS...
[2025-11-28T20:18:25.142499] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-11-28T20:18:25.142528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-11-28T20:18:25.153340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-11-28T20:18:25.153654] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-11-28T20:18:25.154428] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-11-28T20:18:25.154477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:25.154509] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:25.154536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:25.154624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:25.209326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:25.209894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:25.209965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:25.209996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:25.311941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:25.312029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:25.312062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:25.312090] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:25.315025] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-11-28T20:18:25.315271] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-11-28T20:18:25.315384] [INFO ] [sig       ] CPSS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:25.449807] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CPSS.txt
[2025-11-28T20:18:25.449938] [INFO ] [sig       ] [782/3606] Completed CPSS in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-28T20:18:25.449976] [INFO ] [sig       ] [783/3606] Forecasting CPZ...
[2025-11-28T20:18:25.450004] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-11-28T20:18:25.450033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-11-28T20:18:25.460863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-11-28T20:18:25.461138] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-11-28T20:18:25.461938] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-11-28T20:18:25.461988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:25.462020] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:25.462048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:25.462104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:25.518363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:25.518953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:25.519025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:25.519056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:25.635980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:25.636073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:25.636107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:25.636135] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:25.639174] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-11-28T20:18:25.639422] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-11-28T20:18:25.639532] [INFO ] [sig       ] CPZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:25.775602] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CPZ.txt
[2025-11-28T20:18:25.775707] [INFO ] [sig       ] [783/3606] Completed CPZ in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-28T20:18:25.775743] [INFO ] [sig       ] [784/3606] Forecasting CQP...
[2025-11-28T20:18:25.775771] [INFO ] [sig       ] Generating forecast for: CQP
[2025-11-28T20:18:25.775800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-11-28T20:18:25.786697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-11-28T20:18:25.786952] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-11-28T20:18:25.787687] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-11-28T20:18:25.787735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:25.787764] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:25.787790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:25.787844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:25.842157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:25.842718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:25.842790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:25.842820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:25.958586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:25.958674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:25.958707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:25.958734] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:25.961684] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=17.63%)
[2025-11-28T20:18:25.961933] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-11-28T20:18:25.962043] [INFO ] [sig       ] CQP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:26.098116] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CQP.txt
[2025-11-28T20:18:26.098235] [INFO ] [sig       ] [784/3606] Completed CQP in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-28T20:18:26.098271] [INFO ] [sig       ] [785/3606] Forecasting CRAI...
[2025-11-28T20:18:26.098299] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-11-28T20:18:26.098327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-11-28T20:18:26.110252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-11-28T20:18:26.110535] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-11-28T20:18:26.111441] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-11-28T20:18:26.111491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:26.111522] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:26.111555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:26.111634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:26.172739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:26.173387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:26.173464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:26.173504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:26.300168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:26.300308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:26.300347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:26.300376] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:26.303947] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=57.95%)
[2025-11-28T20:18:26.304214] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-11-28T20:18:26.304330] [INFO ] [sig       ] CRAI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:26.500912] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CRAI.txt
[2025-11-28T20:18:26.501051] [INFO ] [sig       ] [785/3606] Completed CRAI in 0.4s | 2.99 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-28T20:18:26.501090] [INFO ] [sig       ] [786/3606] Forecasting CRBG...
[2025-11-28T20:18:26.501120] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-11-28T20:18:26.501150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-11-28T20:18:26.512718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-11-28T20:18:26.513020] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-11-28T20:18:26.513779] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-11-28T20:18:26.513828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:26.513883] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:26.513916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:26.513991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:26.569705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:26.570347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:26.570421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:26.570451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:26.688896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:26.689093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:26.689137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:26.689166] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:26.693065] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-11-28T20:18:26.693395] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-11-28T20:18:26.693534] [INFO ] [sig       ] CRBG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:26.838477] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRBG.txt
[2025-11-28T20:18:26.838640] [INFO ] [sig       ] [786/3606] Completed CRBG in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:26.838682] [INFO ] [sig       ] [787/3606] Forecasting CRBP...
[2025-11-28T20:18:26.838711] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-11-28T20:18:26.838741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-11-28T20:18:26.849983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-11-28T20:18:26.850304] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-11-28T20:18:26.851070] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-11-28T20:18:26.851120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:26.851151] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:26.851177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:26.851234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:26.905161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:26.905752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:26.905829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:26.905860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:27.022597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:27.022720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:27.022756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:27.022783] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:27.025909] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-11-28T20:18:27.026162] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-11-28T20:18:27.026274] [INFO ] [sig       ] CRBP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:27.161726] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRBP.txt
[2025-11-28T20:18:27.161829] [INFO ] [sig       ] [787/3606] Completed CRBP in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:27.161864] [INFO ] [sig       ] [788/3606] Forecasting CRC...
[2025-11-28T20:18:27.161893] [INFO ] [sig       ] Generating forecast for: CRC
[2025-11-28T20:18:27.161923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-11-28T20:18:27.172960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-11-28T20:18:27.173237] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-11-28T20:18:27.174000] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-11-28T20:18:27.174049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:27.174081] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:27.174108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:27.174163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:27.228711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:27.229272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:27.229344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:27.229374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:27.346347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:27.346438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:27.346471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:27.346498] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:27.349474] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=42.65%)
[2025-11-28T20:18:27.349742] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-11-28T20:18:27.349857] [INFO ] [sig       ] CRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:27.489405] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRC.txt
[2025-11-28T20:18:27.489507] [INFO ] [sig       ] [788/3606] Completed CRC in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:27.489543] [INFO ] [sig       ] [789/3606] Forecasting CRDF...
[2025-11-28T20:18:27.489588] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-11-28T20:18:27.489621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-11-28T20:18:27.500530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-11-28T20:18:27.500838] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-11-28T20:18:27.501569] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-11-28T20:18:27.501643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:27.501674] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:27.501700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:27.501755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:27.556409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:27.556994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:27.557065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:27.557096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:27.674771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:27.674911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:27.674949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:27.675008] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:27.679311] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=50.63%)
[2025-11-28T20:18:27.679619] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-11-28T20:18:27.679775] [INFO ] [sig       ] CRDF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:27.818076] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CRDF.txt
[2025-11-28T20:18:27.818249] [INFO ] [sig       ] [789/3606] Completed CRDF in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:27.818308] [INFO ] [sig       ] [790/3606] Forecasting CRDO...
[2025-11-28T20:18:27.818343] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-11-28T20:18:27.818375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-11-28T20:18:27.829654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-11-28T20:18:27.829977] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-11-28T20:18:27.830759] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-11-28T20:18:27.830825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:27.830855] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:27.830880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:27.830934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:27.885272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:27.885971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:27.886047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:27.886078] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:28.002247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:28.002392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:28.002428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:28.002456] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:28.005672] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2025-11-28T20:18:28.005937] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-11-28T20:18:28.006057] [INFO ] [sig       ] CRDO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:28.140875] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRDO.txt
[2025-11-28T20:18:28.141047] [INFO ] [sig       ] [790/3606] Completed CRDO in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:28.141087] [INFO ] [sig       ] [791/3606] Forecasting CREG...
[2025-11-28T20:18:28.141116] [INFO ] [sig       ] Generating forecast for: CREG
[2025-11-28T20:18:28.141145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-11-28T20:18:28.153671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-11-28T20:18:28.154080] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-11-28T20:18:28.154860] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-11-28T20:18:28.154911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:28.154942] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:28.154968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:28.155025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:28.215978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:28.216754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:28.216837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:28.216869] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:28.331234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:28.331381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:28.331420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:28.331450] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:28.334808] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-11-28T20:18:28.335082] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-11-28T20:18:28.335202] [INFO ] [sig       ] CREG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:28.474341] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CREG.txt
[2025-11-28T20:18:28.474471] [INFO ] [sig       ] [791/3606] Completed CREG in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:28.474509] [INFO ] [sig       ] [792/3606] Forecasting CRESY...
[2025-11-28T20:18:28.474538] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-11-28T20:18:28.474585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-11-28T20:18:28.486192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-11-28T20:18:28.486455] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-11-28T20:18:28.487233] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-11-28T20:18:28.487282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:28.487312] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:28.487337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:28.487392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:28.544811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:28.545417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:28.545491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:28.545524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:28.665966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:28.666113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:28.666152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:28.666178] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:28.669503] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-11-28T20:18:28.669790] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-11-28T20:18:28.669905] [INFO ] [sig       ] CRESY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:28.804012] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRESY.txt
[2025-11-28T20:18:28.804146] [INFO ] [sig       ] [792/3606] Completed CRESY in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:28.804186] [INFO ] [sig       ] [793/3606] Forecasting CREX...
[2025-11-28T20:18:28.804216] [INFO ] [sig       ] Generating forecast for: CREX
[2025-11-28T20:18:28.804245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-11-28T20:18:28.815338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-11-28T20:18:28.815676] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-11-28T20:18:28.816398] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-11-28T20:18:28.816446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:28.816477] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:28.816503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:28.816558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:28.871262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:28.871975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:28.872050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:28.872081] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:28.994703] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:28.994847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:28.994885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:28.994915] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:28.998122] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: UP (p=68.96%)
[2025-11-28T20:18:28.998381] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-11-28T20:18:28.998495] [INFO ] [sig       ] CREX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:29.136511] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CREX.txt
[2025-11-28T20:18:29.136670] [INFO ] [sig       ] [793/3606] Completed CREX in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:29.136729] [INFO ] [sig       ] [794/3606] Forecasting CRGO...
[2025-11-28T20:18:29.136773] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-11-28T20:18:29.136809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-11-28T20:18:29.148496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-11-28T20:18:29.148897] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-11-28T20:18:29.149729] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-11-28T20:18:29.149793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:29.149829] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:29.149856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:29.149911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:29.207758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:29.208657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:29.208742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:29.208775] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:29.331801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:29.331958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:29.332011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:29.332051] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:29.335490] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-11-28T20:18:29.335877] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-11-28T20:18:29.336031] [INFO ] [sig       ] CRGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:29.478074] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRGO.txt
[2025-11-28T20:18:29.478231] [INFO ] [sig       ] [794/3606] Completed CRGO in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:29.478269] [INFO ] [sig       ] [795/3606] Forecasting CRGY...
[2025-11-28T20:18:29.478299] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-11-28T20:18:29.478327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-11-28T20:18:29.490167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-11-28T20:18:29.490519] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-11-28T20:18:29.491279] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-11-28T20:18:29.491329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:29.491358] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:29.491384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:29.491437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:29.546442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:29.547303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:29.547387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:29.547419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:29.667225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:29.667371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:29.667411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:29.667440] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:29.670772] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=90.56%)
[2025-11-28T20:18:29.671057] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-11-28T20:18:29.671176] [INFO ] [sig       ] CRGY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:29.806826] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CRGY.txt
[2025-11-28T20:18:29.806978] [INFO ] [sig       ] [795/3606] Completed CRGY in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:29.807017] [INFO ] [sig       ] [796/3606] Forecasting CRH...
[2025-11-28T20:18:29.807046] [INFO ] [sig       ] Generating forecast for: CRH
[2025-11-28T20:18:29.807074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-11-28T20:18:29.819398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-11-28T20:18:29.819811] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-11-28T20:18:29.820588] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-11-28T20:18:29.820640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:29.820671] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:29.820699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:29.820754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:29.875867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:29.876692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:29.876800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:29.876833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:29.997274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:29.997410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:29.997448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:29.997477] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:30.003418] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-11-28T20:18:30.003706] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-11-28T20:18:30.003823] [INFO ] [sig       ] CRH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:30.148363] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRH.txt
[2025-11-28T20:18:30.148496] [INFO ] [sig       ] [796/3606] Completed CRH in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:30.148533] [INFO ] [sig       ] [797/3606] Forecasting CRI...
[2025-11-28T20:18:30.148561] [INFO ] [sig       ] Generating forecast for: CRI
[2025-11-28T20:18:30.148608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-11-28T20:18:30.161066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-11-28T20:18:30.161386] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-11-28T20:18:30.162158] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-11-28T20:18:30.162208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:30.162238] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:30.162264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:30.162318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:30.216295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:30.216914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:30.216989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:30.217020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:30.336906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:30.337054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:30.337129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:30.337159] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:30.340414] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-11-28T20:18:30.340693] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-11-28T20:18:30.340811] [INFO ] [sig       ] CRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:30.475154] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRI.txt
[2025-11-28T20:18:30.475272] [INFO ] [sig       ] [797/3606] Completed CRI in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.7m
[2025-11-28T20:18:30.475310] [INFO ] [sig       ] [798/3606] Forecasting CRIS...
[2025-11-28T20:18:30.475339] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-11-28T20:18:30.475368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-11-28T20:18:30.487309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-11-28T20:18:30.487687] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-11-28T20:18:30.488478] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-11-28T20:18:30.488527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:30.488556] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:30.488603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:30.488659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:30.544664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:30.545519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:30.545632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:30.545670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:30.666816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:30.666966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:30.667005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:30.667032] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:30.670305] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=49.18%)
[2025-11-28T20:18:30.670563] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-11-28T20:18:30.670711] [INFO ] [sig       ] CRIS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:30.815773] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRIS.txt
[2025-11-28T20:18:30.815926] [INFO ] [sig       ] [798/3606] Completed CRIS in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-28T20:18:30.815962] [INFO ] [sig       ] [799/3606] Forecasting CRK...
[2025-11-28T20:18:30.815992] [INFO ] [sig       ] Generating forecast for: CRK
[2025-11-28T20:18:30.816021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-11-28T20:18:30.827216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-11-28T20:18:30.827538] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-11-28T20:18:30.828352] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-11-28T20:18:30.828401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:30.828431] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:30.828456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:30.828510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:30.886363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:30.887246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:30.887327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:30.887359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:31.006517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:31.006676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:31.006716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:31.006744] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:31.009979] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2025-11-28T20:18:31.010238] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-11-28T20:18:31.010354] [INFO ] [sig       ] CRK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:31.145899] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRK.txt
[2025-11-28T20:18:31.146029] [INFO ] [sig       ] [799/3606] Completed CRK in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-28T20:18:31.146067] [INFO ] [sig       ] [800/3606] Forecasting CRL...
[2025-11-28T20:18:31.146096] [INFO ] [sig       ] Generating forecast for: CRL
[2025-11-28T20:18:31.146125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-11-28T20:18:31.158174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-11-28T20:18:31.158598] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-11-28T20:18:31.159370] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-11-28T20:18:31.159421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:31.159452] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:31.159478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:31.159533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:31.214519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:31.215403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:31.215488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:31.215519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:31.337287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:31.337436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:31.337473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:31.337501] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:31.340772] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-11-28T20:18:31.341048] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-11-28T20:18:31.341170] [INFO ] [sig       ] CRL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:31.478712] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CRL.txt
[2025-11-28T20:18:31.478862] [INFO ] [sig       ] [800/3606] Completed CRL in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-28T20:18:31.478901] [INFO ] [sig       ] [801/3606] Forecasting CRM...
[2025-11-28T20:18:31.478929] [INFO ] [sig       ] Generating forecast for: CRM
[2025-11-28T20:18:31.478959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-11-28T20:18:31.491194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-11-28T20:18:31.491625] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-11-28T20:18:31.492425] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-11-28T20:18:31.492477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:31.492524] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:31.492553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:31.492626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:31.550798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:31.551640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:31.551722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:31.551755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:31.674691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:31.674837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:31.674874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:31.674902] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:31.678104] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-11-28T20:18:31.678374] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-11-28T20:18:31.678492] [INFO ] [sig       ] CRM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:31.813547] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CRM.txt
[2025-11-28T20:18:31.813730] [INFO ] [sig       ] [801/3606] Completed CRM in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-28T20:18:31.813776] [INFO ] [sig       ] [802/3606] Forecasting CRMD...
[2025-11-28T20:18:31.813815] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-11-28T20:18:31.813858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-11-28T20:18:31.825606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-11-28T20:18:31.825917] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-11-28T20:18:31.826870] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-11-28T20:18:31.826920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:31.826951] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:31.826978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:31.827032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:31.883396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:31.884180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:31.884260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:31.884292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:32.001231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:32.001380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:32.001418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:32.001447] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:32.004673] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=19.37%)
[2025-11-28T20:18:32.004938] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-11-28T20:18:32.005053] [INFO ] [sig       ] CRMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:32.139874] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRMD.txt
[2025-11-28T20:18:32.139998] [INFO ] [sig       ] [802/3606] Completed CRMD in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-28T20:18:32.140037] [INFO ] [sig       ] [803/3606] Forecasting CRML...
[2025-11-28T20:18:32.140065] [INFO ] [sig       ] Generating forecast for: CRML
[2025-11-28T20:18:32.140094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-11-28T20:18:32.151086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-11-28T20:18:32.151396] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-11-28T20:18:32.152172] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-11-28T20:18:32.152222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:32.152278] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:32.152306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:32.152362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:32.209140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:32.209829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:32.209905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:32.209938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:32.326274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:32.326408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:32.326445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:32.326472] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:32.329679] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=9.42%)
[2025-11-28T20:18:32.329937] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-11-28T20:18:32.330052] [INFO ] [sig       ] CRML: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:32.465587] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRML.txt
[2025-11-28T20:18:32.465730] [INFO ] [sig       ] [803/3606] Completed CRML in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:32.465769] [INFO ] [sig       ] [804/3606] Forecasting CRNC...
[2025-11-28T20:18:32.465799] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-11-28T20:18:32.465829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-11-28T20:18:32.477497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-11-28T20:18:32.477807] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-11-28T20:18:32.478611] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-11-28T20:18:32.478664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:32.478696] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:32.478723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:32.478779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:32.533886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:32.534462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:32.534534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:32.534565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:32.656436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:32.656530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:32.656591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:32.656638] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:32.661463] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-11-28T20:18:32.661855] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-11-28T20:18:32.662026] [INFO ] [sig       ] CRNC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:32.801035] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CRNC.txt
[2025-11-28T20:18:32.801168] [INFO ] [sig       ] [804/3606] Completed CRNC in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:32.801206] [INFO ] [sig       ] [805/3606] Forecasting CRNX...
[2025-11-28T20:18:32.801243] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-11-28T20:18:32.801274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-11-28T20:18:32.812627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-11-28T20:18:32.812926] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-11-28T20:18:32.813924] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-11-28T20:18:32.814162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:32.814194] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:32.814219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:32.814273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:32.871367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:32.872079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:32.872172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:32.872204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:32.993493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:32.993635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:32.993672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:32.993699] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:32.996896] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-11-28T20:18:32.997153] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-11-28T20:18:32.997267] [INFO ] [sig       ] CRNX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:33.133201] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRNX.txt
[2025-11-28T20:18:33.133315] [INFO ] [sig       ] [805/3606] Completed CRNX in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:33.133352] [INFO ] [sig       ] [806/3606] Forecasting CRON...
[2025-11-28T20:18:33.133381] [INFO ] [sig       ] Generating forecast for: CRON
[2025-11-28T20:18:33.133410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-11-28T20:18:33.144347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-11-28T20:18:33.144649] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-11-28T20:18:33.145426] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-11-28T20:18:33.145475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:33.145506] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:33.145532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:33.145607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:33.202200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:33.202856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:33.202931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:33.202963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:33.322107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:33.322260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:33.322298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:33.322354] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:33.325769] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=76.91%)
[2025-11-28T20:18:33.326028] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-11-28T20:18:33.326141] [INFO ] [sig       ] CRON: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:33.461261] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CRON.txt
[2025-11-28T20:18:33.461379] [INFO ] [sig       ] [806/3606] Completed CRON in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:33.461418] [INFO ] [sig       ] [807/3606] Forecasting CROX...
[2025-11-28T20:18:33.461446] [INFO ] [sig       ] Generating forecast for: CROX
[2025-11-28T20:18:33.461476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-11-28T20:18:33.472900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-11-28T20:18:33.473171] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-11-28T20:18:33.474010] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-11-28T20:18:33.474061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:33.474093] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:33.474120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:33.474175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:33.530358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:33.531018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:33.531094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:33.531125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:33.649931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:33.650256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:33.650293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:33.650320] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:33.654128] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=30.74%)
[2025-11-28T20:18:33.654396] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-11-28T20:18:33.654515] [INFO ] [sig       ] CROX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:33.800265] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CROX.txt
[2025-11-28T20:18:33.800474] [INFO ] [sig       ] [807/3606] Completed CROX in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:33.800533] [INFO ] [sig       ] [808/3606] Forecasting CRS...
[2025-11-28T20:18:33.800596] [INFO ] [sig       ] Generating forecast for: CRS
[2025-11-28T20:18:33.800643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-11-28T20:18:33.815561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-11-28T20:18:33.816010] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-11-28T20:18:33.816980] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-11-28T20:18:33.817041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:33.817079] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:33.817111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:33.817187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:33.887532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:33.888625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:33.888728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:33.888768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:34.018420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:34.018612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:34.018668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:34.018736] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:34.024068] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-11-28T20:18:34.024613] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-11-28T20:18:34.024814] [INFO ] [sig       ] CRS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:34.216412] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRS.txt
[2025-11-28T20:18:34.216612] [INFO ] [sig       ] [808/3606] Completed CRS in 0.4s | 2.99 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:34.216665] [INFO ] [sig       ] [809/3606] Forecasting CRSP...
[2025-11-28T20:18:34.216702] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-11-28T20:18:34.216734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-11-28T20:18:34.231852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-11-28T20:18:34.232277] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-11-28T20:18:34.233158] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-11-28T20:18:34.233211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:34.233242] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:34.233267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:34.233322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:34.315147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:34.316253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:34.316364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:34.316408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:34.482623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:34.482800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:34.482862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:34.482908] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:34.488514] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=92.84%)
[2025-11-28T20:18:34.489094] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-11-28T20:18:34.489319] [INFO ] [sig       ] CRSP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:34.695925] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CRSP.txt
[2025-11-28T20:18:34.696140] [INFO ] [sig       ] [809/3606] Completed CRSP in 0.5s | 2.98 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:34.696198] [INFO ] [sig       ] [810/3606] Forecasting CRTO...
[2025-11-28T20:18:34.696242] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-11-28T20:18:34.696288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-11-28T20:18:34.708982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-11-28T20:18:34.709432] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-11-28T20:18:34.710364] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-11-28T20:18:34.710423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:34.710458] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:34.710512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:34.710619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:34.769740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:34.770643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:34.770728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:34.770783] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:34.912321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:34.912478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:34.912518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:34.912547] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:34.916060] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2025-11-28T20:18:34.916384] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-11-28T20:18:34.916518] [INFO ] [sig       ] CRTO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:35.062886] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRTO.txt
[2025-11-28T20:18:35.063041] [INFO ] [sig       ] [810/3606] Completed CRTO in 0.4s | 2.98 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:35.063083] [INFO ] [sig       ] [811/3606] Forecasting CRUS...
[2025-11-28T20:18:35.063112] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-11-28T20:18:35.063142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-11-28T20:18:35.075457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-11-28T20:18:35.075863] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-11-28T20:18:35.076720] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-11-28T20:18:35.076776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:35.076809] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:35.076835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:35.076891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:35.136465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:35.137308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:35.137393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:35.137425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:35.262141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:35.262302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:35.262351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:35.262387] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:35.266217] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=51.48%)
[2025-11-28T20:18:35.266533] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-11-28T20:18:35.266683] [INFO ] [sig       ] CRUS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:35.416911] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CRUS.txt
[2025-11-28T20:18:35.417060] [INFO ] [sig       ] [811/3606] Completed CRUS in 0.4s | 2.98 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:35.417097] [INFO ] [sig       ] [812/3606] Forecasting CRVL...
[2025-11-28T20:18:35.417127] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-11-28T20:18:35.417157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-11-28T20:18:35.430965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-11-28T20:18:35.431339] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-11-28T20:18:35.432272] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-11-28T20:18:35.432330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:35.432371] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:35.432422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:35.432501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:35.497079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:35.498001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:35.498104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:35.498148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:35.620103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:35.620250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:35.620289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:35.620317] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:35.624025] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-11-28T20:18:35.624304] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-11-28T20:18:35.624426] [INFO ] [sig       ] CRVL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:35.766770] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRVL.txt
[2025-11-28T20:18:35.766945] [INFO ] [sig       ] [812/3606] Completed CRVL in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:35.766987] [INFO ] [sig       ] [813/3606] Forecasting CRVO...
[2025-11-28T20:18:35.767019] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-11-28T20:18:35.767050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-11-28T20:18:35.778725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-11-28T20:18:35.779026] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-11-28T20:18:35.779762] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-11-28T20:18:35.779819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:35.779857] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:35.779889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:35.779956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:35.834497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:35.835075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:35.835169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:35.835201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:35.953701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:35.953850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:35.953890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:35.953917] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:35.957124] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=26.57%)
[2025-11-28T20:18:35.957382] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-11-28T20:18:35.957497] [INFO ] [sig       ] CRVO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:36.092511] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRVO.txt
[2025-11-28T20:18:36.092659] [INFO ] [sig       ] [813/3606] Completed CRVO in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:36.092699] [INFO ] [sig       ] [814/3606] Forecasting CRVS...
[2025-11-28T20:18:36.092730] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-11-28T20:18:36.092760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-11-28T20:18:36.104778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-11-28T20:18:36.105066] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-11-28T20:18:36.105811] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-11-28T20:18:36.105861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:36.105892] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:36.105917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:36.105972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:36.163685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:36.164338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:36.164411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:36.164442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:36.289023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:36.289173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:36.289211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:36.289238] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:36.292551] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=37.92%)
[2025-11-28T20:18:36.292832] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-11-28T20:18:36.292950] [INFO ] [sig       ] CRVS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:36.428957] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRVS.txt
[2025-11-28T20:18:36.429076] [INFO ] [sig       ] [814/3606] Completed CRVS in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-28T20:18:36.429114] [INFO ] [sig       ] [815/3606] Forecasting CRWD...
[2025-11-28T20:18:36.429142] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-11-28T20:18:36.429172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-11-28T20:18:36.441075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-11-28T20:18:36.441385] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-11-28T20:18:36.442126] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-11-28T20:18:36.442175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:36.442204] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:36.442230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:36.442283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:36.496558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:36.497207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:36.497281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:36.497312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:36.614898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:36.615039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:36.615079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:36.615109] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:36.618666] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=10.26%)
[2025-11-28T20:18:36.618938] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-11-28T20:18:36.619054] [INFO ] [sig       ] CRWD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:36.754789] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRWD.txt
[2025-11-28T20:18:36.754948] [INFO ] [sig       ] [815/3606] Completed CRWD in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-28T20:18:36.754988] [INFO ] [sig       ] [816/3606] Forecasting CRWS...
[2025-11-28T20:18:36.755019] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-11-28T20:18:36.755057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-11-28T20:18:36.767404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-11-28T20:18:36.767815] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-11-28T20:18:36.768655] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-11-28T20:18:36.768707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:36.768739] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:36.768766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:36.768822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:36.828291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:36.829172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:36.829255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:36.829288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:36.946766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:36.946914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:36.946958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:36.946998] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:36.950420] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-11-28T20:18:36.950748] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-11-28T20:18:36.950876] [INFO ] [sig       ] CRWS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:37.101384] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRWS.txt
[2025-11-28T20:18:37.101565] [INFO ] [sig       ] [816/3606] Completed CRWS in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-28T20:18:37.101625] [INFO ] [sig       ] [817/3606] Forecasting CSAN...
[2025-11-28T20:18:37.101657] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-11-28T20:18:37.101687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-11-28T20:18:37.113454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-11-28T20:18:37.113913] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-11-28T20:18:37.114789] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-11-28T20:18:37.114845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:37.114877] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:37.114903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:37.114961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:37.176003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:37.176854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:37.176936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:37.176969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:37.303529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:37.303694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:37.303733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:37.303762] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:37.307319] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-11-28T20:18:37.307621] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-11-28T20:18:37.307744] [INFO ] [sig       ] CSAN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:37.451349] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CSAN.txt
[2025-11-28T20:18:37.451499] [INFO ] [sig       ] [817/3606] Completed CSAN in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-28T20:18:37.451539] [INFO ] [sig       ] [818/3606] Forecasting CSB...
[2025-11-28T20:18:37.451584] [INFO ] [sig       ] Generating forecast for: CSB
[2025-11-28T20:18:37.451617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-11-28T20:18:37.462994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-11-28T20:18:37.463486] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-11-28T20:18:37.464494] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-11-28T20:18:37.464544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:37.464601] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:37.464632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:37.464689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:37.521501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:37.522237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:37.522320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:37.522352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:37.634809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:37.634955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:37.634994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:37.635024] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:37.638386] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2025-11-28T20:18:37.638681] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-11-28T20:18:37.638826] [INFO ] [sig       ] CSB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:37.780364] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CSB.txt
[2025-11-28T20:18:37.780498] [INFO ] [sig       ] [818/3606] Completed CSB in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-28T20:18:37.780537] [INFO ] [sig       ] [819/3606] Forecasting CSCO...
[2025-11-28T20:18:37.780565] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-11-28T20:18:37.780614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-11-28T20:18:37.797652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-11-28T20:18:37.798134] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-11-28T20:18:37.799041] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-11-28T20:18:37.799099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:37.799139] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:37.799174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:37.799250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:37.858075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:37.858912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:37.858993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:37.859025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:37.985199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:37.985348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:37.985388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:37.985418] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:37.988811] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-11-28T20:18:37.989090] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-11-28T20:18:37.989213] [INFO ] [sig       ] CSCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:38.128676] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CSCO.txt
[2025-11-28T20:18:38.128847] [INFO ] [sig       ] [819/3606] Completed CSCO in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-28T20:18:38.128895] [INFO ] [sig       ] [820/3606] Forecasting CSGP...
[2025-11-28T20:18:38.128927] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-11-28T20:18:38.128958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-11-28T20:18:38.140025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-11-28T20:18:38.140346] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-11-28T20:18:38.141085] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-11-28T20:18:38.141134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:38.141189] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:38.141217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:38.141272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:38.196405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:38.197222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:38.197301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:38.197332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:38.317389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:38.317546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:38.317605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:38.317636] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:38.320898] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=61.30%)
[2025-11-28T20:18:38.321167] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-11-28T20:18:38.321283] [INFO ] [sig       ] CSGP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:38.463883] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CSGP.txt
[2025-11-28T20:18:38.464018] [INFO ] [sig       ] [820/3606] Completed CSGP in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-28T20:18:38.464056] [INFO ] [sig       ] [821/3606] Forecasting CSGS...
[2025-11-28T20:18:38.464084] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-11-28T20:18:38.464114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-11-28T20:18:38.475360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-11-28T20:18:38.475690] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-11-28T20:18:38.476654] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-11-28T20:18:38.476706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:38.476739] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:38.476765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:38.476820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:38.533391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:38.534187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:38.534263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:38.534294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:38.658812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:38.658959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:38.658996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:38.659024] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:38.662217] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=78.49%)
[2025-11-28T20:18:38.662478] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-11-28T20:18:38.662610] [INFO ] [sig       ] CSGS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:38.799807] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CSGS.txt
[2025-11-28T20:18:38.799975] [INFO ] [sig       ] [821/3606] Completed CSGS in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-28T20:18:38.800020] [INFO ] [sig       ] [822/3606] Forecasting CSIQ...
[2025-11-28T20:18:38.800051] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-11-28T20:18:38.800080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-11-28T20:18:38.812006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-11-28T20:18:38.812373] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-11-28T20:18:38.813165] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-11-28T20:18:38.813216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:38.813249] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:38.813276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:38.813333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:38.870496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:38.871345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:38.871426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:38.871456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:38.998998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:38.999145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:38.999186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:38.999240] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:39.002770] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=42.01%)
[2025-11-28T20:18:39.003102] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-11-28T20:18:39.003237] [INFO ] [sig       ] CSIQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:39.142930] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CSIQ.txt
[2025-11-28T20:18:39.143101] [INFO ] [sig       ] [822/3606] Completed CSIQ in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-28T20:18:39.143140] [INFO ] [sig       ] [823/3606] Forecasting CSPI...
[2025-11-28T20:18:39.143170] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-11-28T20:18:39.143201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-11-28T20:18:39.154877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-11-28T20:18:39.155242] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-11-28T20:18:39.156014] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-11-28T20:18:39.156064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:39.156095] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:39.156122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:39.156206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:39.212091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:39.212922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:39.213000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:39.213033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:39.329005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:39.329153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:39.329190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:39.329252] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:39.332600] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-11-28T20:18:39.332905] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-11-28T20:18:39.333030] [INFO ] [sig       ] CSPI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:39.469112] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CSPI.txt
[2025-11-28T20:18:39.469270] [INFO ] [sig       ] [823/3606] Completed CSPI in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-28T20:18:39.469309] [INFO ] [sig       ] [824/3606] Forecasting CSQ...
[2025-11-28T20:18:39.469338] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-11-28T20:18:39.469368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-11-28T20:18:39.482548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-11-28T20:18:39.482933] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-11-28T20:18:39.483706] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-11-28T20:18:39.483756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:39.483787] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:39.483813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:39.483868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:39.541391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:39.542247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:39.542328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:39.542361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:39.658731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:39.658878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:39.658916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:39.658944] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:39.662157] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-11-28T20:18:39.662413] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-11-28T20:18:39.662528] [INFO ] [sig       ] CSQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:39.807948] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CSQ.txt
[2025-11-28T20:18:39.808121] [INFO ] [sig       ] [824/3606] Completed CSQ in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-28T20:18:39.808164] [INFO ] [sig       ] [825/3606] Forecasting CSTL...
[2025-11-28T20:18:39.808196] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-11-28T20:18:39.808227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-11-28T20:18:39.821862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-11-28T20:18:39.822226] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-11-28T20:18:39.822973] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-11-28T20:18:39.823038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:39.823069] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:39.823094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:39.823149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:39.878550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:39.879392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:39.879475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:39.879507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:40.003539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:40.003725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:40.003763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:40.003791] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:40.007281] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-11-28T20:18:40.007652] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-11-28T20:18:40.007789] [INFO ] [sig       ] CSTL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:40.145261] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CSTL.txt
[2025-11-28T20:18:40.145406] [INFO ] [sig       ] [825/3606] Completed CSTL in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-28T20:18:40.145444] [INFO ] [sig       ] [826/3606] Forecasting CSTM...
[2025-11-28T20:18:40.145474] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-11-28T20:18:40.145502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-11-28T20:18:40.157722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-11-28T20:18:40.158118] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-11-28T20:18:40.158911] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-11-28T20:18:40.158966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:40.158998] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:40.159024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:40.159080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:40.215487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:40.216336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:40.216419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:40.216451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:40.336699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:40.336845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:40.336882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:40.336910] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:40.340121] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-11-28T20:18:40.340387] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-11-28T20:18:40.340504] [INFO ] [sig       ] CSTM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:40.498511] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CSTM.txt
[2025-11-28T20:18:40.498678] [INFO ] [sig       ] [826/3606] Completed CSTM in 0.4s | 2.98 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-28T20:18:40.498718] [INFO ] [sig       ] [827/3606] Forecasting CSWC...
[2025-11-28T20:18:40.498746] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-11-28T20:18:40.498776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-11-28T20:18:40.510185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-11-28T20:18:40.510532] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-11-28T20:18:40.511271] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-11-28T20:18:40.511320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:40.511350] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:40.511376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:40.511430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:40.566378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:40.567184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:40.567261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:40.567292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:40.686253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:40.686399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:40.686436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:40.686464] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:40.689783] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-11-28T20:18:40.690043] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-11-28T20:18:40.690159] [INFO ] [sig       ] CSWC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:40.827277] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CSWC.txt
[2025-11-28T20:18:40.827425] [INFO ] [sig       ] [827/3606] Completed CSWC in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-28T20:18:40.827463] [INFO ] [sig       ] [828/3606] Forecasting CSX...
[2025-11-28T20:18:40.827495] [INFO ] [sig       ] Generating forecast for: CSX
[2025-11-28T20:18:40.827526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-11-28T20:18:40.839044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-11-28T20:18:40.839348] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-11-28T20:18:40.840093] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-11-28T20:18:40.840142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:40.840171] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:40.840196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:40.840250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:40.895239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:40.895905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:40.895979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:40.896011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:41.015507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:41.015665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:41.015703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:41.015730] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:41.018960] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=37.50%)
[2025-11-28T20:18:41.019220] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-11-28T20:18:41.019334] [INFO ] [sig       ] CSX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:41.159870] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CSX.txt
[2025-11-28T20:18:41.160004] [INFO ] [sig       ] [828/3606] Completed CSX in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-28T20:18:41.160059] [INFO ] [sig       ] [829/3606] Forecasting CTAS...
[2025-11-28T20:18:41.160090] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-11-28T20:18:41.160118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-11-28T20:18:41.172022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-11-28T20:18:41.172372] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-11-28T20:18:41.173125] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-11-28T20:18:41.173174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:41.173204] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:41.173230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:41.173288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:41.227840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:41.228747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:41.228836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:41.228867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:41.341480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:41.341643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:41.341681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:41.341708] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:41.345038] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-11-28T20:18:41.345300] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-11-28T20:18:41.345416] [INFO ] [sig       ] CTAS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:41.481064] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CTAS.txt
[2025-11-28T20:18:41.481197] [INFO ] [sig       ] [829/3606] Completed CTAS in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-28T20:18:41.481234] [INFO ] [sig       ] [830/3606] Forecasting CTBB...
[2025-11-28T20:18:41.481261] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-11-28T20:18:41.481290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-11-28T20:18:41.492818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-11-28T20:18:41.493131] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-11-28T20:18:41.493854] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-11-28T20:18:41.493902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:41.493931] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:41.493957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:41.494016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:41.548741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:41.549312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:41.549406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:41.549438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:41.664855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:41.664978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:41.665014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:41.665042] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:41.668175] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=71.11%)
[2025-11-28T20:18:41.668446] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-11-28T20:18:41.668562] [INFO ] [sig       ] CTBB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:41.803503] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTBB.txt
[2025-11-28T20:18:41.803664] [INFO ] [sig       ] [830/3606] Completed CTBB in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-28T20:18:41.803703] [INFO ] [sig       ] [831/3606] Forecasting CTBI...
[2025-11-28T20:18:41.803733] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-11-28T20:18:41.803762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-11-28T20:18:41.814476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-11-28T20:18:41.814815] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-11-28T20:18:41.815520] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-11-28T20:18:41.815586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:41.815637] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:41.815663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:41.815718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:41.870749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:41.871547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:41.871643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:41.871676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:41.993251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:41.993391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:41.993430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:41.993457] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:41.996641] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=28.51%)
[2025-11-28T20:18:41.996898] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-11-28T20:18:41.997012] [INFO ] [sig       ] CTBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:42.134871] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CTBI.txt
[2025-11-28T20:18:42.135027] [INFO ] [sig       ] [831/3606] Completed CTBI in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-28T20:18:42.135065] [INFO ] [sig       ] [832/3606] Forecasting CTDD...
[2025-11-28T20:18:42.135094] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-11-28T20:18:42.135124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-11-28T20:18:42.147520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-11-28T20:18:42.147935] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-11-28T20:18:42.148801] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-11-28T20:18:42.148852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:42.148883] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:42.148909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:42.148965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:42.205096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:42.205930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:42.206019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:42.206051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:42.319144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:42.319289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:42.319346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:42.319377] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:42.322711] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2025-11-28T20:18:42.322987] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-11-28T20:18:42.323110] [INFO ] [sig       ] CTDD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:42.461111] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTDD.txt
[2025-11-28T20:18:42.461261] [INFO ] [sig       ] [832/3606] Completed CTDD in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-28T20:18:42.461299] [INFO ] [sig       ] [833/3606] Forecasting CTKB...
[2025-11-28T20:18:42.461328] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-11-28T20:18:42.461358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-11-28T20:18:42.472617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-11-28T20:18:42.472976] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-11-28T20:18:42.473739] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-11-28T20:18:42.473788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:42.473819] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:42.473845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:42.473899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:42.530063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:42.530901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:42.530984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:42.531017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:42.646174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:42.646317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:42.646355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:42.646384] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:42.649990] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-11-28T20:18:42.650454] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-11-28T20:18:42.650592] [INFO ] [sig       ] CTKB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:42.788988] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTKB.txt
[2025-11-28T20:18:42.789148] [INFO ] [sig       ] [833/3606] Completed CTKB in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-28T20:18:42.789378] [INFO ] [sig       ] [834/3606] Forecasting CTLP...
[2025-11-28T20:18:42.789407] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-11-28T20:18:42.789436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-11-28T20:18:42.800677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-11-28T20:18:42.800951] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-11-28T20:18:42.801678] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-11-28T20:18:42.801726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:42.801757] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:42.801782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:42.801838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:42.857594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:42.858429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:42.858511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:42.858543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:42.973880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:42.974033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:42.974078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:42.974111] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:42.977312] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-11-28T20:18:42.977587] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-11-28T20:18:42.977704] [INFO ] [sig       ] CTLP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:43.117760] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CTLP.txt
[2025-11-28T20:18:43.117902] [INFO ] [sig       ] [834/3606] Completed CTLP in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-28T20:18:43.117939] [INFO ] [sig       ] [835/3606] Forecasting CTMX...
[2025-11-28T20:18:43.117968] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-11-28T20:18:43.117997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-11-28T20:18:43.128909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-11-28T20:18:43.129208] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-11-28T20:18:43.129970] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-11-28T20:18:43.130019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:43.130050] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:43.130077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:43.130133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:43.190376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:43.191230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:43.191314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:43.191347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:43.317103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:43.317247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:43.317286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:43.317315] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:43.321010] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=75.58%)
[2025-11-28T20:18:43.321280] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-11-28T20:18:43.321405] [INFO ] [sig       ] CTMX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:43.458916] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTMX.txt
[2025-11-28T20:18:43.459057] [INFO ] [sig       ] [835/3606] Completed CTMX in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-28T20:18:43.459096] [INFO ] [sig       ] [836/3606] Forecasting CTNM...
[2025-11-28T20:18:43.459125] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-11-28T20:18:43.459154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-11-28T20:18:43.470184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-11-28T20:18:43.470497] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-11-28T20:18:43.471251] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-11-28T20:18:43.471302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:43.471345] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:43.471375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:43.471431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:43.527525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:43.528305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:43.528384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:43.528417] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:43.648519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:43.648678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:43.648716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:43.648744] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:43.651963] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-11-28T20:18:43.652219] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-11-28T20:18:43.652333] [INFO ] [sig       ] CTNM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:43.793768] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTNM.txt
[2025-11-28T20:18:43.793893] [INFO ] [sig       ] [836/3606] Completed CTNM in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-28T20:18:43.793929] [INFO ] [sig       ] [837/3606] Forecasting CTO...
[2025-11-28T20:18:43.793958] [INFO ] [sig       ] Generating forecast for: CTO
[2025-11-28T20:18:43.793986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-11-28T20:18:43.804888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-11-28T20:18:43.805175] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-11-28T20:18:43.805939] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-11-28T20:18:43.805990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:43.806042] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:43.806070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:43.806126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:43.862948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:43.863822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:43.863918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:43.863960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:43.985055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:43.985200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:43.985240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:43.985268] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:43.988711] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-11-28T20:18:43.988979] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-11-28T20:18:43.989110] [INFO ] [sig       ] CTO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:44.135659] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CTO.txt
[2025-11-28T20:18:44.135808] [INFO ] [sig       ] [837/3606] Completed CTO in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-28T20:18:44.135847] [INFO ] [sig       ] [838/3606] Forecasting CTRA...
[2025-11-28T20:18:44.135875] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-11-28T20:18:44.135905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-11-28T20:18:44.146709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-11-28T20:18:44.147014] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-11-28T20:18:44.147772] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-11-28T20:18:44.147822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:44.147851] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:44.147876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:44.147930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:44.204653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:44.205376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:44.205457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:44.205491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:44.323426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:44.323561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:44.323620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:44.323650] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:44.327005] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-11-28T20:18:44.327284] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-11-28T20:18:44.327414] [INFO ] [sig       ] CTRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:44.489884] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTRA.txt
[2025-11-28T20:18:44.490075] [INFO ] [sig       ] [838/3606] Completed CTRA in 0.4s | 2.98 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-28T20:18:44.490128] [INFO ] [sig       ] [839/3606] Forecasting CTRE...
[2025-11-28T20:18:44.490160] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-11-28T20:18:44.490189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-11-28T20:18:44.504857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-11-28T20:18:44.505481] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-11-28T20:18:44.506654] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-11-28T20:18:44.506717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:44.506765] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:44.506807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:44.506887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:44.566093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:44.566826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:44.566904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:44.566935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:44.691588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:44.691738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:44.691777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:44.691805] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:44.695149] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: DOWN (p=41.69%)
[2025-11-28T20:18:44.695413] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-11-28T20:18:44.695532] [INFO ] [sig       ] CTRE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:44.835975] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CTRE.txt
[2025-11-28T20:18:44.836132] [INFO ] [sig       ] [839/3606] Completed CTRE in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-28T20:18:44.836185] [INFO ] [sig       ] [840/3606] Forecasting CTRM...
[2025-11-28T20:18:44.836214] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-11-28T20:18:44.836244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-11-28T20:18:44.848224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-11-28T20:18:44.848549] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-11-28T20:18:44.849388] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-11-28T20:18:44.849440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:44.849470] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:44.849495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:44.849550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:44.908080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:44.908864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:44.908949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:44.908981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:45.027129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:45.027270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:45.027309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:45.027369] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:45.030747] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-11-28T20:18:45.031014] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-11-28T20:18:45.031148] [INFO ] [sig       ] CTRM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:45.171107] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CTRM.txt
[2025-11-28T20:18:45.171250] [INFO ] [sig       ] [840/3606] Completed CTRM in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-28T20:18:45.171291] [INFO ] [sig       ] [841/3606] Forecasting CTRN...
[2025-11-28T20:18:45.171321] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-11-28T20:18:45.171351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-11-28T20:18:45.182303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-11-28T20:18:45.182610] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-11-28T20:18:45.183401] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-11-28T20:18:45.183450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:45.183481] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:45.183507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:45.183561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:45.241146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:45.241824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:45.241899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:45.241930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:45.367190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:45.367334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:45.367371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:45.367399] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:45.370796] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2025-11-28T20:18:45.371078] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-11-28T20:18:45.371233] [INFO ] [sig       ] CTRN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:45.510214] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTRN.txt
[2025-11-28T20:18:45.510346] [INFO ] [sig       ] [841/3606] Completed CTRN in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-28T20:18:45.510386] [INFO ] [sig       ] [842/3606] Forecasting CTS...
[2025-11-28T20:18:45.510415] [INFO ] [sig       ] Generating forecast for: CTS
[2025-11-28T20:18:45.510444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-11-28T20:18:45.521110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-11-28T20:18:45.521398] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-11-28T20:18:45.522142] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-11-28T20:18:45.522191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:45.522222] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:45.522247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:45.522302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:45.580814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:45.581599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:45.581679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:45.581712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:45.702166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:45.702311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:45.702349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:45.702379] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:45.705630] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-11-28T20:18:45.705886] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-11-28T20:18:45.705999] [INFO ] [sig       ] CTS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:45.844017] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CTS.txt
[2025-11-28T20:18:45.844204] [INFO ] [sig       ] [842/3606] Completed CTS in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-28T20:18:45.844254] [INFO ] [sig       ] [843/3606] Forecasting CTSH...
[2025-11-28T20:18:45.844285] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-11-28T20:18:45.844315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-11-28T20:18:45.855145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-11-28T20:18:45.855424] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-11-28T20:18:45.856155] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-11-28T20:18:45.856204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:45.856233] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:45.856258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:45.856313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:45.913332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:45.914093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:45.914172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:45.914204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:46.034042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:46.034189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:46.034228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:46.034275] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:46.037610] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=79.83%)
[2025-11-28T20:18:46.037876] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-11-28T20:18:46.037999] [INFO ] [sig       ] CTSH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:46.177267] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTSH.txt
[2025-11-28T20:18:46.177396] [INFO ] [sig       ] [843/3606] Completed CTSH in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-28T20:18:46.177436] [INFO ] [sig       ] [844/3606] Forecasting CTVA...
[2025-11-28T20:18:46.177465] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-11-28T20:18:46.177494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-11-28T20:18:46.189461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-11-28T20:18:46.189804] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-11-28T20:18:46.190594] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-11-28T20:18:46.190645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:46.190677] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:46.190703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:46.190758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:46.246207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:46.247028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:46.247107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:46.247138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:46.372465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:46.372628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:46.372668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:46.372696] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:46.375902] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=59.67%)
[2025-11-28T20:18:46.376189] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-11-28T20:18:46.376321] [INFO ] [sig       ] CTVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:46.511806] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTVA.txt
[2025-11-28T20:18:46.511958] [INFO ] [sig       ] [844/3606] Completed CTVA in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-28T20:18:46.512088] [INFO ] [sig       ] [845/3606] Forecasting CUBE...
[2025-11-28T20:18:46.512125] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-11-28T20:18:46.512161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-11-28T20:18:46.524054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-11-28T20:18:46.524375] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-11-28T20:18:46.525174] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-11-28T20:18:46.525227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:46.525258] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:46.525283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:46.525337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:46.581690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:46.582412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:46.582505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:46.582537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:46.697169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:46.697309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:46.697347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:46.697375] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:46.700643] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=73.74%)
[2025-11-28T20:18:46.700904] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-11-28T20:18:46.701022] [INFO ] [sig       ] CUBE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:46.836151] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CUBE.txt
[2025-11-28T20:18:46.836304] [INFO ] [sig       ] [845/3606] Completed CUBE in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-28T20:18:46.836342] [INFO ] [sig       ] [846/3606] Forecasting CUBI...
[2025-11-28T20:18:46.836370] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-11-28T20:18:46.836399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-11-28T20:18:46.847928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-11-28T20:18:46.848295] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-11-28T20:18:46.849052] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-11-28T20:18:46.849100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:46.849130] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:46.849155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:46.849208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:46.903487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:46.904161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:46.904238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:46.904269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:47.022658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:47.022803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:47.022840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:47.022867] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:47.026115] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=42.50%)
[2025-11-28T20:18:47.026367] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-11-28T20:18:47.026479] [INFO ] [sig       ] CUBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:47.161084] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CUBI.txt
[2025-11-28T20:18:47.161208] [INFO ] [sig       ] [846/3606] Completed CUBI in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-28T20:18:47.161246] [INFO ] [sig       ] [847/3606] Forecasting CUK...
[2025-11-28T20:18:47.161274] [INFO ] [sig       ] Generating forecast for: CUK
[2025-11-28T20:18:47.161303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-11-28T20:18:47.173076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-11-28T20:18:47.173408] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-11-28T20:18:47.174155] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-11-28T20:18:47.174208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:47.174239] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:47.174280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:47.174337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:47.229510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:47.230097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:47.230198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:47.230229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:47.354200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:47.354344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:47.354382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:47.354409] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:47.357607] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=17.21%)
[2025-11-28T20:18:47.357862] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-11-28T20:18:47.357976] [INFO ] [sig       ] CUK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:47.495567] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CUK.txt
[2025-11-28T20:18:47.495707] [INFO ] [sig       ] [847/3606] Completed CUK in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-28T20:18:47.495744] [INFO ] [sig       ] [848/3606] Forecasting CULP...
[2025-11-28T20:18:47.495772] [INFO ] [sig       ] Generating forecast for: CULP
[2025-11-28T20:18:47.495802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-11-28T20:18:47.507427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-11-28T20:18:47.507805] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-11-28T20:18:47.508568] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-11-28T20:18:47.508634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:47.508664] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:47.508689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:47.508743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:47.563175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:47.563815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:47.563890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:47.563921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:47.665775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:47.665902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:47.665942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:47.665969] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:47.669216] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-11-28T20:18:47.669482] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-11-28T20:18:47.669617] [INFO ] [sig       ] CULP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:47.805239] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CULP.txt
[2025-11-28T20:18:47.805370] [INFO ] [sig       ] [848/3606] Completed CULP in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-28T20:18:47.805407] [INFO ] [sig       ] [849/3606] Forecasting CURI...
[2025-11-28T20:18:47.805435] [INFO ] [sig       ] Generating forecast for: CURI
[2025-11-28T20:18:47.805465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-11-28T20:18:47.816710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-11-28T20:18:47.817000] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-11-28T20:18:47.817752] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-11-28T20:18:47.817800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:47.817830] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:47.817854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:47.817908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:47.875405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:47.876365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:47.876466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:47.876515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:48.004090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:48.004248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:48.004288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:48.004317] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:48.007918] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=24.13%)
[2025-11-28T20:18:48.008214] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-11-28T20:18:48.008337] [INFO ] [sig       ] CURI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:48.154865] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CURI.txt
[2025-11-28T20:18:48.155012] [INFO ] [sig       ] [849/3606] Completed CURI in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-28T20:18:48.155051] [INFO ] [sig       ] [850/3606] Forecasting CUZ...
[2025-11-28T20:18:48.155081] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-11-28T20:18:48.155112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-11-28T20:18:48.166841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-11-28T20:18:48.167208] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-11-28T20:18:48.167950] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-11-28T20:18:48.167999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:48.168030] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:48.168077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:48.168137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:48.224903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:48.225655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:48.225732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:48.225765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:48.346469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:48.346613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:48.346651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:48.346678] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:48.349919] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=85.78%)
[2025-11-28T20:18:48.350185] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-11-28T20:18:48.350302] [INFO ] [sig       ] CUZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:48.487902] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CUZ.txt
[2025-11-28T20:18:48.488056] [INFO ] [sig       ] [850/3606] Completed CUZ in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-28T20:18:48.488101] [INFO ] [sig       ] [851/3606] Forecasting CVAC...
[2025-11-28T20:18:48.488137] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-11-28T20:18:48.488181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-11-28T20:18:48.498918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-11-28T20:18:48.499191] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-11-28T20:18:48.499942] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-11-28T20:18:48.499991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:48.500021] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:48.500047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:48.500106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:48.558397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:48.559041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:48.559116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:48.559148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:48.687816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:48.687970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:48.688010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:48.688064] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:48.691461] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-11-28T20:18:48.691753] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-11-28T20:18:48.691876] [INFO ] [sig       ] CVAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:48.837453] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CVAC.txt
[2025-11-28T20:18:48.837622] [INFO ] [sig       ] [851/3606] Completed CVAC in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-28T20:18:48.837664] [INFO ] [sig       ] [852/3606] Forecasting CVBF...
[2025-11-28T20:18:48.837693] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-11-28T20:18:48.837723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-11-28T20:18:48.850791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-11-28T20:18:48.851119] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-11-28T20:18:48.851956] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-11-28T20:18:48.852006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:48.852038] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:48.852073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:48.852151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:48.914139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:48.915023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:48.915114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:48.915153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:49.046879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:49.047025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:49.047063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:49.047092] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:49.050600] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-11-28T20:18:49.050919] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-11-28T20:18:49.051047] [INFO ] [sig       ] CVBF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:49.196542] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CVBF.txt
[2025-11-28T20:18:49.196718] [INFO ] [sig       ] [852/3606] Completed CVBF in 0.4s | 2.98 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-28T20:18:49.196757] [INFO ] [sig       ] [853/3606] Forecasting CVCO...
[2025-11-28T20:18:49.196787] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-11-28T20:18:49.196817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-11-28T20:18:49.207864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-11-28T20:18:49.208190] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-11-28T20:18:49.208998] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-11-28T20:18:49.209047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:49.209078] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:49.209103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:49.209156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:49.266296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:49.266927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:49.266998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:49.267029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:49.383925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:49.384064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:49.384100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:49.384128] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:49.387329] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-11-28T20:18:49.387599] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-11-28T20:18:49.387717] [INFO ] [sig       ] CVCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:49.522704] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CVCO.txt
[2025-11-28T20:18:49.522834] [INFO ] [sig       ] [853/3606] Completed CVCO in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-28T20:18:49.522871] [INFO ] [sig       ] [854/3606] Forecasting CVE...
[2025-11-28T20:18:49.522899] [INFO ] [sig       ] Generating forecast for: CVE
[2025-11-28T20:18:49.522929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-11-28T20:18:49.534370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-11-28T20:18:49.534658] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-11-28T20:18:49.535378] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-11-28T20:18:49.535426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:49.535481] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:49.535508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:49.535562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:49.590183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:49.590797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:49.590872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:49.590903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:49.713701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:49.713847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:49.713887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:49.713916] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:49.717180] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=80.19%)
[2025-11-28T20:18:49.717446] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-11-28T20:18:49.717593] [INFO ] [sig       ] CVE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:49.855218] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CVE.txt
[2025-11-28T20:18:49.855346] [INFO ] [sig       ] [854/3606] Completed CVE in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-28T20:18:49.855384] [INFO ] [sig       ] [855/3606] Forecasting CVEO...
[2025-11-28T20:18:49.855414] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-11-28T20:18:49.855445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-11-28T20:18:49.867122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-11-28T20:18:49.867422] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-11-28T20:18:49.868197] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-11-28T20:18:49.868246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:49.868275] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:49.868300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:49.868353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:49.923295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:49.924140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:49.924222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:49.924253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:50.044287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:50.044436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:50.044474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:50.044501] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:50.047739] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-11-28T20:18:50.047994] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-11-28T20:18:50.048133] [INFO ] [sig       ] CVEO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:50.183450] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CVEO.txt
[2025-11-28T20:18:50.183600] [INFO ] [sig       ] [855/3606] Completed CVEO in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-28T20:18:50.183639] [INFO ] [sig       ] [856/3606] Forecasting CVGI...
[2025-11-28T20:18:50.183668] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-11-28T20:18:50.183698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-11-28T20:18:50.195274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-11-28T20:18:50.195615] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-11-28T20:18:50.196346] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-11-28T20:18:50.196394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:50.196425] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:50.196451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:50.196506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:50.250514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:50.251281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:50.251358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:50.251389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:50.371011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:50.371161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:50.371199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:50.371226] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:50.374457] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=15.95%)
[2025-11-28T20:18:50.374733] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-11-28T20:18:50.374848] [INFO ] [sig       ] CVGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:50.509229] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CVGI.txt
[2025-11-28T20:18:50.509373] [INFO ] [sig       ] [856/3606] Completed CVGI in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-28T20:18:50.509410] [INFO ] [sig       ] [857/3606] Forecasting CVI...
[2025-11-28T20:18:50.509438] [INFO ] [sig       ] Generating forecast for: CVI
[2025-11-28T20:18:50.509468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-11-28T20:18:50.520426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-11-28T20:18:50.520718] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-11-28T20:18:50.521438] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-11-28T20:18:50.521485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:50.521515] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:50.521539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:50.521611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:50.577143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:50.577775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:50.577852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:50.577884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:50.699305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:50.699453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:50.699491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:50.699553] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:50.702863] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-11-28T20:18:50.703140] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-11-28T20:18:50.703261] [INFO ] [sig       ] CVI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:50.840199] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CVI.txt
[2025-11-28T20:18:50.840326] [INFO ] [sig       ] [857/3606] Completed CVI in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-28T20:18:50.840363] [INFO ] [sig       ] [858/3606] Forecasting CVKD...
[2025-11-28T20:18:50.840391] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-11-28T20:18:50.840419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-11-28T20:18:50.851370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-11-28T20:18:50.851643] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-11-28T20:18:50.852353] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-11-28T20:18:50.852401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:50.852431] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:50.852457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:50.852522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:50.906851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:50.907529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:50.907620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:50.907653] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:51.026727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:51.026873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:51.026910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:51.026936] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:51.030237] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=83.52%)
[2025-11-28T20:18:51.030498] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-11-28T20:18:51.030632] [INFO ] [sig       ] CVKD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:51.166114] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CVKD.txt
[2025-11-28T20:18:51.166244] [INFO ] [sig       ] [858/3606] Completed CVKD in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-28T20:18:51.166285] [INFO ] [sig       ] [859/3606] Forecasting CVNA...
[2025-11-28T20:18:51.166314] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-11-28T20:18:51.166344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-11-28T20:18:51.180154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-11-28T20:18:51.180426] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-11-28T20:18:51.181182] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-11-28T20:18:51.181235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:51.181265] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:51.181290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:51.181345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:51.236125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:51.236725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:51.236799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:51.236830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:51.352043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:51.352184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:51.352227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:51.352256] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:51.355535] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-11-28T20:18:51.355815] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-11-28T20:18:51.355931] [INFO ] [sig       ] CVNA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:51.492470] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CVNA.txt
[2025-11-28T20:18:51.492605] [INFO ] [sig       ] [859/3606] Completed CVNA in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-28T20:18:51.492644] [INFO ] [sig       ] [860/3606] Forecasting CVRX...
[2025-11-28T20:18:51.492673] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-11-28T20:18:51.492702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-11-28T20:18:51.503859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-11-28T20:18:51.504148] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-11-28T20:18:51.504942] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-11-28T20:18:51.505014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:51.505049] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:51.505079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:51.505146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:51.563743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:51.564531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:51.564626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:51.564661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:51.681974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:51.682118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:51.682155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:51.682181] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:51.685471] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-11-28T20:18:51.685781] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-11-28T20:18:51.685906] [INFO ] [sig       ] CVRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:51.821237] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CVRX.txt
[2025-11-28T20:18:51.821361] [INFO ] [sig       ] [860/3606] Completed CVRX in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-28T20:18:51.821399] [INFO ] [sig       ] [861/3606] Forecasting CVS...
[2025-11-28T20:18:51.821426] [INFO ] [sig       ] Generating forecast for: CVS
[2025-11-28T20:18:51.821455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-11-28T20:18:51.832499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-11-28T20:18:51.832819] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-11-28T20:18:51.833600] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-11-28T20:18:51.833651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:51.833682] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:51.833709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:51.833764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:51.890020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:51.890704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:51.890779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:51.890812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:52.023285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:52.023431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:52.023470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:52.023500] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:52.026827] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2025-11-28T20:18:52.027095] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-11-28T20:18:52.027214] [INFO ] [sig       ] CVS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:52.164775] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CVS.txt
[2025-11-28T20:18:52.164910] [INFO ] [sig       ] [861/3606] Completed CVS in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-28T20:18:52.164950] [INFO ] [sig       ] [862/3606] Forecasting CVX...
[2025-11-28T20:18:52.164979] [INFO ] [sig       ] Generating forecast for: CVX
[2025-11-28T20:18:52.165007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-11-28T20:18:52.176069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-11-28T20:18:52.176383] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-11-28T20:18:52.177135] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-11-28T20:18:52.177186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:52.177220] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:52.177250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:52.177306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:52.233235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:52.234043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:52.234134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:52.234173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:52.360772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:52.360936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:52.360977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:52.361005] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:52.364288] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-11-28T20:18:52.364546] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-11-28T20:18:52.364680] [INFO ] [sig       ] CVX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:52.503706] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CVX.txt
[2025-11-28T20:18:52.503854] [INFO ] [sig       ] [862/3606] Completed CVX in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-28T20:18:52.503896] [INFO ] [sig       ] [863/3606] Forecasting CWAN...
[2025-11-28T20:18:52.503926] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-11-28T20:18:52.503957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-11-28T20:18:52.515135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-11-28T20:18:52.515415] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-11-28T20:18:52.516167] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-11-28T20:18:52.516217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:52.516248] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:52.516278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:52.516338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:52.576932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:52.577764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:52.577841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:52.577875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:52.698031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:52.698195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:52.698234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:52.698264] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:52.701607] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-11-28T20:18:52.701870] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-11-28T20:18:52.701989] [INFO ] [sig       ] CWAN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:52.839730] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CWAN.txt
[2025-11-28T20:18:52.839874] [INFO ] [sig       ] [863/3606] Completed CWAN in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-28T20:18:52.839923] [INFO ] [sig       ] [864/3606] Forecasting CWBC...
[2025-11-28T20:18:52.839954] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-11-28T20:18:52.839985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-11-28T20:18:52.851154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-11-28T20:18:52.851426] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-11-28T20:18:52.852161] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-11-28T20:18:52.852209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:52.852239] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:52.852266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:52.852325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:52.908426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:52.909183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:52.909299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:52.909340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:53.030484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:53.030641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:53.030681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:53.030710] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:53.033984] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-11-28T20:18:53.034248] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-11-28T20:18:53.034366] [INFO ] [sig       ] CWBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:53.173349] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CWBC.txt
[2025-11-28T20:18:53.173487] [INFO ] [sig       ] [864/3606] Completed CWBC in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-28T20:18:53.173525] [INFO ] [sig       ] [865/3606] Forecasting CWCO...
[2025-11-28T20:18:53.173554] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-11-28T20:18:53.173599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-11-28T20:18:53.184485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-11-28T20:18:53.184765] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-11-28T20:18:53.185473] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-11-28T20:18:53.185520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:53.185551] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:53.185596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:53.185657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:53.239953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:53.240611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:53.240695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:53.240727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:53.358488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:53.358651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:53.358692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:53.358721] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:53.362247] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-11-28T20:18:53.362529] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-11-28T20:18:53.362663] [INFO ] [sig       ] CWCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:53.498886] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CWCO.txt
[2025-11-28T20:18:53.499013] [INFO ] [sig       ] [865/3606] Completed CWCO in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-28T20:18:53.499050] [INFO ] [sig       ] [866/3606] Forecasting CWD...
[2025-11-28T20:18:53.499078] [INFO ] [sig       ] Generating forecast for: CWD
[2025-11-28T20:18:53.499107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-11-28T20:18:53.510855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-11-28T20:18:53.511181] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-11-28T20:18:53.511961] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-11-28T20:18:53.512009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:53.512039] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:53.512064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:53.512119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:53.567567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:53.568285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:53.568362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:53.568395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:53.681073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:53.681203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:53.681239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:53.681266] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:53.684461] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=71.10%)
[2025-11-28T20:18:53.684736] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-11-28T20:18:53.684850] [INFO ] [sig       ] CWD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:53.823036] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CWD.txt
[2025-11-28T20:18:53.823174] [INFO ] [sig       ] [866/3606] Completed CWD in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-28T20:18:53.823224] [INFO ] [sig       ] [867/3606] Forecasting CWEN...
[2025-11-28T20:18:53.823263] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-11-28T20:18:53.823307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-11-28T20:18:53.833715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-11-28T20:18:53.833986] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-11-28T20:18:53.834893] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-11-28T20:18:53.834949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:53.834987] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:53.835023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:53.835094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:53.894426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:53.895207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:53.895283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:53.895336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:54.015712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:54.015853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:54.015909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:54.015937] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:54.019125] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=24.56%)
[2025-11-28T20:18:54.019379] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-11-28T20:18:54.019492] [INFO ] [sig       ] CWEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:54.155784] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CWEN.txt
[2025-11-28T20:18:54.155932] [INFO ] [sig       ] [867/3606] Completed CWEN in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-28T20:18:54.155971] [INFO ] [sig       ] [868/3606] Forecasting CWH...
[2025-11-28T20:18:54.156000] [INFO ] [sig       ] Generating forecast for: CWH
[2025-11-28T20:18:54.156029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-11-28T20:18:54.167021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-11-28T20:18:54.167309] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-11-28T20:18:54.168072] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-11-28T20:18:54.168123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:54.168153] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:54.168179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:54.168233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:54.228538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:54.229385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:54.229466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:54.229498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:54.352849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:54.352996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:54.353034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:54.353062] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:54.356337] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=52.41%)
[2025-11-28T20:18:54.356615] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-11-28T20:18:54.356736] [INFO ] [sig       ] CWH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:54.493612] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CWH.txt
[2025-11-28T20:18:54.493740] [INFO ] [sig       ] [868/3606] Completed CWH in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-28T20:18:54.493776] [INFO ] [sig       ] [869/3606] Forecasting CWK...
[2025-11-28T20:18:54.493805] [INFO ] [sig       ] Generating forecast for: CWK
[2025-11-28T20:18:54.493834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-11-28T20:18:54.504786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-11-28T20:18:54.505091] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-11-28T20:18:54.505849] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-11-28T20:18:54.505899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:54.505931] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:54.505959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:54.506015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:54.561521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:54.562227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:54.562303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:54.562336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:54.680873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:54.681017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:54.681055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:54.681083] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:54.684349] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=23.73%)
[2025-11-28T20:18:54.684623] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-11-28T20:18:54.684741] [INFO ] [sig       ] CWK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:54.825609] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CWK.txt
[2025-11-28T20:18:54.825746] [INFO ] [sig       ] [869/3606] Completed CWK in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-28T20:18:54.825783] [INFO ] [sig       ] [870/3606] Forecasting CXDO...
[2025-11-28T20:18:54.825811] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-11-28T20:18:54.825842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-11-28T20:18:54.836527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-11-28T20:18:54.836878] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-11-28T20:18:54.837725] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-11-28T20:18:54.837774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:54.837804] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:54.837830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:54.837884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:54.897553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:54.898410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:54.898487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:54.898520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:55.024805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:55.024951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:55.024989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:55.025016] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:55.028352] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-11-28T20:18:55.028636] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-11-28T20:18:55.028756] [INFO ] [sig       ] CXDO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:55.175346] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CXDO.txt
[2025-11-28T20:18:55.175480] [INFO ] [sig       ] [870/3606] Completed CXDO in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-28T20:18:55.175518] [INFO ] [sig       ] [871/3606] Forecasting CXE...
[2025-11-28T20:18:55.175546] [INFO ] [sig       ] Generating forecast for: CXE
[2025-11-28T20:18:55.175592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-11-28T20:18:55.187085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-11-28T20:18:55.187454] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-11-28T20:18:55.188245] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-11-28T20:18:55.188295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:55.188375] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:55.188404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:55.188458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:55.243131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:55.243827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:55.243901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:55.243932] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:55.354203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:55.354311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:55.354345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:55.354371] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:55.357383] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=43.95%)
[2025-11-28T20:18:55.357653] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-11-28T20:18:55.357769] [INFO ] [sig       ] CXE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:55.492733] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CXE.txt
[2025-11-28T20:18:55.492838] [INFO ] [sig       ] [871/3606] Completed CXE in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-28T20:18:55.492874] [INFO ] [sig       ] [872/3606] Forecasting CXSE...
[2025-11-28T20:18:55.492902] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-11-28T20:18:55.492933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-11-28T20:18:55.503899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-11-28T20:18:55.504195] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-11-28T20:18:55.504976] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-11-28T20:18:55.505034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:55.505064] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:55.505090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:55.505143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:55.560205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:55.560803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:55.560875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:55.560905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:55.670452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:55.670604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:55.670641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:55.670668] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:55.673859] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=34.27%)
[2025-11-28T20:18:55.674118] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-11-28T20:18:55.674230] [INFO ] [sig       ] CXSE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:55.809450] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CXSE.txt
[2025-11-28T20:18:55.809559] [INFO ] [sig       ] [872/3606] Completed CXSE in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-28T20:18:55.809613] [INFO ] [sig       ] [873/3606] Forecasting CYD...
[2025-11-28T20:18:55.809642] [INFO ] [sig       ] Generating forecast for: CYD
[2025-11-28T20:18:55.809670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-11-28T20:18:55.820658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-11-28T20:18:55.820934] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-11-28T20:18:55.821666] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-11-28T20:18:55.821714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:55.821744] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:55.821770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:55.821824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:55.876348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:55.876955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:55.877029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:55.877061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:55.991809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:55.991915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:55.991949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:55.991975] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:55.994995] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=20.88%)
[2025-11-28T20:18:55.995242] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-11-28T20:18:55.995359] [INFO ] [sig       ] CYD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:56.130223] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CYD.txt
[2025-11-28T20:18:56.130347] [INFO ] [sig       ] [873/3606] Completed CYD in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-28T20:18:56.130391] [INFO ] [sig       ] [874/3606] Forecasting CYH...
[2025-11-28T20:18:56.130426] [INFO ] [sig       ] Generating forecast for: CYH
[2025-11-28T20:18:56.130459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-11-28T20:18:56.141217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-11-28T20:18:56.141504] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-11-28T20:18:56.142226] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-11-28T20:18:56.142275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:56.142304] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:56.142329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:56.142383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:56.197044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:56.197627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:56.197700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:56.197730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:56.320894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:56.321038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:56.321084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:56.321146] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:56.324434] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-11-28T20:18:56.324714] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-11-28T20:18:56.324829] [INFO ] [sig       ] CYH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:56.458766] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CYH.txt
[2025-11-28T20:18:56.458881] [INFO ] [sig       ] [874/3606] Completed CYH in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-28T20:18:56.458916] [INFO ] [sig       ] [875/3606] Forecasting CYN...
[2025-11-28T20:18:56.458954] [INFO ] [sig       ] Generating forecast for: CYN
[2025-11-28T20:18:56.458984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-11-28T20:18:56.470060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-11-28T20:18:56.470382] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-11-28T20:18:56.471162] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-11-28T20:18:56.471211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:56.471242] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:56.471268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:56.471323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:56.526026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:56.526794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:56.526872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:56.526904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:56.639869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:56.640018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:56.640054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:56.640081] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:56.643277] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: UP (p=64.45%)
[2025-11-28T20:18:56.643535] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-11-28T20:18:56.643668] [INFO ] [sig       ] CYN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:56.778329] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CYN.txt
[2025-11-28T20:18:56.778477] [INFO ] [sig       ] [875/3606] Completed CYN in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-28T20:18:56.778515] [INFO ] [sig       ] [876/3606] Forecasting CYRX...
[2025-11-28T20:18:56.778543] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-11-28T20:18:56.778590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-11-28T20:18:56.790775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-11-28T20:18:56.791156] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-11-28T20:18:56.791953] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-11-28T20:18:56.792003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:56.792033] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:56.792058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:56.792114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:56.859025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:56.859792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:56.859867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:56.859899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:56.980270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:56.980414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:56.980452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:56.980479] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:56.983680] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: UP (p=65.59%)
[2025-11-28T20:18:56.983937] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-11-28T20:18:56.984051] [INFO ] [sig       ] CYRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:57.118621] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CYRX.txt
[2025-11-28T20:18:57.118753] [INFO ] [sig       ] [876/3606] Completed CYRX in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-28T20:18:57.118792] [INFO ] [sig       ] [877/3606] Forecasting CYTK...
[2025-11-28T20:18:57.118820] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-11-28T20:18:57.118850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-11-28T20:18:57.129589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-11-28T20:18:57.129891] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-11-28T20:18:57.130655] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-11-28T20:18:57.130704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:57.130734] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:57.130760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:57.130815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:57.184944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:57.185692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:57.185768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:57.185800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:57.311224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:57.311369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:57.311406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:57.311433] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:57.314741] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=32.18%)
[2025-11-28T20:18:57.314997] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-11-28T20:18:57.315115] [INFO ] [sig       ] CYTK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:57.450279] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CYTK.txt
[2025-11-28T20:18:57.450425] [INFO ] [sig       ] [877/3606] Completed CYTK in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-28T20:18:57.450464] [INFO ] [sig       ] [878/3606] Forecasting CZFS...
[2025-11-28T20:18:57.450493] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-11-28T20:18:57.450522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-11-28T20:18:57.460527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-11-28T20:18:57.460872] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-11-28T20:18:57.461652] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-11-28T20:18:57.461703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:57.461734] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:57.461759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:57.461813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:57.516177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:57.516960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:57.517042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:57.517074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:57.610805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:57.610957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:57.610997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:57.611044] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:57.614363] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=78.61%)
[2025-11-28T20:18:57.614659] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-11-28T20:18:57.614784] [INFO ] [sig       ] CZFS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:57.751503] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CZFS.txt
[2025-11-28T20:18:57.751678] [INFO ] [sig       ] [878/3606] Completed CZFS in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-28T20:18:57.751721] [INFO ] [sig       ] [879/3606] Forecasting CZNC...
[2025-11-28T20:18:57.751750] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-11-28T20:18:57.751780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-11-28T20:18:57.763146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-11-28T20:18:57.763506] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-11-28T20:18:57.764330] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-11-28T20:18:57.764381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:57.764414] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:57.764443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:57.764499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:57.819646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:57.820431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:57.820514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:57.820545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:57.940109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:57.940249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:57.940286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:57.940314] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:57.943476] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=55.06%)
[2025-11-28T20:18:57.943747] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-11-28T20:18:57.943861] [INFO ] [sig       ] CZNC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:58.077822] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CZNC.txt
[2025-11-28T20:18:58.077948] [INFO ] [sig       ] [879/3606] Completed CZNC in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-28T20:18:58.077984] [INFO ] [sig       ] [880/3606] Forecasting CZWI...
[2025-11-28T20:18:58.078013] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-11-28T20:18:58.078061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-11-28T20:18:58.089063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-11-28T20:18:58.089365] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-11-28T20:18:58.090106] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-11-28T20:18:58.090155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:58.090186] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:58.090212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:58.090266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:58.144401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:58.145036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:58.145110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:58.145156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:58.255589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:58.255733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:58.255771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:58.255799] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:58.259043] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-11-28T20:18:58.259307] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-11-28T20:18:58.259424] [INFO ] [sig       ] CZWI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:58.396344] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CZWI.txt
[2025-11-28T20:18:58.396470] [INFO ] [sig       ] [880/3606] Completed CZWI in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-28T20:18:58.396509] [INFO ] [sig       ] [881/3606] Forecasting DAIO...
[2025-11-28T20:18:58.396537] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-11-28T20:18:58.396568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-11-28T20:18:58.407369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-11-28T20:18:58.407685] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-11-28T20:18:58.408444] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-11-28T20:18:58.408504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:58.408535] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:58.408561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:58.408640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:58.464270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:58.464965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:58.465068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:58.465103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:58.572838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:58.572978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:58.573025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:58.573053] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:58.576347] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=78.75%)
[2025-11-28T20:18:58.576648] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-11-28T20:18:58.576764] [INFO ] [sig       ] DAIO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:58.716771] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DAIO.txt
[2025-11-28T20:18:58.716918] [INFO ] [sig       ] [881/3606] Completed DAIO in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-28T20:18:58.716961] [INFO ] [sig       ] [882/3606] Forecasting DAN...
[2025-11-28T20:18:58.716992] [INFO ] [sig       ] Generating forecast for: DAN
[2025-11-28T20:18:58.717024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-11-28T20:18:58.727835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-11-28T20:18:58.728182] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-11-28T20:18:58.728980] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-11-28T20:18:58.729031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:58.729063] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:58.729092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:58.729172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:58.785751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:58.786515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:58.786611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:58.786647] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:58.907914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:58.908081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:58.908122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:58.908150] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:58.911476] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-11-28T20:18:58.911767] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-11-28T20:18:58.911910] [INFO ] [sig       ] DAN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:59.047004] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DAN.txt
[2025-11-28T20:18:59.047133] [INFO ] [sig       ] [882/3606] Completed DAN in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-28T20:18:59.047171] [INFO ] [sig       ] [883/3606] Forecasting DAO...
[2025-11-28T20:18:59.047199] [INFO ] [sig       ] Generating forecast for: DAO
[2025-11-28T20:18:59.047228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-11-28T20:18:59.058037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-11-28T20:18:59.058376] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-11-28T20:18:59.059106] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-11-28T20:18:59.059155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:59.059186] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:59.059211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:59.059265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:59.113817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:59.114452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:59.114529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:59.114560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:59.234271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:59.234418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:59.234457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:59.234485] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:59.237692] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-11-28T20:18:59.237951] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-11-28T20:18:59.238087] [INFO ] [sig       ] DAO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:18:59.372995] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DAO.txt
[2025-11-28T20:18:59.373136] [INFO ] [sig       ] [883/3606] Completed DAO in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-28T20:18:59.373175] [INFO ] [sig       ] [884/3606] Forecasting DAPP...
[2025-11-28T20:18:59.373203] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-11-28T20:18:59.373233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-11-28T20:18:59.384298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-11-28T20:18:59.384599] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-11-28T20:18:59.385314] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-11-28T20:18:59.385373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:59.385404] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:59.385430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:59.385485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:59.438965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:59.439716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:59.439792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:59.439823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:59.561751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:59.561894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:59.561932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:59.561963] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:59.565273] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=49.86%)
[2025-11-28T20:18:59.565543] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-11-28T20:18:59.565689] [INFO ] [sig       ] DAPP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:18:59.699149] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DAPP.txt
[2025-11-28T20:18:59.699290] [INFO ] [sig       ] [884/3606] Completed DAPP in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-28T20:18:59.699328] [INFO ] [sig       ] [885/3606] Forecasting DARE...
[2025-11-28T20:18:59.699356] [INFO ] [sig       ] Generating forecast for: DARE
[2025-11-28T20:18:59.699387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-11-28T20:18:59.711552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-11-28T20:18:59.711874] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-11-28T20:18:59.712616] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-11-28T20:18:59.712664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:18:59.712694] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:18:59.712720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:18:59.712774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:18:59.768274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:18:59.768856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:18:59.768927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:18:59.768958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:18:59.882137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:18:59.882293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:18:59.882333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:18:59.882360] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:18:59.885778] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-11-28T20:18:59.886119] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-11-28T20:18:59.886257] [INFO ] [sig       ] DARE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:00.025384] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DARE.txt
[2025-11-28T20:19:00.025533] [INFO ] [sig       ] [885/3606] Completed DARE in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-28T20:19:00.025589] [INFO ] [sig       ] [886/3606] Forecasting DASH...
[2025-11-28T20:19:00.025621] [INFO ] [sig       ] Generating forecast for: DASH
[2025-11-28T20:19:00.025651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-11-28T20:19:00.038344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-11-28T20:19:00.038775] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-11-28T20:19:00.039548] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-11-28T20:19:00.039622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:00.039656] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:00.039685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:00.039741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:00.097224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:00.098096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:00.098184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:00.098217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:00.224042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:00.224219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:00.224257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:00.224286] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:00.227688] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-11-28T20:19:00.228020] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-11-28T20:19:00.228185] [INFO ] [sig       ] DASH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:00.383540] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DASH.txt
[2025-11-28T20:19:00.383713] [INFO ] [sig       ] [886/3606] Completed DASH in 0.4s | 2.98 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-28T20:19:00.383751] [INFO ] [sig       ] [887/3606] Forecasting DAVA...
[2025-11-28T20:19:00.383780] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-11-28T20:19:00.383808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-11-28T20:19:00.396016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-11-28T20:19:00.396422] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-11-28T20:19:00.397193] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-11-28T20:19:00.397242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:00.397273] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:00.397299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:00.397353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:00.452471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:00.453281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:00.453359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:00.453390] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:00.573547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:00.573712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:00.573752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:00.573781] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:00.577060] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-11-28T20:19:00.577320] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-11-28T20:19:00.577433] [INFO ] [sig       ] DAVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:00.712381] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DAVA.txt
[2025-11-28T20:19:00.712523] [INFO ] [sig       ] [887/3606] Completed DAVA in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-28T20:19:00.712560] [INFO ] [sig       ] [888/3606] Forecasting DAVE...
[2025-11-28T20:19:00.712609] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-11-28T20:19:00.712639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-11-28T20:19:00.725672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-11-28T20:19:00.726000] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-11-28T20:19:00.726731] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-11-28T20:19:00.726780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:00.726832] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:00.726859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:00.726915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:00.793173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:00.793874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:00.793951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:00.793984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:00.912265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:00.912424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:00.912469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:00.912510] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:00.915853] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-11-28T20:19:00.916124] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-11-28T20:19:00.916245] [INFO ] [sig       ] DAVE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:01.053994] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DAVE.txt
[2025-11-28T20:19:01.054140] [INFO ] [sig       ] [888/3606] Completed DAVE in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-28T20:19:01.054178] [INFO ] [sig       ] [889/3606] Forecasting DAWN...
[2025-11-28T20:19:01.054207] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-11-28T20:19:01.054236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-11-28T20:19:01.069039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-11-28T20:19:01.069449] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-11-28T20:19:01.070449] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-11-28T20:19:01.070511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:01.070553] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:01.070613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:01.070692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:01.132253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:01.133210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:01.133292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:01.133323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:01.251059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:01.251211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:01.251249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:01.251277] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:01.254688] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-11-28T20:19:01.254975] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-11-28T20:19:01.255095] [INFO ] [sig       ] DAWN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:01.391458] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DAWN.txt
[2025-11-28T20:19:01.391637] [INFO ] [sig       ] [889/3606] Completed DAWN in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-28T20:19:01.391679] [INFO ] [sig       ] [890/3606] Forecasting DB...
[2025-11-28T20:19:01.391709] [INFO ] [sig       ] Generating forecast for: DB
[2025-11-28T20:19:01.391737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-11-28T20:19:01.404952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-11-28T20:19:01.405374] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-11-28T20:19:01.406272] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-11-28T20:19:01.406324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:01.406356] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:01.406383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:01.406437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:01.469277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:01.470196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:01.470282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:01.470315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:01.595989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:01.596137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:01.596174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:01.596201] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:01.599425] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-11-28T20:19:01.599711] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-11-28T20:19:01.599830] [INFO ] [sig       ] DB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:01.733908] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DB.txt
[2025-11-28T20:19:01.734048] [INFO ] [sig       ] [890/3606] Completed DB in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-28T20:19:01.734085] [INFO ] [sig       ] [891/3606] Forecasting DBI...
[2025-11-28T20:19:01.734113] [INFO ] [sig       ] Generating forecast for: DBI
[2025-11-28T20:19:01.734143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-11-28T20:19:01.745393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-11-28T20:19:01.745735] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-11-28T20:19:01.746470] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-11-28T20:19:01.746528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:01.746564] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:01.746613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:01.746667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:01.801446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:01.802204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:01.802285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:01.802316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:01.922858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:01.923027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:01.923068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:01.923097] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:01.926523] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-11-28T20:19:01.926808] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-11-28T20:19:01.926928] [INFO ] [sig       ] DBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:02.083063] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DBI.txt
[2025-11-28T20:19:02.083216] [INFO ] [sig       ] [891/3606] Completed DBI in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-28T20:19:02.083256] [INFO ] [sig       ] [892/3606] Forecasting DBL...
[2025-11-28T20:19:02.083287] [INFO ] [sig       ] Generating forecast for: DBL
[2025-11-28T20:19:02.083318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-11-28T20:19:02.095392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-11-28T20:19:02.095739] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-11-28T20:19:02.096476] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-11-28T20:19:02.096526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:02.096557] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:02.096605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:02.096661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:02.151134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:02.151966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:02.152046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:02.152077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:02.270241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:02.270383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:02.270421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:02.270448] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:02.273637] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=52.40%)
[2025-11-28T20:19:02.273891] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-11-28T20:19:02.274007] [INFO ] [sig       ] DBL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:02.410135] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DBL.txt
[2025-11-28T20:19:02.410290] [INFO ] [sig       ] [892/3606] Completed DBL in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-28T20:19:02.410328] [INFO ] [sig       ] [893/3606] Forecasting DBRG...
[2025-11-28T20:19:02.410357] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-11-28T20:19:02.410385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-11-28T20:19:02.421946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-11-28T20:19:02.422317] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-11-28T20:19:02.423077] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-11-28T20:19:02.423126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:02.423156] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:02.423181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:02.423236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:02.478190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:02.479021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:02.479106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:02.479137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:02.599491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:02.599658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:02.599696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:02.599725] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:02.603135] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-11-28T20:19:02.603455] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-11-28T20:19:02.603606] [INFO ] [sig       ] DBRG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:02.741467] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DBRG.txt
[2025-11-28T20:19:02.741638] [INFO ] [sig       ] [893/3606] Completed DBRG in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-28T20:19:02.741677] [INFO ] [sig       ] [894/3606] Forecasting DBX...
[2025-11-28T20:19:02.741706] [INFO ] [sig       ] Generating forecast for: DBX
[2025-11-28T20:19:02.741738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-11-28T20:19:02.752765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-11-28T20:19:02.753010] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-11-28T20:19:02.753767] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-11-28T20:19:02.753814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:02.753844] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:02.753869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:02.753923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:02.809366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:02.810175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:02.810251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:02.810283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:02.928977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:02.929121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:02.929158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:02.929185] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:02.932394] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-11-28T20:19:02.932671] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-11-28T20:19:02.932786] [INFO ] [sig       ] DBX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:03.069426] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DBX.txt
[2025-11-28T20:19:03.069594] [INFO ] [sig       ] [894/3606] Completed DBX in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-28T20:19:03.069636] [INFO ] [sig       ] [895/3606] Forecasting DCBO...
[2025-11-28T20:19:03.069666] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-11-28T20:19:03.069695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-11-28T20:19:03.080778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-11-28T20:19:03.081076] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-11-28T20:19:03.081850] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-11-28T20:19:03.081901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:03.081944] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:03.081974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:03.082034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:03.147440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:03.148569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:03.148697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:03.148752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:03.275288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:03.275430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:03.275470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:03.275498] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:03.278741] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=42.70%)
[2025-11-28T20:19:03.278997] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-11-28T20:19:03.279112] [INFO ] [sig       ] DCBO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:03.415468] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DCBO.txt
[2025-11-28T20:19:03.415647] [INFO ] [sig       ] [895/3606] Completed DCBO in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-28T20:19:03.415688] [INFO ] [sig       ] [896/3606] Forecasting DCI...
[2025-11-28T20:19:03.415719] [INFO ] [sig       ] Generating forecast for: DCI
[2025-11-28T20:19:03.415748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-11-28T20:19:03.426876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-11-28T20:19:03.427268] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-11-28T20:19:03.428137] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-11-28T20:19:03.428189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:03.428221] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:03.428248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:03.428306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:03.484304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:03.485118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:03.485207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:03.485239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:03.607745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:03.607890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:03.607929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:03.607958] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:03.611357] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=41.39%)
[2025-11-28T20:19:03.611677] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-11-28T20:19:03.611801] [INFO ] [sig       ] DCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:03.753006] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DCI.txt
[2025-11-28T20:19:03.753155] [INFO ] [sig       ] [896/3606] Completed DCI in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-28T20:19:03.753194] [INFO ] [sig       ] [897/3606] Forecasting DCO...
[2025-11-28T20:19:03.753222] [INFO ] [sig       ] Generating forecast for: DCO
[2025-11-28T20:19:03.753252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-11-28T20:19:03.764539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-11-28T20:19:03.764886] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-11-28T20:19:03.765632] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-11-28T20:19:03.765682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:03.765713] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:03.765739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:03.765794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:03.821366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:03.822038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:03.822112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:03.822144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:03.938036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:03.938201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:03.938238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:03.938264] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:03.941564] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=54.53%)
[2025-11-28T20:19:03.941841] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-11-28T20:19:03.941957] [INFO ] [sig       ] DCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:04.077922] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DCO.txt
[2025-11-28T20:19:04.078068] [INFO ] [sig       ] [897/3606] Completed DCO in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-28T20:19:04.078108] [INFO ] [sig       ] [898/3606] Forecasting DCOM...
[2025-11-28T20:19:04.078136] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-11-28T20:19:04.078170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-11-28T20:19:04.090012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-11-28T20:19:04.090320] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-11-28T20:19:04.091096] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-11-28T20:19:04.091144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:04.091174] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:04.091200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:04.091254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:04.148856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:04.149682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:04.149790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:04.149823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:04.270259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:04.270408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:04.270446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:04.270474] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:04.273679] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=39.85%)
[2025-11-28T20:19:04.273939] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-11-28T20:19:04.274054] [INFO ] [sig       ] DCOM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:04.409128] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DCOM.txt
[2025-11-28T20:19:04.409278] [INFO ] [sig       ] [898/3606] Completed DCOM in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-28T20:19:04.409327] [INFO ] [sig       ] [899/3606] Forecasting DCTH...
[2025-11-28T20:19:04.409357] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-11-28T20:19:04.409386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-11-28T20:19:04.428509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-11-28T20:19:04.429089] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-11-28T20:19:04.429846] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-11-28T20:19:04.429894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:04.429924] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:04.429949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:04.430004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:04.485965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:04.486800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:04.486877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:04.486908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:04.618207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:04.618364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:04.618404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:04.618434] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:04.622039] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: DOWN (p=40.85%)
[2025-11-28T20:19:04.622319] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-11-28T20:19:04.622443] [INFO ] [sig       ] DCTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:04.759353] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DCTH.txt
[2025-11-28T20:19:04.759497] [INFO ] [sig       ] [899/3606] Completed DCTH in 0.4s | 2.98 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-28T20:19:04.759544] [INFO ] [sig       ] [900/3606] Forecasting DD...
[2025-11-28T20:19:04.759593] [INFO ] [sig       ] Generating forecast for: DD
[2025-11-28T20:19:04.759625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-11-28T20:19:04.771372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-11-28T20:19:04.771767] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-11-28T20:19:04.772502] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-11-28T20:19:04.772556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:04.772608] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:04.772636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:04.772692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:04.829306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:04.830119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:04.830199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:04.830231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:04.951231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:04.951385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:04.951423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:04.951450] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:04.954854] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-11-28T20:19:04.955147] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-11-28T20:19:04.955285] [INFO ] [sig       ] DD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:05.092796] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DD.txt
[2025-11-28T20:19:05.092924] [INFO ] [sig       ] [900/3606] Completed DD in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-28T20:19:05.092962] [INFO ] [sig       ] [901/3606] Forecasting DDD...
[2025-11-28T20:19:05.092989] [INFO ] [sig       ] Generating forecast for: DDD
[2025-11-28T20:19:05.093017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-11-28T20:19:05.106591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-11-28T20:19:05.107144] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-11-28T20:19:05.108111] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-11-28T20:19:05.108165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:05.108199] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:05.108226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:05.108283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:05.164149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:05.165219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:05.165308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:05.165340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:05.285389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:05.285518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:05.285557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:05.285602] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:05.288923] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-11-28T20:19:05.289205] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-11-28T20:19:05.289329] [INFO ] [sig       ] DDD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:05.424626] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DDD.txt
[2025-11-28T20:19:05.424786] [INFO ] [sig       ] [901/3606] Completed DDD in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-28T20:19:05.424825] [INFO ] [sig       ] [902/3606] Forecasting DDI...
[2025-11-28T20:19:05.424854] [INFO ] [sig       ] Generating forecast for: DDI
[2025-11-28T20:19:05.424883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-11-28T20:19:05.436110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-11-28T20:19:05.436411] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-11-28T20:19:05.437180] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-11-28T20:19:05.437229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:05.437260] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:05.437285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:05.437339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:05.495517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:05.496127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:05.496202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:05.496235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:05.613167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:05.613318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:05.613356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:05.613423] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:05.616712] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-11-28T20:19:05.616970] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-11-28T20:19:05.617089] [INFO ] [sig       ] DDI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:05.753531] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DDI.txt
[2025-11-28T20:19:05.753689] [INFO ] [sig       ] [902/3606] Completed DDI in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-28T20:19:05.753729] [INFO ] [sig       ] [903/3606] Forecasting DDL...
[2025-11-28T20:19:05.753758] [INFO ] [sig       ] Generating forecast for: DDL
[2025-11-28T20:19:05.753787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-11-28T20:19:05.765565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-11-28T20:19:05.765854] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-11-28T20:19:05.766608] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-11-28T20:19:05.766656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:05.766685] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:05.766711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:05.766766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:05.822190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:05.823065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:05.823148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:05.823179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:05.943260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:05.943414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:05.943451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:05.943478] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:05.946786] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-11-28T20:19:05.947086] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-11-28T20:19:05.947209] [INFO ] [sig       ] DDL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:06.084387] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DDL.txt
[2025-11-28T20:19:06.084567] [INFO ] [sig       ] [903/3606] Completed DDL in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-28T20:19:06.084637] [INFO ] [sig       ] [904/3606] Forecasting DDOG...
[2025-11-28T20:19:06.084676] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-11-28T20:19:06.084714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-11-28T20:19:06.096264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-11-28T20:19:06.096731] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-11-28T20:19:06.097489] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-11-28T20:19:06.097539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:06.097570] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:06.097627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:06.097682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:06.155847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:06.156742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:06.156824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:06.156898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:06.281388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:06.281543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:06.281604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:06.281637] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:06.284930] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-11-28T20:19:06.285190] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-11-28T20:19:06.285307] [INFO ] [sig       ] DDOG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:06.427152] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DDOG.txt
[2025-11-28T20:19:06.427290] [INFO ] [sig       ] [904/3606] Completed DDOG in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-28T20:19:06.427327] [INFO ] [sig       ] [905/3606] Forecasting DDS...
[2025-11-28T20:19:06.427356] [INFO ] [sig       ] Generating forecast for: DDS
[2025-11-28T20:19:06.427385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-11-28T20:19:06.441494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-11-28T20:19:06.442077] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-11-28T20:19:06.443059] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-11-28T20:19:06.443118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:06.443190] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:06.443218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:06.443276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:06.502016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:06.503180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:06.503281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:06.503316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:06.630430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:06.630666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:06.630710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:06.630738] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:06.634651] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=23.94%)
[2025-11-28T20:19:06.634946] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-11-28T20:19:06.635073] [INFO ] [sig       ] DDS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:06.780129] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DDS.txt
[2025-11-28T20:19:06.780354] [INFO ] [sig       ] [905/3606] Completed DDS in 0.4s | 2.98 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-28T20:19:06.780406] [INFO ] [sig       ] [906/3606] Forecasting DE...
[2025-11-28T20:19:06.780438] [INFO ] [sig       ] Generating forecast for: DE
[2025-11-28T20:19:06.780470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-11-28T20:19:06.794198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-11-28T20:19:06.794715] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-11-28T20:19:06.795643] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-11-28T20:19:06.795696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:06.795728] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:06.795756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:06.795834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:06.854522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:06.855657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:06.855752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:06.855787] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:06.983718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:06.983973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:06.984039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:06.984070] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:06.988127] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-11-28T20:19:06.988497] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-11-28T20:19:06.988650] [INFO ] [sig       ] DE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:07.157633] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DE.txt
[2025-11-28T20:19:07.157843] [INFO ] [sig       ] [906/3606] Completed DE in 0.4s | 2.98 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-28T20:19:07.157911] [INFO ] [sig       ] [907/3606] Forecasting DEA...
[2025-11-28T20:19:07.157945] [INFO ] [sig       ] Generating forecast for: DEA
[2025-11-28T20:19:07.157977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-11-28T20:19:07.172653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-11-28T20:19:07.173248] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-11-28T20:19:07.174314] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-11-28T20:19:07.174366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:07.174424] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:07.174450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:07.174507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:07.237064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:07.238381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:07.238475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:07.238507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:07.379680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:07.379904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:07.379952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:07.379984] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:07.384271] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=58.47%)
[2025-11-28T20:19:07.384762] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-11-28T20:19:07.384932] [INFO ] [sig       ] DEA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:07.537211] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DEA.txt
[2025-11-28T20:19:07.537375] [INFO ] [sig       ] [907/3606] Completed DEA in 0.4s | 2.98 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-28T20:19:07.537414] [INFO ] [sig       ] [908/3606] Forecasting DECK...
[2025-11-28T20:19:07.537443] [INFO ] [sig       ] Generating forecast for: DECK
[2025-11-28T20:19:07.537472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-11-28T20:19:07.553200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-11-28T20:19:07.553787] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-11-28T20:19:07.554889] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-11-28T20:19:07.554966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:07.554999] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:07.555026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:07.555083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:07.612216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:07.613220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:07.613312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:07.613345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:07.737694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:07.737870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:07.737910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:07.737939] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:07.741690] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=78.79%)
[2025-11-28T20:19:07.742069] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-11-28T20:19:07.742211] [INFO ] [sig       ] DECK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:07.887217] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DECK.txt
[2025-11-28T20:19:07.887368] [INFO ] [sig       ] [908/3606] Completed DECK in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-28T20:19:07.887406] [INFO ] [sig       ] [909/3606] Forecasting DEI...
[2025-11-28T20:19:07.887435] [INFO ] [sig       ] Generating forecast for: DEI
[2025-11-28T20:19:07.887463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-11-28T20:19:07.899130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-11-28T20:19:07.899415] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-11-28T20:19:07.900189] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-11-28T20:19:07.900237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:07.900268] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:07.900294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:07.900349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:07.955992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:07.956830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:07.956911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:07.956945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:08.079049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:08.079200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:08.079236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:08.079263] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:08.082927] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=38.99%)
[2025-11-28T20:19:08.083188] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-11-28T20:19:08.083304] [INFO ] [sig       ] DEI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:08.232420] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DEI.txt
[2025-11-28T20:19:08.232613] [INFO ] [sig       ] [909/3606] Completed DEI in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-28T20:19:08.232660] [INFO ] [sig       ] [910/3606] Forecasting DELL...
[2025-11-28T20:19:08.232692] [INFO ] [sig       ] Generating forecast for: DELL
[2025-11-28T20:19:08.232734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-11-28T20:19:08.246889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-11-28T20:19:08.247265] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-11-28T20:19:08.248239] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-11-28T20:19:08.248291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:08.248323] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:08.248351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:08.248412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:08.304370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:08.305184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:08.305264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:08.305297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:08.425391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:08.425539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:08.425592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:08.425622] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:08.428913] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-11-28T20:19:08.429169] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-11-28T20:19:08.429281] [INFO ] [sig       ] DELL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:08.565090] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DELL.txt
[2025-11-28T20:19:08.565262] [INFO ] [sig       ] [910/3606] Completed DELL in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-28T20:19:08.565303] [INFO ] [sig       ] [911/3606] Forecasting DENN...
[2025-11-28T20:19:08.565331] [INFO ] [sig       ] Generating forecast for: DENN
[2025-11-28T20:19:08.565359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-11-28T20:19:08.576513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-11-28T20:19:08.576908] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-11-28T20:19:08.577675] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-11-28T20:19:08.577724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:08.577754] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:08.577779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:08.577833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:08.631795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:08.632386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:08.632460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:08.632491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:08.748661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:08.748801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:08.748836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:08.748863] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:08.752024] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=90.94%)
[2025-11-28T20:19:08.752279] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-11-28T20:19:08.752397] [INFO ] [sig       ] DENN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:08.893901] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DENN.txt
[2025-11-28T20:19:08.894083] [INFO ] [sig       ] [911/3606] Completed DENN in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-28T20:19:08.894131] [INFO ] [sig       ] [912/3606] Forecasting DEO...
[2025-11-28T20:19:08.894160] [INFO ] [sig       ] Generating forecast for: DEO
[2025-11-28T20:19:08.894189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-11-28T20:19:08.907304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-11-28T20:19:08.907723] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-11-28T20:19:08.908551] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-11-28T20:19:08.908633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:08.908668] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:08.908696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:08.908752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:08.973242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:08.974196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:08.974279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:08.974319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:09.099347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:09.099506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:09.099543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:09.099591] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:09.103046] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-11-28T20:19:09.103393] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-11-28T20:19:09.103532] [INFO ] [sig       ] DEO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:09.240498] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DEO.txt
[2025-11-28T20:19:09.240660] [INFO ] [sig       ] [912/3606] Completed DEO in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-28T20:19:09.240702] [INFO ] [sig       ] [913/3606] Forecasting DERM...
[2025-11-28T20:19:09.240730] [INFO ] [sig       ] Generating forecast for: DERM
[2025-11-28T20:19:09.240758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-11-28T20:19:09.252056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-11-28T20:19:09.252404] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-11-28T20:19:09.253190] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-11-28T20:19:09.253238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:09.253268] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:09.253294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:09.253348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:09.307059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:09.307826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:09.307904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:09.307935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:09.423699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:09.423854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:09.423891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:09.423918] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:09.427304] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=17.03%)
[2025-11-28T20:19:09.427608] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-11-28T20:19:09.427728] [INFO ] [sig       ] DERM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:09.574226] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DERM.txt
[2025-11-28T20:19:09.574365] [INFO ] [sig       ] [913/3606] Completed DERM in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 15.0m
[2025-11-28T20:19:09.574404] [INFO ] [sig       ] [914/3606] Forecasting DFGP...
[2025-11-28T20:19:09.574433] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-11-28T20:19:09.574462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-11-28T20:19:09.589656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-11-28T20:19:09.590068] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-11-28T20:19:09.591013] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-11-28T20:19:09.591064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:09.591094] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:09.591121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:09.591174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:09.652219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:09.653034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:09.653123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:09.653161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:09.774893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:09.775043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:09.775081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:09.775109] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:09.778431] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2025-11-28T20:19:09.778722] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-11-28T20:19:09.778844] [INFO ] [sig       ] DFGP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:09.927791] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DFGP.txt
[2025-11-28T20:19:09.927956] [INFO ] [sig       ] [914/3606] Completed DFGP in 0.4s | 2.98 sym/s | Total: 5.1m | ETA: 15.0m
[2025-11-28T20:19:09.927997] [INFO ] [sig       ] [915/3606] Forecasting DFGX...
[2025-11-28T20:19:09.928025] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-11-28T20:19:09.928077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-11-28T20:19:09.943075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-11-28T20:19:09.943554] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-11-28T20:19:09.944605] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-11-28T20:19:09.944683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:09.944731] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:09.944774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:09.944848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:10.006661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:10.007679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:10.007817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:10.007867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:10.136967] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:10.137137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:10.137176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:10.137204] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:10.140453] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2025-11-28T20:19:10.140748] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-11-28T20:19:10.140871] [INFO ] [sig       ] DFGX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:10.279032] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DFGX.txt
[2025-11-28T20:19:10.279160] [INFO ] [sig       ] [915/3606] Completed DFGX in 0.4s | 2.98 sym/s | Total: 5.1m | ETA: 15.0m
[2025-11-28T20:19:10.279199] [INFO ] [sig       ] [916/3606] Forecasting DFH...
[2025-11-28T20:19:10.279227] [INFO ] [sig       ] Generating forecast for: DFH
[2025-11-28T20:19:10.279256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-11-28T20:19:10.292007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-11-28T20:19:10.292358] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-11-28T20:19:10.293119] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-11-28T20:19:10.293167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:10.293197] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:10.293223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:10.293277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:10.348882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:10.349717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:10.349795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:10.349827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:10.470167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:10.470310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:10.470350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:10.470377] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:10.473628] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=26.54%)
[2025-11-28T20:19:10.473888] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-11-28T20:19:10.474000] [INFO ] [sig       ] DFH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:10.653749] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DFH.txt
[2025-11-28T20:19:10.653886] [INFO ] [sig       ] [916/3606] Completed DFH in 0.4s | 2.98 sym/s | Total: 5.1m | ETA: 15.0m
[2025-11-28T20:19:10.653924] [INFO ] [sig       ] [917/3606] Forecasting DFIN...
[2025-11-28T20:19:10.653952] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-11-28T20:19:10.653981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-11-28T20:19:10.665011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-11-28T20:19:10.665248] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-11-28T20:19:10.665976] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-11-28T20:19:10.666025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:10.666054] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:10.666080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:10.666133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:10.721551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:10.722120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:10.722191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:10.722222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:10.838287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:10.838368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:10.838400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:10.838425] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:10.841362] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-11-28T20:19:10.841630] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-11-28T20:19:10.841767] [INFO ] [sig       ] DFIN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:10.978535] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DFIN.txt
[2025-11-28T20:19:10.978664] [INFO ] [sig       ] [917/3606] Completed DFIN in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 15.0m
[2025-11-28T20:19:10.978709] [INFO ] [sig       ] [918/3606] Forecasting DFP...
[2025-11-28T20:19:10.978744] [INFO ] [sig       ] Generating forecast for: DFP
[2025-11-28T20:19:10.978780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-11-28T20:19:10.989907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-11-28T20:19:10.990144] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-11-28T20:19:10.990870] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-11-28T20:19:10.990918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:10.990948] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:10.990973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:10.991027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:11.045301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:11.045874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:11.045946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:11.045976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:11.162801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:11.162884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:11.162916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:11.162943] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:11.165857] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-11-28T20:19:11.166100] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-11-28T20:19:11.166211] [INFO ] [sig       ] DFP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:11.302844] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DFP.txt
[2025-11-28T20:19:11.302969] [INFO ] [sig       ] [918/3606] Completed DFP in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 15.0m
[2025-11-28T20:19:11.303007] [INFO ] [sig       ] [919/3606] Forecasting DG...
[2025-11-28T20:19:11.303036] [INFO ] [sig       ] Generating forecast for: DG
[2025-11-28T20:19:11.303065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-11-28T20:19:11.313839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-11-28T20:19:11.314078] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-11-28T20:19:11.314798] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-11-28T20:19:11.314847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:11.314889] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:11.314917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:11.314972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:11.370028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:11.370562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:11.370648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:11.370680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:11.484861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:11.484943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:11.484976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:11.485002] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:11.487959] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=62.64%)
[2025-11-28T20:19:11.488226] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-11-28T20:19:11.488343] [INFO ] [sig       ] DG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:11.625241] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DG.txt
[2025-11-28T20:19:11.625343] [INFO ] [sig       ] [919/3606] Completed DG in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 15.0m
[2025-11-28T20:19:11.625379] [INFO ] [sig       ] [920/3606] Forecasting DGCB...
[2025-11-28T20:19:11.625407] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-11-28T20:19:11.625436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-11-28T20:19:11.636802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-11-28T20:19:11.637038] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-11-28T20:19:11.637777] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-11-28T20:19:11.637834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:11.637864] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:11.637889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:11.637942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:11.692906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:11.693863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:11.693945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:11.693977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:11.816332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:11.816481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:11.816518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:11.816546] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:11.819814] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2025-11-28T20:19:11.820279] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-11-28T20:19:11.820400] [INFO ] [sig       ] DGCB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:11.956819] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DGCB.txt
[2025-11-28T20:19:11.956986] [INFO ] [sig       ] [920/3606] Completed DGCB in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 15.0m
[2025-11-28T20:19:11.957036] [INFO ] [sig       ] [921/3606] Forecasting DGICA...
[2025-11-28T20:19:11.957074] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-11-28T20:19:11.957105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-11-28T20:19:11.971734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-11-28T20:19:11.972117] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-11-28T20:19:11.972943] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-11-28T20:19:11.972993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:11.973023] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:11.973048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:11.973103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:12.028071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:12.028909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:12.028988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:12.029019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:12.149290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:12.149449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:12.149487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:12.149515] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:12.152820] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-11-28T20:19:12.153085] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-11-28T20:19:12.153205] [INFO ] [sig       ] DGICA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:12.289628] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DGICA.txt
[2025-11-28T20:19:12.289779] [INFO ] [sig       ] [921/3606] Completed DGICA in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 15.0m
[2025-11-28T20:19:12.289819] [INFO ] [sig       ] [922/3606] Forecasting DGII...
[2025-11-28T20:19:12.289846] [INFO ] [sig       ] Generating forecast for: DGII
[2025-11-28T20:19:12.289875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-11-28T20:19:12.305341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-11-28T20:19:12.305849] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-11-28T20:19:12.306990] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-11-28T20:19:12.307057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:12.307142] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:12.307189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:12.307274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:12.373554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:12.374531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:12.374629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:12.374664] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:12.504671] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:12.504845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:12.504886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:12.504913] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:12.508551] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=29.23%)
[2025-11-28T20:19:12.508934] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-11-28T20:19:12.509078] [INFO ] [sig       ] DGII: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:12.656604] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DGII.txt
[2025-11-28T20:19:12.656740] [INFO ] [sig       ] [922/3606] Completed DGII in 0.4s | 2.98 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-28T20:19:12.656791] [INFO ] [sig       ] [923/3606] Forecasting DGLY...
[2025-11-28T20:19:12.656821] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-11-28T20:19:12.656850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-11-28T20:19:12.667717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-11-28T20:19:12.667983] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-11-28T20:19:12.668758] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-11-28T20:19:12.668817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:12.668852] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:12.668877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:12.668932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:12.724204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:12.724826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:12.724900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:12.724930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:12.836141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:12.836287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:12.836324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:12.836352] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:12.839613] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-11-28T20:19:12.839870] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-11-28T20:19:12.839988] [INFO ] [sig       ] DGLY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:12.976933] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DGLY.txt
[2025-11-28T20:19:12.977061] [INFO ] [sig       ] [923/3606] Completed DGLY in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-28T20:19:12.977099] [INFO ] [sig       ] [924/3606] Forecasting DGRE...
[2025-11-28T20:19:12.977127] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-11-28T20:19:12.977155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-11-28T20:19:12.988707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-11-28T20:19:12.989070] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-11-28T20:19:12.989840] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-11-28T20:19:12.989889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:12.989920] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:12.989946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:12.990000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:13.044442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:13.045268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:13.045349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:13.045381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:13.159287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:13.159442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:13.159492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:13.159527] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:13.162902] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=30.12%)
[2025-11-28T20:19:13.163182] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-11-28T20:19:13.163342] [INFO ] [sig       ] DGRE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:13.304102] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DGRE.txt
[2025-11-28T20:19:13.304231] [INFO ] [sig       ] [924/3606] Completed DGRE in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-28T20:19:13.304268] [INFO ] [sig       ] [925/3606] Forecasting DGRS...
[2025-11-28T20:19:13.304295] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-11-28T20:19:13.304325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-11-28T20:19:13.315807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-11-28T20:19:13.316164] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-11-28T20:19:13.316930] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-11-28T20:19:13.316979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:13.317009] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:13.317033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:13.317087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:13.372670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:13.373519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:13.373621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:13.373655] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:13.490768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:13.490919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:13.490956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:13.491031] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:13.494293] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2025-11-28T20:19:13.494555] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-11-28T20:19:13.494690] [INFO ] [sig       ] DGRS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:13.630824] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DGRS.txt
[2025-11-28T20:19:13.630941] [INFO ] [sig       ] [925/3606] Completed DGRS in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-28T20:19:13.630978] [INFO ] [sig       ] [926/3606] Forecasting DGX...
[2025-11-28T20:19:13.631006] [INFO ] [sig       ] Generating forecast for: DGX
[2025-11-28T20:19:13.631035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-11-28T20:19:13.643829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-11-28T20:19:13.644196] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-11-28T20:19:13.644971] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-11-28T20:19:13.645021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:13.645051] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:13.645076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:13.645130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:13.699368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:13.699990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:13.700065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:13.700095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:13.821120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:13.821240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:13.821277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:13.821320] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:13.824605] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2025-11-28T20:19:13.824885] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-11-28T20:19:13.825003] [INFO ] [sig       ] DGX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:13.961332] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DGX.txt
[2025-11-28T20:19:13.961463] [INFO ] [sig       ] [926/3606] Completed DGX in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-28T20:19:13.961499] [INFO ] [sig       ] [927/3606] Forecasting DH...
[2025-11-28T20:19:13.961528] [INFO ] [sig       ] Generating forecast for: DH
[2025-11-28T20:19:13.961555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-11-28T20:19:13.972338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-11-28T20:19:13.972687] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-11-28T20:19:13.973406] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-11-28T20:19:13.973455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:13.973485] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:13.973510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:13.973565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:14.027598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:14.028221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:14.028294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:14.028325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:14.149168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:14.149311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:14.149350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:14.149377] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:14.152592] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: DOWN (p=49.92%)
[2025-11-28T20:19:14.152856] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-11-28T20:19:14.152973] [INFO ] [sig       ] DH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:14.289480] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DH.txt
[2025-11-28T20:19:14.289620] [INFO ] [sig       ] [927/3606] Completed DH in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-28T20:19:14.289659] [INFO ] [sig       ] [928/3606] Forecasting DHC...
[2025-11-28T20:19:14.289688] [INFO ] [sig       ] Generating forecast for: DHC
[2025-11-28T20:19:14.289721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-11-28T20:19:14.300619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-11-28T20:19:14.300885] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-11-28T20:19:14.301617] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-11-28T20:19:14.301678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:14.301708] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:14.301734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:14.301792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:14.356787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:14.357338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:14.357408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:14.357451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:14.476760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:14.476884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:14.476920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:14.476948] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:14.480161] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-11-28T20:19:14.480422] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-11-28T20:19:14.480536] [INFO ] [sig       ] DHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:14.621612] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DHC.txt
[2025-11-28T20:19:14.621736] [INFO ] [sig       ] [928/3606] Completed DHC in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-28T20:19:14.621774] [INFO ] [sig       ] [929/3606] Forecasting DHF...
[2025-11-28T20:19:14.621805] [INFO ] [sig       ] Generating forecast for: DHF
[2025-11-28T20:19:14.621836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-11-28T20:19:14.632835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-11-28T20:19:14.633106] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-11-28T20:19:14.633869] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-11-28T20:19:14.633917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:14.633947] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:14.633972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:14.634031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:14.690482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:14.691096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:14.691168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:14.691200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:14.807747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:14.807877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:14.807912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:14.807939] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:14.811232] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=12.61%)
[2025-11-28T20:19:14.811499] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-11-28T20:19:14.811639] [INFO ] [sig       ] DHF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:14.950131] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DHF.txt
[2025-11-28T20:19:14.950256] [INFO ] [sig       ] [929/3606] Completed DHF in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-28T20:19:14.950293] [INFO ] [sig       ] [930/3606] Forecasting DHI...
[2025-11-28T20:19:14.950322] [INFO ] [sig       ] Generating forecast for: DHI
[2025-11-28T20:19:14.950351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-11-28T20:19:14.962657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-11-28T20:19:14.962955] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-11-28T20:19:14.963724] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-11-28T20:19:14.963772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:14.963801] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:14.963838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:14.963893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:15.018937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:15.019598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:15.019674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:15.019708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:15.144500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:15.144656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:15.144694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:15.144721] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:15.147890] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-11-28T20:19:15.148175] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-11-28T20:19:15.148295] [INFO ] [sig       ] DHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:15.285463] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DHI.txt
[2025-11-28T20:19:15.285611] [INFO ] [sig       ] [930/3606] Completed DHI in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-28T20:19:15.285651] [INFO ] [sig       ] [931/3606] Forecasting DHIL...
[2025-11-28T20:19:15.285679] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-11-28T20:19:15.285708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-11-28T20:19:15.302510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-11-28T20:19:15.303126] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-11-28T20:19:15.304080] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-11-28T20:19:15.304134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:15.304168] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:15.304196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:15.304256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:15.363021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:15.364359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:15.364465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:15.364499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:15.478980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:15.479212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:15.479259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:15.479286] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:15.483287] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=42.32%)
[2025-11-28T20:19:15.483626] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-11-28T20:19:15.483761] [INFO ] [sig       ] DHIL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:15.626468] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DHIL.txt
[2025-11-28T20:19:15.626668] [INFO ] [sig       ] [931/3606] Completed DHIL in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-28T20:19:15.626712] [INFO ] [sig       ] [932/3606] Forecasting DHX...
[2025-11-28T20:19:15.626739] [INFO ] [sig       ] Generating forecast for: DHX
[2025-11-28T20:19:15.626768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-11-28T20:19:15.639010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-11-28T20:19:15.639327] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-11-28T20:19:15.640153] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-11-28T20:19:15.640202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:15.640231] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:15.640258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:15.640312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:15.695088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:15.695723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:15.695829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:15.695862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:15.811070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:15.811222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:15.811259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:15.811287] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:15.814496] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-11-28T20:19:15.814776] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-11-28T20:19:15.814890] [INFO ] [sig       ] DHX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:15.950031] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DHX.txt
[2025-11-28T20:19:15.950151] [INFO ] [sig       ] [932/3606] Completed DHX in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-28T20:19:15.950189] [INFO ] [sig       ] [933/3606] Forecasting DIBS...
[2025-11-28T20:19:15.950218] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-11-28T20:19:15.950247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-11-28T20:19:15.961397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-11-28T20:19:15.961678] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-11-28T20:19:15.962391] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-11-28T20:19:15.962439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:15.962469] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:15.962495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:15.962550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:16.018527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:16.019188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:16.019264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:16.019295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:16.139367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:16.139499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:16.139534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:16.139562] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:16.142740] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=46.83%)
[2025-11-28T20:19:16.143007] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-11-28T20:19:16.143124] [INFO ] [sig       ] DIBS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:16.283719] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DIBS.txt
[2025-11-28T20:19:16.283855] [INFO ] [sig       ] [933/3606] Completed DIBS in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-28T20:19:16.283893] [INFO ] [sig       ] [934/3606] Forecasting DIN...
[2025-11-28T20:19:16.283921] [INFO ] [sig       ] Generating forecast for: DIN
[2025-11-28T20:19:16.283958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-11-28T20:19:16.297287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-11-28T20:19:16.297731] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-11-28T20:19:16.298822] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-11-28T20:19:16.298885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:16.298933] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:16.298976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:16.299059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:16.366403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:16.367462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:16.367594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:16.367645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:16.493764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:16.493917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:16.493954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:16.493981] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:16.497395] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: UP (p=56.60%)
[2025-11-28T20:19:16.497679] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-11-28T20:19:16.497796] [INFO ] [sig       ] DIN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:16.633982] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DIN.txt
[2025-11-28T20:19:16.634101] [INFO ] [sig       ] [934/3606] Completed DIN in 0.4s | 2.98 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-28T20:19:16.634139] [INFO ] [sig       ] [935/3606] Forecasting DINO...
[2025-11-28T20:19:16.634167] [INFO ] [sig       ] Generating forecast for: DINO
[2025-11-28T20:19:16.634196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-11-28T20:19:16.645225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-11-28T20:19:16.645503] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-11-28T20:19:16.646237] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-11-28T20:19:16.646286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:16.646316] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:16.646341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:16.646395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:16.701198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:16.701908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:16.701984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:16.702016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:16.824004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:16.824146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:16.824182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:16.824209] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:16.827364] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=88.63%)
[2025-11-28T20:19:16.827643] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-11-28T20:19:16.827761] [INFO ] [sig       ] DINO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:16.963751] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DINO.txt
[2025-11-28T20:19:16.963948] [INFO ] [sig       ] [935/3606] Completed DINO in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-28T20:19:16.963988] [INFO ] [sig       ] [936/3606] Forecasting DIOD...
[2025-11-28T20:19:16.964017] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-11-28T20:19:16.964046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-11-28T20:19:16.975142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-11-28T20:19:16.975502] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-11-28T20:19:16.976276] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-11-28T20:19:16.976325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:16.976355] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:16.976380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:16.976434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:17.034238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:17.035098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:17.035176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:17.035207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:17.154728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:17.154894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:17.154937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:17.154966] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:17.158267] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=20.05%)
[2025-11-28T20:19:17.158553] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-11-28T20:19:17.158698] [INFO ] [sig       ] DIOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:17.296958] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DIOD.txt
[2025-11-28T20:19:17.297098] [INFO ] [sig       ] [936/3606] Completed DIOD in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-28T20:19:17.297137] [INFO ] [sig       ] [937/3606] Forecasting DIS...
[2025-11-28T20:19:17.297166] [INFO ] [sig       ] Generating forecast for: DIS
[2025-11-28T20:19:17.297195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-11-28T20:19:17.308124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-11-28T20:19:17.308424] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-11-28T20:19:17.309165] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-11-28T20:19:17.309214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:17.309243] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:17.309269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:17.309323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:17.364260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:17.365155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:17.365238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:17.365272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:17.484028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:17.484175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:17.484212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:17.484240] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:17.487448] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-11-28T20:19:17.487834] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-11-28T20:19:17.487974] [INFO ] [sig       ] DIS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:17.621902] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DIS.txt
[2025-11-28T20:19:17.622029] [INFO ] [sig       ] [937/3606] Completed DIS in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-28T20:19:17.622068] [INFO ] [sig       ] [938/3606] Forecasting DJCO...
[2025-11-28T20:19:17.622096] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-11-28T20:19:17.622124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-11-28T20:19:17.634073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-11-28T20:19:17.634427] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-11-28T20:19:17.635221] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-11-28T20:19:17.635271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:17.635303] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:17.635328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:17.635385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:17.690865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:17.691569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:17.691666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:17.691698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:17.810984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:17.811157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:17.811207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:17.811247] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:17.815223] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=28.46%)
[2025-11-28T20:19:17.815609] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-11-28T20:19:17.815750] [INFO ] [sig       ] DJCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:17.954434] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DJCO.txt
[2025-11-28T20:19:17.954618] [INFO ] [sig       ] [938/3606] Completed DJCO in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-28T20:19:17.954661] [INFO ] [sig       ] [939/3606] Forecasting DK...
[2025-11-28T20:19:17.954693] [INFO ] [sig       ] Generating forecast for: DK
[2025-11-28T20:19:17.954724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-11-28T20:19:17.967088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-11-28T20:19:17.967460] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-11-28T20:19:17.968244] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-11-28T20:19:17.968293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:17.968349] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:17.968376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:17.968430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:18.035155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:18.036204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:18.036305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:18.036347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:18.155624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:18.155805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:18.155848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:18.155877] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:18.159149] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-11-28T20:19:18.159407] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-11-28T20:19:18.159525] [INFO ] [sig       ] DK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:18.294962] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DK.txt
[2025-11-28T20:19:18.295095] [INFO ] [sig       ] [939/3606] Completed DK in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-28T20:19:18.295133] [INFO ] [sig       ] [940/3606] Forecasting DKL...
[2025-11-28T20:19:18.295162] [INFO ] [sig       ] Generating forecast for: DKL
[2025-11-28T20:19:18.295190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-11-28T20:19:18.306826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-11-28T20:19:18.307166] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-11-28T20:19:18.307971] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-11-28T20:19:18.308024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:18.308075] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:18.308104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:18.308164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:18.368137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:18.369109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:18.369191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:18.369222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:18.485290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:18.485456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:18.485495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:18.485523] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:18.489028] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2025-11-28T20:19:18.489318] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-11-28T20:19:18.489445] [INFO ] [sig       ] DKL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:18.628457] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DKL.txt
[2025-11-28T20:19:18.628623] [INFO ] [sig       ] [940/3606] Completed DKL in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-28T20:19:18.628664] [INFO ] [sig       ] [941/3606] Forecasting DKNG...
[2025-11-28T20:19:18.628692] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-11-28T20:19:18.628720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-11-28T20:19:18.640481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-11-28T20:19:18.640773] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-11-28T20:19:18.641521] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-11-28T20:19:18.641586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:18.641619] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:18.641645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:18.641699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:18.699395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:18.700057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:18.700131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:18.700161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:18.814465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:18.814623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:18.814662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:18.814688] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:18.817886] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-11-28T20:19:18.818175] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-11-28T20:19:18.818292] [INFO ] [sig       ] DKNG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:18.954249] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DKNG.txt
[2025-11-28T20:19:18.954391] [INFO ] [sig       ] [941/3606] Completed DKNG in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-28T20:19:18.954437] [INFO ] [sig       ] [942/3606] Forecasting DKS...
[2025-11-28T20:19:18.954471] [INFO ] [sig       ] Generating forecast for: DKS
[2025-11-28T20:19:18.954507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-11-28T20:19:18.968749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-11-28T20:19:18.969298] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-11-28T20:19:18.970236] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-11-28T20:19:18.970289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:18.970324] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:18.970350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:18.970410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:19.031115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:19.032361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:19.032483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:19.032518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:19.157812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:19.158059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:19.158107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:19.158136] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:19.162126] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-11-28T20:19:19.162448] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-11-28T20:19:19.162613] [INFO ] [sig       ] DKS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:19.305443] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DKS.txt
[2025-11-28T20:19:19.305650] [INFO ] [sig       ] [942/3606] Completed DKS in 0.4s | 2.98 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-28T20:19:19.305694] [INFO ] [sig       ] [943/3606] Forecasting DLB...
[2025-11-28T20:19:19.305724] [INFO ] [sig       ] Generating forecast for: DLB
[2025-11-28T20:19:19.305754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-11-28T20:19:19.318922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-11-28T20:19:19.319555] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-11-28T20:19:19.320597] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-11-28T20:19:19.320645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:19.320698] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:19.320724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:19.320780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:19.391250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:19.392173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:19.392256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:19.392287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:19.514385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:19.514543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:19.514600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:19.514629] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:19.517912] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-11-28T20:19:19.518204] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-11-28T20:19:19.518331] [INFO ] [sig       ] DLB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:19.652914] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DLB.txt
[2025-11-28T20:19:19.653052] [INFO ] [sig       ] [943/3606] Completed DLB in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-28T20:19:19.653091] [INFO ] [sig       ] [944/3606] Forecasting DLHC...
[2025-11-28T20:19:19.653121] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-11-28T20:19:19.653150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-11-28T20:19:19.665007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-11-28T20:19:19.665414] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-11-28T20:19:19.666198] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-11-28T20:19:19.666247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:19.666278] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:19.666302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:19.666356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:19.724038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:19.724899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:19.724980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:19.725014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:19.846252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:19.846407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:19.846447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:19.846476] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:19.849898] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-11-28T20:19:19.850179] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-11-28T20:19:19.850302] [INFO ] [sig       ] DLHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:19.988257] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DLHC.txt
[2025-11-28T20:19:19.988418] [INFO ] [sig       ] [944/3606] Completed DLHC in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-28T20:19:19.988457] [INFO ] [sig       ] [945/3606] Forecasting DLNG...
[2025-11-28T20:19:19.988486] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-11-28T20:19:19.988515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-11-28T20:19:20.000924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-11-28T20:19:20.001309] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-11-28T20:19:20.002100] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-11-28T20:19:20.002150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:20.002181] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:20.002206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:20.002261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:20.058978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:20.059828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:20.059909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:20.059943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:20.171873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:20.172024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:20.172063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:20.172097] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:20.175309] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-11-28T20:19:20.175561] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-11-28T20:19:20.175693] [INFO ] [sig       ] DLNG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:20.317620] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DLNG.txt
[2025-11-28T20:19:20.317775] [INFO ] [sig       ] [945/3606] Completed DLNG in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-28T20:19:20.317815] [INFO ] [sig       ] [946/3606] Forecasting DLO...
[2025-11-28T20:19:20.317844] [INFO ] [sig       ] Generating forecast for: DLO
[2025-11-28T20:19:20.317874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-11-28T20:19:20.330719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-11-28T20:19:20.331104] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-11-28T20:19:20.331923] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-11-28T20:19:20.331986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:20.332024] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:20.332050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:20.332106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:20.388500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:20.389306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:20.389385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:20.389418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:20.521150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:20.521322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:20.521374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:20.521412] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:20.525762] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-11-28T20:19:20.526121] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-11-28T20:19:20.526278] [INFO ] [sig       ] DLO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:20.678299] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DLO.txt
[2025-11-28T20:19:20.678450] [INFO ] [sig       ] [946/3606] Completed DLO in 0.4s | 2.98 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-28T20:19:20.678498] [INFO ] [sig       ] [947/3606] Forecasting DLPN...
[2025-11-28T20:19:20.678530] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-11-28T20:19:20.678560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-11-28T20:19:20.690791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-11-28T20:19:20.691195] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-11-28T20:19:20.691982] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-11-28T20:19:20.692039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:20.692069] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:20.692094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:20.692148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:20.747341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:20.748185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:20.748263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:20.748293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:20.858096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:20.858207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:20.858241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:20.858267] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:20.861354] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=71.75%)
[2025-11-28T20:19:20.861622] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-11-28T20:19:20.861738] [INFO ] [sig       ] DLPN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:20.996363] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DLPN.txt
[2025-11-28T20:19:20.996483] [INFO ] [sig       ] [947/3606] Completed DLPN in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-28T20:19:20.996520] [INFO ] [sig       ] [948/3606] Forecasting DLTH...
[2025-11-28T20:19:20.996548] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-11-28T20:19:20.996595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-11-28T20:19:21.007372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-11-28T20:19:21.007707] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-11-28T20:19:21.008450] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-11-28T20:19:21.008498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:21.008528] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:21.008553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:21.008652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:21.062445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:21.063051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:21.063124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:21.063154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:21.181820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:21.181973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:21.182010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:21.182036] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:21.185267] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=48.63%)
[2025-11-28T20:19:21.185519] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-11-28T20:19:21.185678] [INFO ] [sig       ] DLTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:21.319558] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DLTH.txt
[2025-11-28T20:19:21.319700] [INFO ] [sig       ] [948/3606] Completed DLTH in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-28T20:19:21.319737] [INFO ] [sig       ] [949/3606] Forecasting DLX...
[2025-11-28T20:19:21.319765] [INFO ] [sig       ] Generating forecast for: DLX
[2025-11-28T20:19:21.319797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-11-28T20:19:21.331076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-11-28T20:19:21.331350] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-11-28T20:19:21.332089] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-11-28T20:19:21.332138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:21.332167] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:21.332193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:21.332246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:21.388928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:21.389541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:21.389655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:21.389687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:21.507264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:21.507399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:21.507436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:21.507463] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:21.510715] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-11-28T20:19:21.510972] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-11-28T20:19:21.511085] [INFO ] [sig       ] DLX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:21.647250] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DLX.txt
[2025-11-28T20:19:21.647378] [INFO ] [sig       ] [949/3606] Completed DLX in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-28T20:19:21.647416] [INFO ] [sig       ] [950/3606] Forecasting DLY...
[2025-11-28T20:19:21.647445] [INFO ] [sig       ] Generating forecast for: DLY
[2025-11-28T20:19:21.647474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-11-28T20:19:21.659254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-11-28T20:19:21.659518] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-11-28T20:19:21.660300] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-11-28T20:19:21.660349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:21.660378] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:21.660404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:21.660458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:21.715228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:21.715893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:21.715983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:21.716020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:21.831153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:21.831298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:21.831334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:21.831379] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:21.834601] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=35.70%)
[2025-11-28T20:19:21.834863] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-11-28T20:19:21.834977] [INFO ] [sig       ] DLY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:21.972274] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DLY.txt
[2025-11-28T20:19:21.972416] [INFO ] [sig       ] [950/3606] Completed DLY in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-28T20:19:21.972455] [INFO ] [sig       ] [951/3606] Forecasting DMB...
[2025-11-28T20:19:21.972483] [INFO ] [sig       ] Generating forecast for: DMB
[2025-11-28T20:19:21.972512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-11-28T20:19:21.984012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-11-28T20:19:21.984299] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-11-28T20:19:21.985046] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-11-28T20:19:21.985095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:21.985124] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:21.985149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:21.985203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:22.043870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:22.044635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:22.044718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:22.044750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:22.163548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:22.163705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:22.163741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:22.163767] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:22.166953] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-11-28T20:19:22.167207] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-11-28T20:19:22.167323] [INFO ] [sig       ] DMB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:22.301351] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DMB.txt
[2025-11-28T20:19:22.301475] [INFO ] [sig       ] [951/3606] Completed DMB in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-28T20:19:22.301512] [INFO ] [sig       ] [952/3606] Forecasting DMLP...
[2025-11-28T20:19:22.301540] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-11-28T20:19:22.301592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-11-28T20:19:22.312950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-11-28T20:19:22.313238] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-11-28T20:19:22.313975] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-11-28T20:19:22.314024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:22.314054] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:22.314079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:22.314134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:22.368240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:22.368824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:22.368897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:22.368943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:22.491942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:22.492093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:22.492131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:22.492160] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:22.495752] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2025-11-28T20:19:22.496068] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-11-28T20:19:22.496196] [INFO ] [sig       ] DMLP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:22.632438] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DMLP.txt
[2025-11-28T20:19:22.632688] [INFO ] [sig       ] [952/3606] Completed DMLP in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-28T20:19:22.632744] [INFO ] [sig       ] [953/3606] Forecasting DMO...
[2025-11-28T20:19:22.632777] [INFO ] [sig       ] Generating forecast for: DMO
[2025-11-28T20:19:22.632807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-11-28T20:19:22.646297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-11-28T20:19:22.646733] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-11-28T20:19:22.647652] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-11-28T20:19:22.647710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:22.647752] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:22.647790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:22.647870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:22.705288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:22.706042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:22.706118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:22.706149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:22.821527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:22.821697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:22.821737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:22.821766] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:22.825096] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2025-11-28T20:19:22.825356] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-11-28T20:19:22.825473] [INFO ] [sig       ] DMO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:22.962514] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DMO.txt
[2025-11-28T20:19:22.962693] [INFO ] [sig       ] [953/3606] Completed DMO in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-28T20:19:22.962750] [INFO ] [sig       ] [954/3606] Forecasting DMRC...
[2025-11-28T20:19:22.962788] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-11-28T20:19:22.962824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-11-28T20:19:22.974092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-11-28T20:19:22.974383] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-11-28T20:19:22.975116] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-11-28T20:19:22.975164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:22.975194] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:22.975231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:22.975286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:23.032053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:23.032679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:23.032753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:23.032786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:23.152227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:23.152371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:23.152409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:23.152437] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:23.156135] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=90.84%)
[2025-11-28T20:19:23.156414] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-11-28T20:19:23.156534] [INFO ] [sig       ] DMRC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:23.293789] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DMRC.txt
[2025-11-28T20:19:23.293918] [INFO ] [sig       ] [954/3606] Completed DMRC in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-28T20:19:23.293956] [INFO ] [sig       ] [955/3606] Forecasting DMXF...
[2025-11-28T20:19:23.293984] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-11-28T20:19:23.294012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-11-28T20:19:23.305932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-11-28T20:19:23.306241] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-11-28T20:19:23.306972] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-11-28T20:19:23.307020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:23.307050] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:23.307076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:23.307129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:23.364291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:23.364904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:23.364978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:23.365012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:23.481731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:23.481866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:23.481904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:23.481933] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:23.485231] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=65.72%)
[2025-11-28T20:19:23.485486] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-11-28T20:19:23.485617] [INFO ] [sig       ] DMXF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:23.620138] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DMXF.txt
[2025-11-28T20:19:23.620251] [INFO ] [sig       ] [955/3606] Completed DMXF in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-28T20:19:23.620288] [INFO ] [sig       ] [956/3606] Forecasting DNA...
[2025-11-28T20:19:23.620316] [INFO ] [sig       ] Generating forecast for: DNA
[2025-11-28T20:19:23.620344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-11-28T20:19:23.631792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-11-28T20:19:23.632055] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-11-28T20:19:23.632805] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-11-28T20:19:23.632857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:23.632934] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:23.632983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:23.633056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:23.690343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:23.690970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:23.691044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:23.691077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:23.814899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:23.815063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:23.815102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:23.815131] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:23.818600] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=20.76%)
[2025-11-28T20:19:23.818873] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-11-28T20:19:23.818991] [INFO ] [sig       ] DNA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:23.958768] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DNA.txt
[2025-11-28T20:19:23.958896] [INFO ] [sig       ] [956/3606] Completed DNA in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-28T20:19:23.958933] [INFO ] [sig       ] [957/3606] Forecasting DNLI...
[2025-11-28T20:19:23.958961] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-11-28T20:19:23.958989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-11-28T20:19:23.970130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-11-28T20:19:23.970452] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-11-28T20:19:23.971185] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-11-28T20:19:23.971233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:23.971262] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:23.971287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:23.971340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:24.027587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:24.028226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:24.028301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:24.028332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:24.148464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:24.148624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:24.148666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:24.148697] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:24.152676] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=84.96%)
[2025-11-28T20:19:24.152943] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-11-28T20:19:24.153064] [INFO ] [sig       ] DNLI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:24.295485] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DNLI.txt
[2025-11-28T20:19:24.295652] [INFO ] [sig       ] [957/3606] Completed DNLI in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-28T20:19:24.295692] [INFO ] [sig       ] [958/3606] Forecasting DNP...
[2025-11-28T20:19:24.295722] [INFO ] [sig       ] Generating forecast for: DNP
[2025-11-28T20:19:24.295761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-11-28T20:19:24.307557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-11-28T20:19:24.307940] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-11-28T20:19:24.308734] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-11-28T20:19:24.308783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:24.308813] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:24.308839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:24.308893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:24.365670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:24.366489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:24.366591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:24.366625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:24.492451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:24.492622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:24.492661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:24.492688] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:24.495899] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2025-11-28T20:19:24.496188] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-11-28T20:19:24.496303] [INFO ] [sig       ] DNP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:24.636070] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DNP.txt
[2025-11-28T20:19:24.636219] [INFO ] [sig       ] [958/3606] Completed DNP in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-28T20:19:24.636256] [INFO ] [sig       ] [959/3606] Forecasting DNTH...
[2025-11-28T20:19:24.636283] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-11-28T20:19:24.636313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-11-28T20:19:24.648187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-11-28T20:19:24.648542] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-11-28T20:19:24.649301] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-11-28T20:19:24.649350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:24.649379] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:24.649405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:24.649458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:24.704412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:24.705240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:24.705320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:24.705350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:24.826119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:24.826262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:24.826299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:24.826366] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:24.829864] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=7.50%)
[2025-11-28T20:19:24.830172] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-11-28T20:19:24.830297] [INFO ] [sig       ] DNTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:24.973844] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DNTH.txt
[2025-11-28T20:19:24.973999] [INFO ] [sig       ] [959/3606] Completed DNTH in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-28T20:19:24.974038] [INFO ] [sig       ] [960/3606] Forecasting DOCN...
[2025-11-28T20:19:24.974066] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-11-28T20:19:24.974096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-11-28T20:19:24.985453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-11-28T20:19:24.985852] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-11-28T20:19:24.986632] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-11-28T20:19:24.986681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:24.986712] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:24.986737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:24.986792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:25.045309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:25.046175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:25.046257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:25.046290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:25.179827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:25.180002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:25.180046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:25.180074] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:25.183369] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=69.97%)
[2025-11-28T20:19:25.183700] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-11-28T20:19:25.183859] [INFO ] [sig       ] DOCN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:25.321710] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DOCN.txt
[2025-11-28T20:19:25.321860] [INFO ] [sig       ] [960/3606] Completed DOCN in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-28T20:19:25.321898] [INFO ] [sig       ] [961/3606] Forecasting DOCS...
[2025-11-28T20:19:25.321927] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-11-28T20:19:25.321957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-11-28T20:19:25.333092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-11-28T20:19:25.333470] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-11-28T20:19:25.334262] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-11-28T20:19:25.334313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:25.334344] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:25.334370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:25.334425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:25.390896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:25.391764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:25.391864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:25.391898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:25.513242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:25.513384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:25.513422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:25.513450] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:25.516759] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=55.52%)
[2025-11-28T20:19:25.517024] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-11-28T20:19:25.517144] [INFO ] [sig       ] DOCS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:25.656149] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DOCS.txt
[2025-11-28T20:19:25.656296] [INFO ] [sig       ] [961/3606] Completed DOCS in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-28T20:19:25.656334] [INFO ] [sig       ] [962/3606] Forecasting DOGZ...
[2025-11-28T20:19:25.656363] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-11-28T20:19:25.656394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-11-28T20:19:25.667786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-11-28T20:19:25.668140] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-11-28T20:19:25.668895] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-11-28T20:19:25.668944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:25.668975] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:25.669001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:25.669059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:25.725017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:25.725931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:25.726009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:25.726041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:25.847468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:25.847626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:25.847665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:25.847693] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:25.850890] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-11-28T20:19:25.851150] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-11-28T20:19:25.851264] [INFO ] [sig       ] DOGZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:25.986917] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DOGZ.txt
[2025-11-28T20:19:25.987040] [INFO ] [sig       ] [962/3606] Completed DOGZ in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-28T20:19:25.987079] [INFO ] [sig       ] [963/3606] Forecasting DOLE...
[2025-11-28T20:19:25.987112] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-11-28T20:19:25.987141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-11-28T20:19:25.998894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-11-28T20:19:25.999267] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-11-28T20:19:26.000121] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-11-28T20:19:26.000171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:26.000201] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:26.000226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:26.000282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:26.056358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:26.057236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:26.057319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:26.057352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:26.177822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:26.177964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:26.178002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:26.178034] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:26.181265] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-11-28T20:19:26.181518] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-11-28T20:19:26.181650] [INFO ] [sig       ] DOLE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:26.316693] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DOLE.txt
[2025-11-28T20:19:26.316801] [INFO ] [sig       ] [963/3606] Completed DOLE in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-28T20:19:26.316838] [INFO ] [sig       ] [964/3606] Forecasting DOMO...
[2025-11-28T20:19:26.316866] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-11-28T20:19:26.316894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-11-28T20:19:26.327747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-11-28T20:19:26.328033] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-11-28T20:19:26.328861] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-11-28T20:19:26.328912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:26.328943] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:26.328970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:26.329026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:26.385271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:26.385846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:26.385918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:26.385949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:26.505833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:26.505954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:26.505989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:26.506019] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:26.509146] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: UP (p=74.66%)
[2025-11-28T20:19:26.509401] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-11-28T20:19:26.509513] [INFO ] [sig       ] DOMO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:26.644474] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DOMO.txt
[2025-11-28T20:19:26.644598] [INFO ] [sig       ] [964/3606] Completed DOMO in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-28T20:19:26.644638] [INFO ] [sig       ] [965/3606] Forecasting DOOO...
[2025-11-28T20:19:26.644665] [INFO ] [sig       ] Generating forecast for: DOOO
[2025-11-28T20:19:26.644694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOOO' from 'https://tdm.silogroup.org/data/derivative_storage/DOOO.csv'.
[2025-11-28T20:19:26.656949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOOO'.
[2025-11-28T20:19:26.657420] [INFO ] [FORECASTER] Starting predict_future for DOOO
[2025-11-28T20:19:26.658174] [DEBUG] [LOCAL     ] No optimal features file found for DOOO: ./output/feature-sets/DOOO.txt
[2025-11-28T20:19:26.658222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:26.658255] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:26.658280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:26.658333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:26.714543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:26.715332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:26.715406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:26.715437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:26.836524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:26.836678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:26.836716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:26.836743] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:26.840068] [DEBUG] [FORECASTER] DOOO: Forecast T+1@11:T+2@11: DOWN (p=42.78%)
[2025-11-28T20:19:26.840341] [INFO ] [FORECASTER] Completed predict_future for DOOO
[2025-11-28T20:19:26.840468] [INFO ] [sig       ] DOOO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:26.983705] [INFO ] [LOCAL     ] Saved forecast: DOOO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DOOO.txt
[2025-11-28T20:19:26.983859] [INFO ] [sig       ] [965/3606] Completed DOOO in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-28T20:19:26.983898] [INFO ] [sig       ] [966/3606] Forecasting DORM...
[2025-11-28T20:19:26.983925] [INFO ] [sig       ] Generating forecast for: DORM
[2025-11-28T20:19:26.983954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-11-28T20:19:26.995825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-11-28T20:19:26.996199] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-11-28T20:19:26.996969] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-11-28T20:19:26.997018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:26.997048] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:26.997075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:26.997129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:27.052636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:27.053383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:27.053487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:27.053521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:27.178743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:27.178917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:27.178962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:27.178992] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:27.182532] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-11-28T20:19:27.182853] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-11-28T20:19:27.182985] [INFO ] [sig       ] DORM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:27.339776] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DORM.txt
[2025-11-28T20:19:27.339987] [INFO ] [sig       ] [966/3606] Completed DORM in 0.4s | 2.98 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-28T20:19:27.340047] [INFO ] [sig       ] [967/3606] Forecasting DOUG...
[2025-11-28T20:19:27.340096] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-11-28T20:19:27.340144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-11-28T20:19:27.353792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-11-28T20:19:27.354203] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-11-28T20:19:27.355048] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-11-28T20:19:27.355115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:27.355148] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:27.355175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:27.355231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:27.429762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:27.430923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:27.431040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:27.431095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:27.605832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:27.606014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:27.606076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:27.606123] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:27.611219] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-11-28T20:19:27.611693] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-11-28T20:19:27.611883] [INFO ] [sig       ] DOUG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:27.795167] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DOUG.txt
[2025-11-28T20:19:27.795388] [INFO ] [sig       ] [967/3606] Completed DOUG in 0.5s | 2.98 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-28T20:19:27.795459] [INFO ] [sig       ] [968/3606] Forecasting DOX...
[2025-11-28T20:19:27.795498] [INFO ] [sig       ] Generating forecast for: DOX
[2025-11-28T20:19:27.795528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-11-28T20:19:27.808332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-11-28T20:19:27.808776] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-11-28T20:19:27.809656] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-11-28T20:19:27.809712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:27.809744] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:27.809770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:27.809825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:27.867353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:27.868565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:27.868673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:27.868706] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:28.004609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:28.004779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:28.004828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:28.004867] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:28.009297] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-11-28T20:19:28.009708] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-11-28T20:19:28.009873] [INFO ] [sig       ] DOX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:28.157295] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DOX.txt
[2025-11-28T20:19:28.157451] [INFO ] [sig       ] [968/3606] Completed DOX in 0.4s | 2.98 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-28T20:19:28.157493] [INFO ] [sig       ] [969/3606] Forecasting DPG...
[2025-11-28T20:19:28.157523] [INFO ] [sig       ] Generating forecast for: DPG
[2025-11-28T20:19:28.157553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-11-28T20:19:28.168959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-11-28T20:19:28.169355] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-11-28T20:19:28.170154] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-11-28T20:19:28.170204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:28.170235] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:28.170260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:28.170314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:28.225773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:28.226625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:28.226704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:28.226737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:28.347689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:28.347839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:28.347878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:28.347906] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:28.351326] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=14.81%)
[2025-11-28T20:19:28.351751] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-11-28T20:19:28.351883] [INFO ] [sig       ] DPG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:28.490827] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DPG.txt
[2025-11-28T20:19:28.490982] [INFO ] [sig       ] [969/3606] Completed DPG in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-28T20:19:28.491028] [INFO ] [sig       ] [970/3606] Forecasting DPRO...
[2025-11-28T20:19:28.491064] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-11-28T20:19:28.491100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-11-28T20:19:28.502184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-11-28T20:19:28.502465] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-11-28T20:19:28.503230] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-11-28T20:19:28.503279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:28.503311] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:28.503336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:28.503392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:28.559226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:28.560170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:28.560254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:28.560288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:28.679371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:28.679513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:28.679552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:28.679598] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:28.683130] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=57.45%)
[2025-11-28T20:19:28.683434] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-11-28T20:19:28.683566] [INFO ] [sig       ] DPRO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:28.829317] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DPRO.txt
[2025-11-28T20:19:28.829477] [INFO ] [sig       ] [970/3606] Completed DPRO in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-28T20:19:28.829524] [INFO ] [sig       ] [971/3606] Forecasting DPZ...
[2025-11-28T20:19:28.829554] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-11-28T20:19:28.829610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-11-28T20:19:28.840541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-11-28T20:19:28.840891] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-11-28T20:19:28.841671] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-11-28T20:19:28.841719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:28.841749] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:28.841775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:28.841830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:28.899681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:28.900492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:28.900570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:28.900625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:29.018897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:29.019046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:29.019092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:29.019127] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:29.022456] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=75.02%)
[2025-11-28T20:19:29.022762] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-11-28T20:19:29.022881] [INFO ] [sig       ] DPZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:29.160261] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DPZ.txt
[2025-11-28T20:19:29.160388] [INFO ] [sig       ] [971/3606] Completed DPZ in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-28T20:19:29.160427] [INFO ] [sig       ] [972/3606] Forecasting DQ...
[2025-11-28T20:19:29.160456] [INFO ] [sig       ] Generating forecast for: DQ
[2025-11-28T20:19:29.160486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-11-28T20:19:29.172867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-11-28T20:19:29.173225] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-11-28T20:19:29.173996] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-11-28T20:19:29.174050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:29.174087] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:29.174119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:29.174186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:29.230209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:29.231089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:29.231171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:29.231205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:29.352674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:29.352821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:29.352859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:29.352893] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:29.356138] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-11-28T20:19:29.356399] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-11-28T20:19:29.356535] [INFO ] [sig       ] DQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:29.491420] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DQ.txt
[2025-11-28T20:19:29.491558] [INFO ] [sig       ] [972/3606] Completed DQ in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-28T20:19:29.491621] [INFO ] [sig       ] [973/3606] Forecasting DRD...
[2025-11-28T20:19:29.491651] [INFO ] [sig       ] Generating forecast for: DRD
[2025-11-28T20:19:29.491680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-11-28T20:19:29.504637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-11-28T20:19:29.505001] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-11-28T20:19:29.505783] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-11-28T20:19:29.505831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:29.505890] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:29.505919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:29.505976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:29.567211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:29.568281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:29.568388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:29.568429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:29.706091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:29.706240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:29.706280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:29.706308] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:29.710210] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-11-28T20:19:29.710503] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-11-28T20:19:29.710645] [INFO ] [sig       ] DRD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:29.853780] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DRD.txt
[2025-11-28T20:19:29.853940] [INFO ] [sig       ] [973/3606] Completed DRD in 0.4s | 2.98 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-28T20:19:29.853979] [INFO ] [sig       ] [974/3606] Forecasting DRH...
[2025-11-28T20:19:29.854009] [INFO ] [sig       ] Generating forecast for: DRH
[2025-11-28T20:19:29.854038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-11-28T20:19:29.865620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-11-28T20:19:29.865963] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-11-28T20:19:29.866725] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-11-28T20:19:29.866774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:29.866805] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:29.866830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:29.866884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:29.921994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:29.922810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:29.922892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:29.922930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:30.045663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:30.045811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:30.045849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:30.045914] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:30.049150] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=59.01%)
[2025-11-28T20:19:30.049420] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-11-28T20:19:30.049539] [INFO ] [sig       ] DRH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:30.186294] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DRH.txt
[2025-11-28T20:19:30.186448] [INFO ] [sig       ] [974/3606] Completed DRH in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-28T20:19:30.186489] [INFO ] [sig       ] [975/3606] Forecasting DRI...
[2025-11-28T20:19:30.186520] [INFO ] [sig       ] Generating forecast for: DRI
[2025-11-28T20:19:30.186550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-11-28T20:19:30.198812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-11-28T20:19:30.199166] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-11-28T20:19:30.200001] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-11-28T20:19:30.200054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:30.200086] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:30.200111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:30.200165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:30.256920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:30.257994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:30.258109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:30.258143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:30.389836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:30.390010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:30.390061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:30.390100] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:30.394008] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-11-28T20:19:30.394311] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-11-28T20:19:30.394441] [INFO ] [sig       ] DRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:30.531559] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DRI.txt
[2025-11-28T20:19:30.531711] [INFO ] [sig       ] [975/3606] Completed DRI in 0.3s | 2.98 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-28T20:19:30.531750] [INFO ] [sig       ] [976/3606] Forecasting DRIO...
[2025-11-28T20:19:30.531778] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-11-28T20:19:30.531807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-11-28T20:19:30.545741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-11-28T20:19:30.546238] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-11-28T20:19:30.547383] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-11-28T20:19:30.547448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:30.547480] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:30.547508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:30.547564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:30.605380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:30.606437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:30.606556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:30.606611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:30.738182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:30.738363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:30.738404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:30.738431] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:30.742122] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=47.47%)
[2025-11-28T20:19:30.742459] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-11-28T20:19:30.742632] [INFO ] [sig       ] DRIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:30.888247] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DRIO.txt
[2025-11-28T20:19:30.888418] [INFO ] [sig       ] [976/3606] Completed DRIO in 0.4s | 2.98 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-28T20:19:30.888458] [INFO ] [sig       ] [977/3606] Forecasting DRLL...
[2025-11-28T20:19:30.888488] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-11-28T20:19:30.888518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-11-28T20:19:30.899547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-11-28T20:19:30.899867] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-11-28T20:19:30.900636] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-11-28T20:19:30.900686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:30.900716] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:30.900742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:30.900799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:30.958880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:30.959539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:30.959632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:30.959666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:31.076774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:31.076930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:31.076969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:31.076998] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:31.080287] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-11-28T20:19:31.080551] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-11-28T20:19:31.080687] [INFO ] [sig       ] DRLL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:31.218617] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DRLL.txt
[2025-11-28T20:19:31.218751] [INFO ] [sig       ] [977/3606] Completed DRLL in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-28T20:19:31.218790] [INFO ] [sig       ] [978/3606] Forecasting DRMA...
[2025-11-28T20:19:31.218819] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-11-28T20:19:31.218848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-11-28T20:19:31.230193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-11-28T20:19:31.230523] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-11-28T20:19:31.231260] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-11-28T20:19:31.231308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:31.231339] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:31.231378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:31.231433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:31.287029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:31.287732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:31.287809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:31.287841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:31.402966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:31.403117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:31.403157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:31.403187] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:31.406567] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-11-28T20:19:31.406877] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-11-28T20:19:31.406997] [INFO ] [sig       ] DRMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:31.547691] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DRMA.txt
[2025-11-28T20:19:31.547866] [INFO ] [sig       ] [978/3606] Completed DRMA in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-28T20:19:31.547908] [INFO ] [sig       ] [979/3606] Forecasting DRS...
[2025-11-28T20:19:31.547936] [INFO ] [sig       ] Generating forecast for: DRS
[2025-11-28T20:19:31.547964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-11-28T20:19:31.560075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-11-28T20:19:31.560497] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-11-28T20:19:31.561320] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-11-28T20:19:31.561371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:31.561402] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:31.561428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:31.561483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:31.620240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:31.621098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:31.621186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:31.621220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:31.737778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:31.737920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:31.737959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:31.737986] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:31.741227] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-11-28T20:19:31.741482] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-11-28T20:19:31.741613] [INFO ] [sig       ] DRS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:31.876203] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DRS.txt
[2025-11-28T20:19:31.876303] [INFO ] [sig       ] [979/3606] Completed DRS in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-28T20:19:31.876340] [INFO ] [sig       ] [980/3606] Forecasting DRTS...
[2025-11-28T20:19:31.876368] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-11-28T20:19:31.876600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-11-28T20:19:31.892567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-11-28T20:19:31.892886] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-11-28T20:19:31.893636] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-11-28T20:19:31.893691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:31.893721] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:31.893745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:31.893799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:31.947736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:31.948431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:31.948506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:31.948537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:32.057604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:32.057707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:32.057743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:32.057771] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:32.060937] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=58.37%)
[2025-11-28T20:19:32.061188] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-11-28T20:19:32.061301] [INFO ] [sig       ] DRTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:32.195018] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DRTS.txt
[2025-11-28T20:19:32.195120] [INFO ] [sig       ] [980/3606] Completed DRTS in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-28T20:19:32.195156] [INFO ] [sig       ] [981/3606] Forecasting DRUG...
[2025-11-28T20:19:32.195183] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-11-28T20:19:32.195211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-11-28T20:19:32.206868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-11-28T20:19:32.207166] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-11-28T20:19:32.207902] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-11-28T20:19:32.207950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:32.207980] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:32.208006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:32.208082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:32.262377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:32.262963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:32.263035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:32.263066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:32.381321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:32.381439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:32.381475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:32.381503] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:32.384645] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-11-28T20:19:32.384896] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-11-28T20:19:32.385009] [INFO ] [sig       ] DRUG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:32.519771] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DRUG.txt
[2025-11-28T20:19:32.519872] [INFO ] [sig       ] [981/3606] Completed DRUG in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-28T20:19:32.519908] [INFO ] [sig       ] [982/3606] Forecasting DRVN...
[2025-11-28T20:19:32.519936] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-11-28T20:19:32.519972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-11-28T20:19:32.530744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-11-28T20:19:32.530999] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-11-28T20:19:32.531741] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-11-28T20:19:32.531788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:32.531818] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:32.531844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:32.531898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:32.586121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:32.586698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:32.586769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:32.586799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:32.701203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:32.701294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:32.701327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:32.701353] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:32.704317] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-11-28T20:19:32.704566] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-11-28T20:19:32.704695] [INFO ] [sig       ] DRVN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:32.838711] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DRVN.txt
[2025-11-28T20:19:32.838812] [INFO ] [sig       ] [982/3606] Completed DRVN in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-28T20:19:32.838849] [INFO ] [sig       ] [983/3606] Forecasting DSGN...
[2025-11-28T20:19:32.838877] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-11-28T20:19:32.838905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-11-28T20:19:32.849585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-11-28T20:19:32.849914] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-11-28T20:19:32.850660] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-11-28T20:19:32.850708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:32.850738] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:32.850764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:32.850819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:32.904873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:32.905544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:32.905666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:32.905698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:33.020983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:33.021126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:33.021164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:33.021192] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:33.024392] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=65.52%)
[2025-11-28T20:19:33.024666] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-11-28T20:19:33.024784] [INFO ] [sig       ] DSGN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:33.164408] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DSGN.txt
[2025-11-28T20:19:33.164550] [INFO ] [sig       ] [983/3606] Completed DSGN in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-28T20:19:33.164607] [INFO ] [sig       ] [984/3606] Forecasting DSGX...
[2025-11-28T20:19:33.164637] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-11-28T20:19:33.164667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-11-28T20:19:33.175505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-11-28T20:19:33.175793] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-11-28T20:19:33.176502] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-11-28T20:19:33.176550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:33.176599] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:33.176627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:33.176682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:33.230717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:33.231364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:33.231437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:33.231468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:33.345979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:33.346126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:33.346162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:33.346194] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:33.349859] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-11-28T20:19:33.350246] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-11-28T20:19:33.350427] [INFO ] [sig       ] DSGX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:33.490342] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DSGX.txt
[2025-11-28T20:19:33.490482] [INFO ] [sig       ] [984/3606] Completed DSGX in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-28T20:19:33.490522] [INFO ] [sig       ] [985/3606] Forecasting DSL...
[2025-11-28T20:19:33.490550] [INFO ] [sig       ] Generating forecast for: DSL
[2025-11-28T20:19:33.490597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-11-28T20:19:33.502026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-11-28T20:19:33.502323] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-11-28T20:19:33.503056] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-11-28T20:19:33.503104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:33.503133] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:33.503158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:33.503212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:33.562837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:33.563920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:33.564024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:33.564077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:33.693528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:33.693694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:33.693735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:33.693782] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:33.697889] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=16.13%)
[2025-11-28T20:19:33.698201] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-11-28T20:19:33.698330] [INFO ] [sig       ] DSL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:33.842624] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DSL.txt
[2025-11-28T20:19:33.842771] [INFO ] [sig       ] [985/3606] Completed DSL in 0.4s | 2.98 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-28T20:19:33.842812] [INFO ] [sig       ] [986/3606] Forecasting DSM...
[2025-11-28T20:19:33.842843] [INFO ] [sig       ] Generating forecast for: DSM
[2025-11-28T20:19:33.842874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-11-28T20:19:33.853909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-11-28T20:19:33.854230] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-11-28T20:19:33.855007] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-11-28T20:19:33.855058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:33.855089] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:33.855115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:33.855174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:33.911984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:33.912697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:33.912772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:33.912804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:34.029219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:34.029374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:34.029410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:34.029438] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:34.032677] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-11-28T20:19:34.032932] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-11-28T20:19:34.033043] [INFO ] [sig       ] DSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:34.173031] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DSM.txt
[2025-11-28T20:19:34.173193] [INFO ] [sig       ] [986/3606] Completed DSM in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-28T20:19:34.173238] [INFO ] [sig       ] [987/3606] Forecasting DSP...
[2025-11-28T20:19:34.173267] [INFO ] [sig       ] Generating forecast for: DSP
[2025-11-28T20:19:34.173297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-11-28T20:19:34.184678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-11-28T20:19:34.184961] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-11-28T20:19:34.185708] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-11-28T20:19:34.185758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:34.185789] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:34.185816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:34.185871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:34.242320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:34.243149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:34.243228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:34.243263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:34.369171] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:34.369336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:34.369385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:34.369414] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:34.372796] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-11-28T20:19:34.373062] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-11-28T20:19:34.373180] [INFO ] [sig       ] DSP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:34.517741] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DSP.txt
[2025-11-28T20:19:34.517887] [INFO ] [sig       ] [987/3606] Completed DSP in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-28T20:19:34.517925] [INFO ] [sig       ] [988/3606] Forecasting DSX...
[2025-11-28T20:19:34.517956] [INFO ] [sig       ] Generating forecast for: DSX
[2025-11-28T20:19:34.517987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-11-28T20:19:34.529281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-11-28T20:19:34.529588] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-11-28T20:19:34.530322] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-11-28T20:19:34.530370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:34.530400] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:34.530428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:34.530483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:34.586283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:34.587066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:34.587144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:34.587176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:34.705248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:34.705388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:34.705425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:34.705452] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:34.708683] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2025-11-28T20:19:34.708947] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-11-28T20:19:34.709059] [INFO ] [sig       ] DSX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:34.848378] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DSX.txt
[2025-11-28T20:19:34.848510] [INFO ] [sig       ] [988/3606] Completed DSX in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-28T20:19:34.848548] [INFO ] [sig       ] [989/3606] Forecasting DTB...
[2025-11-28T20:19:34.848593] [INFO ] [sig       ] Generating forecast for: DTB
[2025-11-28T20:19:34.848625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-11-28T20:19:34.859508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-11-28T20:19:34.859842] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-11-28T20:19:34.860552] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-11-28T20:19:34.860617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:34.860652] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:34.860678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:34.860732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:34.916793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:34.917474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:34.917551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:34.917601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:35.029211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:35.029356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:35.029392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:35.029420] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:35.032620] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-11-28T20:19:35.032875] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-11-28T20:19:35.032989] [INFO ] [sig       ] DTB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:35.166712] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DTB.txt
[2025-11-28T20:19:35.166831] [INFO ] [sig       ] [989/3606] Completed DTB in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-28T20:19:35.166868] [INFO ] [sig       ] [990/3606] Forecasting DTE...
[2025-11-28T20:19:35.166895] [INFO ] [sig       ] Generating forecast for: DTE
[2025-11-28T20:19:35.166922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-11-28T20:19:35.177707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-11-28T20:19:35.177986] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-11-28T20:19:35.178758] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-11-28T20:19:35.178807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:35.178859] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:35.178886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:35.178940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:35.233285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:35.233922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:35.233995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:35.234026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:35.347363] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:35.347513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:35.347549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:35.347594] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:35.350830] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=35.26%)
[2025-11-28T20:19:35.351095] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-11-28T20:19:35.351208] [INFO ] [sig       ] DTE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:35.484642] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DTE.txt
[2025-11-28T20:19:35.484759] [INFO ] [sig       ] [990/3606] Completed DTE in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-28T20:19:35.484796] [INFO ] [sig       ] [991/3606] Forecasting DTG...
[2025-11-28T20:19:35.484824] [INFO ] [sig       ] Generating forecast for: DTG
[2025-11-28T20:19:35.484853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-11-28T20:19:35.495708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-11-28T20:19:35.496044] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-11-28T20:19:35.496790] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-11-28T20:19:35.496851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:35.496882] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:35.496908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:35.496962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:35.551412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:35.552076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:35.552149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:35.552180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:35.669427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:35.669584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:35.669627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:35.669656] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:35.672888] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-11-28T20:19:35.673152] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-11-28T20:19:35.673267] [INFO ] [sig       ] DTG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:35.813371] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DTG.txt
[2025-11-28T20:19:35.813495] [INFO ] [sig       ] [991/3606] Completed DTG in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-28T20:19:35.813531] [INFO ] [sig       ] [992/3606] Forecasting DTIL...
[2025-11-28T20:19:35.813559] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-11-28T20:19:35.813607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-11-28T20:19:35.824090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-11-28T20:19:35.824373] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-11-28T20:19:35.825116] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-11-28T20:19:35.825164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:35.825194] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:35.825218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:35.825271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:35.880484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:35.881085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:35.881159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:35.881192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:36.001349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:36.001495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:36.001532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:36.001559] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:36.004794] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-11-28T20:19:36.005055] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-11-28T20:19:36.005172] [INFO ] [sig       ] DTIL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:36.145103] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DTIL.txt
[2025-11-28T20:19:36.145240] [INFO ] [sig       ] [992/3606] Completed DTIL in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-28T20:19:36.145277] [INFO ] [sig       ] [993/3606] Forecasting DTM...
[2025-11-28T20:19:36.145305] [INFO ] [sig       ] Generating forecast for: DTM
[2025-11-28T20:19:36.145335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-11-28T20:19:36.156033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-11-28T20:19:36.156305] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-11-28T20:19:36.157035] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-11-28T20:19:36.157083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:36.157112] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:36.157138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:36.157192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:36.212196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:36.213207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:36.213299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:36.213331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:36.332943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:36.333097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:36.333136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:36.333195] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:36.336523] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=45.75%)
[2025-11-28T20:19:36.336814] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-11-28T20:19:36.336933] [INFO ] [sig       ] DTM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:36.472116] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DTM.txt
[2025-11-28T20:19:36.472304] [INFO ] [sig       ] [993/3606] Completed DTM in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-28T20:19:36.472357] [INFO ] [sig       ] [994/3606] Forecasting DTSS...
[2025-11-28T20:19:36.472391] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-11-28T20:19:36.472433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-11-28T20:19:36.484175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-11-28T20:19:36.484510] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-11-28T20:19:36.485259] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-11-28T20:19:36.485308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:36.485337] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:36.485363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:36.485417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:36.539380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:36.540026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:36.540099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:36.540130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:36.651959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:36.652106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:36.652143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:36.652170] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:36.655478] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: DOWN (p=46.56%)
[2025-11-28T20:19:36.655757] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-11-28T20:19:36.655873] [INFO ] [sig       ] DTSS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:36.794661] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DTSS.txt
[2025-11-28T20:19:36.794807] [INFO ] [sig       ] [994/3606] Completed DTSS in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.6m
[2025-11-28T20:19:36.794854] [INFO ] [sig       ] [995/3606] Forecasting DUK...
[2025-11-28T20:19:36.794884] [INFO ] [sig       ] Generating forecast for: DUK
[2025-11-28T20:19:36.794914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-11-28T20:19:36.806136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-11-28T20:19:36.806398] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-11-28T20:19:36.807124] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-11-28T20:19:36.807171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:36.807201] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:36.807226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:36.807281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:36.861792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:36.862537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:36.862637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:36.862670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:36.979870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:36.980018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:36.980056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:36.980084] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:36.983367] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=60.31%)
[2025-11-28T20:19:36.983648] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-11-28T20:19:36.983767] [INFO ] [sig       ] DUK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:37.124423] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DUK.txt
[2025-11-28T20:19:37.124551] [INFO ] [sig       ] [995/3606] Completed DUK in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.6m
[2025-11-28T20:19:37.124607] [INFO ] [sig       ] [996/3606] Forecasting DUKB...
[2025-11-28T20:19:37.124637] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-11-28T20:19:37.124666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-11-28T20:19:37.135837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-11-28T20:19:37.136096] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-11-28T20:19:37.136828] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-11-28T20:19:37.136876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:37.136905] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:37.136931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:37.136984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:37.191956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:37.192876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:37.192975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:37.193007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:37.312544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:37.312708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:37.312744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:37.312771] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:37.315968] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=70.45%)
[2025-11-28T20:19:37.316222] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-11-28T20:19:37.316359] [INFO ] [sig       ] DUKB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:37.453983] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DUKB.txt
[2025-11-28T20:19:37.454109] [INFO ] [sig       ] [996/3606] Completed DUKB in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.6m
[2025-11-28T20:19:37.454148] [INFO ] [sig       ] [997/3606] Forecasting DUOL...
[2025-11-28T20:19:37.454175] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-11-28T20:19:37.454203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-11-28T20:19:37.465039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-11-28T20:19:37.465301] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-11-28T20:19:37.466034] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-11-28T20:19:37.466082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:37.466113] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:37.466138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:37.466193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:37.520772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:37.521432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:37.521506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:37.521537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:37.638135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:37.638281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:37.638318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:37.638345] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:37.641533] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=48.31%)
[2025-11-28T20:19:37.641807] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-11-28T20:19:37.641922] [INFO ] [sig       ] DUOL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:37.777105] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DUOL.txt
[2025-11-28T20:19:37.777224] [INFO ] [sig       ] [997/3606] Completed DUOL in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.6m
[2025-11-28T20:19:37.777262] [INFO ] [sig       ] [998/3606] Forecasting DVA...
[2025-11-28T20:19:37.777290] [INFO ] [sig       ] Generating forecast for: DVA
[2025-11-28T20:19:37.777318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-11-28T20:19:37.788209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-11-28T20:19:37.788471] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-11-28T20:19:37.789206] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-11-28T20:19:37.789254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:37.789284] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:37.789313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:37.789368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:37.845184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:37.845939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:37.846016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:37.846049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:37.968117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:37.968272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:37.968331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:37.968364] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:37.971655] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-11-28T20:19:37.971918] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-11-28T20:19:37.972035] [INFO ] [sig       ] DVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:38.110302] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DVA.txt
[2025-11-28T20:19:38.110431] [INFO ] [sig       ] [998/3606] Completed DVA in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.6m
[2025-11-28T20:19:38.110469] [INFO ] [sig       ] [999/3606] Forecasting DVAX...
[2025-11-28T20:19:38.110497] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-11-28T20:19:38.110525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-11-28T20:19:38.121945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-11-28T20:19:38.122210] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-11-28T20:19:38.122937] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-11-28T20:19:38.122985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:38.123014] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:38.123039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:38.123093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:38.177522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:38.178130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:38.178218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:38.178255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:38.300356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:38.300501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:38.300538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:38.300565] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:38.304019] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=80.30%)
[2025-11-28T20:19:38.304311] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-11-28T20:19:38.304435] [INFO ] [sig       ] DVAX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:38.440159] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DVAX.txt
[2025-11-28T20:19:38.440285] [INFO ] [sig       ] [999/3606] Completed DVAX in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.6m
[2025-11-28T20:19:38.440325] [INFO ] [sig       ] [1000/3606] Forecasting DVN...
[2025-11-28T20:19:38.440354] [INFO ] [sig       ] Generating forecast for: DVN
[2025-11-28T20:19:38.440384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-11-28T20:19:38.453763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-11-28T20:19:38.454183] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-11-28T20:19:38.455178] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-11-28T20:19:38.455238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:38.455279] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:38.455311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:38.455381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:38.513943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:38.514766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:38.514918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:38.514953] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:38.643463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:38.643638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:38.643684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:38.643722] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:38.647489] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=44.35%)
[2025-11-28T20:19:38.647818] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-11-28T20:19:38.647948] [INFO ] [sig       ] DVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:38.800403] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DVN.txt
[2025-11-28T20:19:38.800546] [INFO ] [sig       ] [1000/3606] Completed DVN in 0.4s | 2.98 sym/s | Total: 5.6m | ETA: 14.6m
[2025-11-28T20:19:38.800608] [INFO ] [sig       ] [1001/3606] Forecasting DVY...
[2025-11-28T20:19:38.800641] [INFO ] [sig       ] Generating forecast for: DVY
[2025-11-28T20:19:38.800671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'.
[2025-11-28T20:19:38.812746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVY'.
[2025-11-28T20:19:38.813285] [INFO ] [FORECASTER] Starting predict_future for DVY
[2025-11-28T20:19:38.814142] [DEBUG] [LOCAL     ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt
[2025-11-28T20:19:38.814201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:38.814249] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:38.814288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:38.814359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:38.878229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:38.878939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:38.879016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:38.879050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:39.007924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:39.008107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:39.008148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:39.008177] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:39.011568] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-11-28T20:19:39.011857] [INFO ] [FORECASTER] Completed predict_future for DVY
[2025-11-28T20:19:39.011980] [INFO ] [sig       ] DVY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:39.151870] [INFO ] [LOCAL     ] Saved forecast: DVY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DVY.txt
[2025-11-28T20:19:39.152009] [INFO ] [sig       ] [1001/3606] Completed DVY in 0.4s | 2.98 sym/s | Total: 5.6m | ETA: 14.6m
[2025-11-28T20:19:39.152048] [INFO ] [sig       ] [1002/3606] Forecasting DWAS...
[2025-11-28T20:19:39.152077] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-11-28T20:19:39.152105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-11-28T20:19:39.162854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-11-28T20:19:39.163152] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-11-28T20:19:39.163892] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-11-28T20:19:39.163940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:39.163981] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:39.164007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:39.164061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:39.218073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:39.218663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:39.218735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:39.218766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:39.331944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:39.332084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:39.332120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:39.332147] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:39.335328] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-11-28T20:19:39.335605] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-11-28T20:19:39.335720] [INFO ] [sig       ] DWAS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:39.469988] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DWAS.txt
[2025-11-28T20:19:39.470112] [INFO ] [sig       ] [1002/3606] Completed DWAS in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.6m
[2025-11-28T20:19:39.470148] [INFO ] [sig       ] [1003/3606] Forecasting DWSH...
[2025-11-28T20:19:39.470176] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-11-28T20:19:39.470206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-11-28T20:19:39.481161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-11-28T20:19:39.481506] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-11-28T20:19:39.482250] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-11-28T20:19:39.482299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:39.482329] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:39.482353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:39.482406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:39.539711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:39.540334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:39.540406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:39.540437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:39.645990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:39.646131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:39.646168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:39.646194] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:39.649524] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=70.05%)
[2025-11-28T20:19:39.649811] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-11-28T20:19:39.649932] [INFO ] [sig       ] DWSH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:39.786864] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DWSH.txt
[2025-11-28T20:19:39.787029] [INFO ] [sig       ] [1003/3606] Completed DWSH in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-28T20:19:39.787067] [INFO ] [sig       ] [1004/3606] Forecasting DX...
[2025-11-28T20:19:39.787095] [INFO ] [sig       ] Generating forecast for: DX
[2025-11-28T20:19:39.787125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-11-28T20:19:39.797954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-11-28T20:19:39.798264] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-11-28T20:19:39.798998] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-11-28T20:19:39.799046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:39.799076] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:39.799102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:39.799155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:39.854630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:39.855256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:39.855329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:39.855362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:39.975833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:39.975987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:39.976026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:39.976053] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:39.979381] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-11-28T20:19:39.979670] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-11-28T20:19:39.979796] [INFO ] [sig       ] DX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:40.114103] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DX.txt
[2025-11-28T20:19:40.114246] [INFO ] [sig       ] [1004/3606] Completed DX in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-28T20:19:40.114285] [INFO ] [sig       ] [1005/3606] Forecasting DXC...
[2025-11-28T20:19:40.114314] [INFO ] [sig       ] Generating forecast for: DXC
[2025-11-28T20:19:40.114343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-11-28T20:19:40.126217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-11-28T20:19:40.126543] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-11-28T20:19:40.127362] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-11-28T20:19:40.127417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:40.127448] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:40.127475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:40.127539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:40.191912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:40.192786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:40.192898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:40.192941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:40.321888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:40.322035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:40.322072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:40.322098] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:40.325299] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-11-28T20:19:40.325557] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-11-28T20:19:40.325691] [INFO ] [sig       ] DXC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:40.460915] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DXC.txt
[2025-11-28T20:19:40.461046] [INFO ] [sig       ] [1005/3606] Completed DXC in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-28T20:19:40.461084] [INFO ] [sig       ] [1006/3606] Forecasting DXCM...
[2025-11-28T20:19:40.461120] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-11-28T20:19:40.461150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-11-28T20:19:40.472368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-11-28T20:19:40.472706] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-11-28T20:19:40.473413] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-11-28T20:19:40.473464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:40.473494] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:40.473520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:40.473596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:40.534933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:40.535892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:40.535976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:40.536017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:40.668502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:40.668672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:40.668717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:40.668757] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:40.672247] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=80.39%)
[2025-11-28T20:19:40.672514] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-11-28T20:19:40.672651] [INFO ] [sig       ] DXCM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:40.827513] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DXCM.txt
[2025-11-28T20:19:40.827688] [INFO ] [sig       ] [1006/3606] Completed DXCM in 0.4s | 2.98 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-28T20:19:40.827745] [INFO ] [sig       ] [1007/3606] Forecasting DXPE...
[2025-11-28T20:19:40.827790] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-11-28T20:19:40.827829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-11-28T20:19:40.839760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-11-28T20:19:40.840128] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-11-28T20:19:40.840882] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-11-28T20:19:40.840931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:40.840988] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:40.841016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:40.841072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:40.896790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:40.897613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:40.897695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:40.897726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:41.013913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:41.014056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:41.014093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:41.014120] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:41.017324] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-11-28T20:19:41.017604] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-11-28T20:19:41.017725] [INFO ] [sig       ] DXPE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:41.152133] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DXPE.txt
[2025-11-28T20:19:41.152255] [INFO ] [sig       ] [1007/3606] Completed DXPE in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-28T20:19:41.152293] [INFO ] [sig       ] [1008/3606] Forecasting DY...
[2025-11-28T20:19:41.152321] [INFO ] [sig       ] Generating forecast for: DY
[2025-11-28T20:19:41.152352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-11-28T20:19:41.163561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-11-28T20:19:41.163864] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-11-28T20:19:41.164614] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-11-28T20:19:41.164662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:41.164693] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:41.164718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:41.164773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:41.222011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:41.222739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:41.222814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:41.222847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:41.340563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:41.340723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:41.340760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:41.340789] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:41.343985] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=83.06%)
[2025-11-28T20:19:41.344242] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-11-28T20:19:41.344357] [INFO ] [sig       ] DY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:41.479324] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DY.txt
[2025-11-28T20:19:41.479449] [INFO ] [sig       ] [1008/3606] Completed DY in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-28T20:19:41.479487] [INFO ] [sig       ] [1009/3606] Forecasting DYN...
[2025-11-28T20:19:41.479516] [INFO ] [sig       ] Generating forecast for: DYN
[2025-11-28T20:19:41.479545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-11-28T20:19:41.491324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-11-28T20:19:41.491667] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-11-28T20:19:41.492401] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-11-28T20:19:41.492453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:41.492484] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:41.492510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:41.492563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:41.546361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:41.547014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:41.547090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:41.547121] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:41.664620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:41.664758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:41.664796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:41.664823] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:41.668098] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=14.14%)
[2025-11-28T20:19:41.668361] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-11-28T20:19:41.668479] [INFO ] [sig       ] DYN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:41.806163] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DYN.txt
[2025-11-28T20:19:41.806287] [INFO ] [sig       ] [1009/3606] Completed DYN in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-28T20:19:41.806325] [INFO ] [sig       ] [1010/3606] Forecasting E...
[2025-11-28T20:19:41.806352] [INFO ] [sig       ] Generating forecast for: E
[2025-11-28T20:19:41.806380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-11-28T20:19:41.817543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-11-28T20:19:41.817889] [INFO ] [FORECASTER] Starting predict_future for E
[2025-11-28T20:19:41.818717] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-11-28T20:19:41.818766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:41.818795] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:41.818820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:41.818874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:41.873981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:41.874596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:41.874670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:41.874701] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:41.993726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:41.993865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:41.993902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:41.993929] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:41.997158] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-11-28T20:19:41.997421] [INFO ] [FORECASTER] Completed predict_future for E
[2025-11-28T20:19:41.997539] [INFO ] [sig       ] E: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:42.132787] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/E.txt
[2025-11-28T20:19:42.132907] [INFO ] [sig       ] [1010/3606] Completed E in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-28T20:19:42.132945] [INFO ] [sig       ] [1011/3606] Forecasting EA...
[2025-11-28T20:19:42.132972] [INFO ] [sig       ] Generating forecast for: EA
[2025-11-28T20:19:42.133001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-11-28T20:19:42.144818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-11-28T20:19:42.145143] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-11-28T20:19:42.146152] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-11-28T20:19:42.146217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:42.146265] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:42.146310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:42.146396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:42.206709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:42.207435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:42.207509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:42.207541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:42.330709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:42.330871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:42.330910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:42.330937] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:42.334138] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-11-28T20:19:42.334394] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-11-28T20:19:42.334509] [INFO ] [sig       ] EA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:42.471189] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EA.txt
[2025-11-28T20:19:42.471319] [INFO ] [sig       ] [1011/3606] Completed EA in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-28T20:19:42.471356] [INFO ] [sig       ] [1012/3606] Forecasting EAF...
[2025-11-28T20:19:42.471386] [INFO ] [sig       ] Generating forecast for: EAF
[2025-11-28T20:19:42.471418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-11-28T20:19:42.482548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-11-28T20:19:42.482897] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-11-28T20:19:42.483677] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-11-28T20:19:42.483726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:42.483756] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:42.483782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:42.483836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:42.537831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:42.538519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:42.538610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:42.538643] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:42.653703] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:42.653848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:42.653885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:42.653911] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:42.657108] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-11-28T20:19:42.657361] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-11-28T20:19:42.657474] [INFO ] [sig       ] EAF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:42.798651] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EAF.txt
[2025-11-28T20:19:42.798775] [INFO ] [sig       ] [1012/3606] Completed EAF in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.5m
[2025-11-28T20:19:42.798812] [INFO ] [sig       ] [1013/3606] Forecasting EAI...
[2025-11-28T20:19:42.798842] [INFO ] [sig       ] Generating forecast for: EAI
[2025-11-28T20:19:42.798871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-11-28T20:19:42.809856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-11-28T20:19:42.810193] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-11-28T20:19:42.810993] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-11-28T20:19:42.811042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:42.811072] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:42.811100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:42.811154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:42.865485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:42.866196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:42.866273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:42.866306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:42.982909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:42.983054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:42.983092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:42.983120] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:42.986521] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=50.79%)
[2025-11-28T20:19:42.986801] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-11-28T20:19:42.986922] [INFO ] [sig       ] EAI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:43.123153] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EAI.txt
[2025-11-28T20:19:43.123281] [INFO ] [sig       ] [1013/3606] Completed EAI in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.5m
[2025-11-28T20:19:43.123320] [INFO ] [sig       ] [1014/3606] Forecasting EARN...
[2025-11-28T20:19:43.123349] [INFO ] [sig       ] Generating forecast for: EARN
[2025-11-28T20:19:43.123379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-11-28T20:19:43.137153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-11-28T20:19:43.137475] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-11-28T20:19:43.138255] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-11-28T20:19:43.138304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:43.138335] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:43.138361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:43.138416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:43.194759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:43.195614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:43.195695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:43.195728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:43.316956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:43.317098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:43.317135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:43.317163] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:43.320358] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-11-28T20:19:43.320631] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-11-28T20:19:43.320747] [INFO ] [sig       ] EARN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:43.458151] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EARN.txt
[2025-11-28T20:19:43.458273] [INFO ] [sig       ] [1014/3606] Completed EARN in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.5m
[2025-11-28T20:19:43.458311] [INFO ] [sig       ] [1015/3606] Forecasting EB...
[2025-11-28T20:19:43.458340] [INFO ] [sig       ] Generating forecast for: EB
[2025-11-28T20:19:43.458369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-11-28T20:19:43.469210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-11-28T20:19:43.469496] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-11-28T20:19:43.470231] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-11-28T20:19:43.470279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:43.470332] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:43.470361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:43.470415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:43.524763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:43.525366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:43.525439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:43.525470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:43.643229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:43.643362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:43.643401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:43.643428] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:43.646616] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-11-28T20:19:43.646874] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-11-28T20:19:43.646990] [INFO ] [sig       ] EB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:43.782280] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EB.txt
[2025-11-28T20:19:43.782408] [INFO ] [sig       ] [1015/3606] Completed EB in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.5m
[2025-11-28T20:19:43.782445] [INFO ] [sig       ] [1016/3606] Forecasting EBAY...
[2025-11-28T20:19:43.782473] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-11-28T20:19:43.782502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-11-28T20:19:43.793386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-11-28T20:19:43.793705] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-11-28T20:19:43.794422] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-11-28T20:19:43.794475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:43.794504] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:43.794529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:43.794602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:43.850340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:43.851126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:43.851205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:43.851236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:43.971230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:43.971373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:43.971409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:43.971436] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:43.974650] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: DOWN (p=11.36%)
[2025-11-28T20:19:43.974906] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-11-28T20:19:43.975020] [INFO ] [sig       ] EBAY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:44.112906] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EBAY.txt
[2025-11-28T20:19:44.113062] [INFO ] [sig       ] [1016/3606] Completed EBAY in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.5m
[2025-11-28T20:19:44.113099] [INFO ] [sig       ] [1017/3606] Forecasting EBC...
[2025-11-28T20:19:44.113127] [INFO ] [sig       ] Generating forecast for: EBC
[2025-11-28T20:19:44.113156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-11-28T20:19:44.124611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-11-28T20:19:44.124914] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-11-28T20:19:44.125652] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-11-28T20:19:44.125700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:44.125729] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:44.125754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:44.125809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:44.181074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:44.181771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:44.181847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:44.181880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:44.302420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:44.302563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:44.302620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:44.302650] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:44.305936] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=75.75%)
[2025-11-28T20:19:44.306196] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-11-28T20:19:44.306313] [INFO ] [sig       ] EBC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:44.440827] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EBC.txt
[2025-11-28T20:19:44.440950] [INFO ] [sig       ] [1017/3606] Completed EBC in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.5m
[2025-11-28T20:19:44.440986] [INFO ] [sig       ] [1018/3606] Forecasting EBF...
[2025-11-28T20:19:44.441015] [INFO ] [sig       ] Generating forecast for: EBF
[2025-11-28T20:19:44.441043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-11-28T20:19:44.451831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-11-28T20:19:44.452107] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-11-28T20:19:44.452896] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-11-28T20:19:44.452945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:44.452976] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:44.453000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:44.453054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:44.508908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:44.509526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:44.509618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:44.509651] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:44.627124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:44.627264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:44.627301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:44.627328] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:44.630606] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-11-28T20:19:44.630872] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-11-28T20:19:44.630989] [INFO ] [sig       ] EBF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:44.767989] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EBF.txt
[2025-11-28T20:19:44.771010] [INFO ] [sig       ] [1018/3606] Completed EBF in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.5m
[2025-11-28T20:19:44.771070] [INFO ] [sig       ] [1019/3606] Forecasting EBON...
[2025-11-28T20:19:44.771102] [INFO ] [sig       ] Generating forecast for: EBON
[2025-11-28T20:19:44.771136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-11-28T20:19:44.782345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-11-28T20:19:44.782676] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-11-28T20:19:44.783458] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-11-28T20:19:44.783509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:44.783539] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:44.783564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:44.783658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:44.839501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:44.840130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:44.840222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:44.840254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:44.941841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:44.941988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:44.942032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:44.942062] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:44.945460] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-11-28T20:19:44.945736] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-11-28T20:19:44.945855] [INFO ] [sig       ] EBON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:45.085109] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EBON.txt
[2025-11-28T20:19:45.085263] [INFO ] [sig       ] [1019/3606] Completed EBON in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.5m
[2025-11-28T20:19:45.085301] [INFO ] [sig       ] [1020/3606] Forecasting EBS...
[2025-11-28T20:19:45.085328] [INFO ] [sig       ] Generating forecast for: EBS
[2025-11-28T20:19:45.085359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-11-28T20:19:45.096868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-11-28T20:19:45.097279] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-11-28T20:19:45.098136] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-11-28T20:19:45.098189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:45.098219] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:45.098244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:45.098299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:45.163299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:45.164149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:45.164227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:45.164259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:45.284715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:45.284859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:45.284896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:45.284922] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:45.288201] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-11-28T20:19:45.288460] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-11-28T20:19:45.288615] [INFO ] [sig       ] EBS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:45.424659] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EBS.txt
[2025-11-28T20:19:45.424796] [INFO ] [sig       ] [1020/3606] Completed EBS in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-28T20:19:45.424859] [INFO ] [sig       ] [1021/3606] Forecasting EC...
[2025-11-28T20:19:45.424889] [INFO ] [sig       ] Generating forecast for: EC
[2025-11-28T20:19:45.424918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-11-28T20:19:45.435472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-11-28T20:19:45.435774] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-11-28T20:19:45.436496] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-11-28T20:19:45.436544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:45.436592] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:45.436622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:45.436679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:45.491180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:45.491783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:45.491857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:45.491888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:45.615068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:45.615210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:45.615249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:45.615277] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:45.618702] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=33.72%)
[2025-11-28T20:19:45.618955] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-11-28T20:19:45.619067] [INFO ] [sig       ] EC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:45.758420] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EC.txt
[2025-11-28T20:19:45.758564] [INFO ] [sig       ] [1021/3606] Completed EC in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-28T20:19:45.758619] [INFO ] [sig       ] [1022/3606] Forecasting ECC...
[2025-11-28T20:19:45.758649] [INFO ] [sig       ] Generating forecast for: ECC
[2025-11-28T20:19:45.758678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-11-28T20:19:45.769477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-11-28T20:19:45.769855] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-11-28T20:19:45.770681] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-11-28T20:19:45.770731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:45.770761] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:45.770786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:45.770842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:45.827823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:45.828530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:45.828624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:45.828659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:45.945637] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:45.945783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:45.945820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:45.945865] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:45.952043] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=60.26%)
[2025-11-28T20:19:45.952338] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-11-28T20:19:45.952470] [INFO ] [sig       ] ECC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:46.088835] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ECC.txt
[2025-11-28T20:19:46.088967] [INFO ] [sig       ] [1022/3606] Completed ECC in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-28T20:19:46.089003] [INFO ] [sig       ] [1023/3606] Forecasting ECL...
[2025-11-28T20:19:46.089032] [INFO ] [sig       ] Generating forecast for: ECL
[2025-11-28T20:19:46.089062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-11-28T20:19:46.100024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-11-28T20:19:46.100331] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-11-28T20:19:46.101168] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-11-28T20:19:46.101217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:46.101247] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:46.101273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:46.101329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:46.155995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:46.156652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:46.156727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:46.156758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:46.271935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:46.272078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:46.272114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:46.272141] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:46.275334] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-11-28T20:19:46.275604] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-11-28T20:19:46.275718] [INFO ] [sig       ] ECL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:46.414868] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ECL.txt
[2025-11-28T20:19:46.415072] [INFO ] [sig       ] [1023/3606] Completed ECL in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-28T20:19:46.415121] [INFO ] [sig       ] [1024/3606] Forecasting ECPG...
[2025-11-28T20:19:46.415157] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-11-28T20:19:46.415200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-11-28T20:19:46.429494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-11-28T20:19:46.429947] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-11-28T20:19:46.430960] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-11-28T20:19:46.431021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:46.431064] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:46.431100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:46.431216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:46.489649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:46.490427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:46.490503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:46.490551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:46.605048] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:46.605185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:46.605222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:46.605249] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:46.608476] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-11-28T20:19:46.608752] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-11-28T20:19:46.608868] [INFO ] [sig       ] ECPG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:46.746708] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ECPG.txt
[2025-11-28T20:19:46.746831] [INFO ] [sig       ] [1024/3606] Completed ECPG in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-28T20:19:46.746868] [INFO ] [sig       ] [1025/3606] Forecasting ECX...
[2025-11-28T20:19:46.746898] [INFO ] [sig       ] Generating forecast for: ECX
[2025-11-28T20:19:46.746927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-11-28T20:19:46.758394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-11-28T20:19:46.758693] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-11-28T20:19:46.759406] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-11-28T20:19:46.759454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:46.759483] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:46.759509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:46.759563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:46.813626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:46.814360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:46.814437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:46.814468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:46.934951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:46.935094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:46.935132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:46.935158] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:46.938376] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=72.91%)
[2025-11-28T20:19:46.938649] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-11-28T20:19:46.938763] [INFO ] [sig       ] ECX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:47.082107] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ECX.txt
[2025-11-28T20:19:47.082255] [INFO ] [sig       ] [1025/3606] Completed ECX in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-28T20:19:47.082292] [INFO ] [sig       ] [1026/3606] Forecasting ED...
[2025-11-28T20:19:47.082322] [INFO ] [sig       ] Generating forecast for: ED
[2025-11-28T20:19:47.082352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-11-28T20:19:47.094489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-11-28T20:19:47.094837] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-11-28T20:19:47.095612] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-11-28T20:19:47.095667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:47.095699] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:47.095740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:47.095798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:47.152357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:47.153112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:47.153193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:47.153224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:47.274821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:47.274977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:47.275019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:47.275049] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:47.278370] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=14.87%)
[2025-11-28T20:19:47.278654] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-11-28T20:19:47.278775] [INFO ] [sig       ] ED: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:47.416405] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ED.txt
[2025-11-28T20:19:47.416563] [INFO ] [sig       ] [1026/3606] Completed ED in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-28T20:19:47.416625] [INFO ] [sig       ] [1027/3606] Forecasting EDAP...
[2025-11-28T20:19:47.416653] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-11-28T20:19:47.416683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-11-28T20:19:47.432284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-11-28T20:19:47.432751] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-11-28T20:19:47.433569] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-11-28T20:19:47.433641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:47.433678] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:47.433717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:47.433798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:47.497247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:47.498196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:47.498281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:47.498315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:47.621794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:47.621944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:47.621985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:47.622014] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:47.625555] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: UP (p=81.05%)
[2025-11-28T20:19:47.625935] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-11-28T20:19:47.626066] [INFO ] [sig       ] EDAP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:47.776298] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EDAP.txt
[2025-11-28T20:19:47.776448] [INFO ] [sig       ] [1027/3606] Completed EDAP in 0.4s | 2.98 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-28T20:19:47.776489] [INFO ] [sig       ] [1028/3606] Forecasting EDBL...
[2025-11-28T20:19:47.776522] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-11-28T20:19:47.776556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-11-28T20:19:47.788721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-11-28T20:19:47.789087] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-11-28T20:19:47.790052] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-11-28T20:19:47.790111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:47.790147] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:47.790178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:47.790253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:47.853188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:47.854033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:47.854115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:47.854149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:47.982172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:47.982322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:47.982363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:47.982392] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:47.986181] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=43.55%)
[2025-11-28T20:19:47.986482] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-11-28T20:19:47.986662] [INFO ] [sig       ] EDBL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:48.133466] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EDBL.txt
[2025-11-28T20:19:48.133642] [INFO ] [sig       ] [1028/3606] Completed EDBL in 0.4s | 2.98 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-28T20:19:48.133692] [INFO ] [sig       ] [1029/3606] Forecasting EDD...
[2025-11-28T20:19:48.133734] [INFO ] [sig       ] Generating forecast for: EDD
[2025-11-28T20:19:48.133767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-11-28T20:19:48.145888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-11-28T20:19:48.146268] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-11-28T20:19:48.147074] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-11-28T20:19:48.147131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:48.147171] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:48.147199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:48.147255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:48.211020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:48.211830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:48.211923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:48.211964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:48.345728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:48.345882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:48.345921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:48.345951] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:48.349482] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-11-28T20:19:48.349775] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-11-28T20:19:48.349900] [INFO ] [sig       ] EDD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:48.490693] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EDD.txt
[2025-11-28T20:19:48.490835] [INFO ] [sig       ] [1029/3606] Completed EDD in 0.4s | 2.98 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-28T20:19:48.490872] [INFO ] [sig       ] [1030/3606] Forecasting EDF...
[2025-11-28T20:19:48.490901] [INFO ] [sig       ] Generating forecast for: EDF
[2025-11-28T20:19:48.490939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-11-28T20:19:48.501722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-11-28T20:19:48.502041] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-11-28T20:19:48.502801] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-11-28T20:19:48.502849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:48.502879] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:48.502904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:48.502958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:48.557898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:48.558706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:48.558786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:48.558818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:48.675592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:48.675741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:48.675779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:48.675807] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:48.679119] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-11-28T20:19:48.679385] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-11-28T20:19:48.679503] [INFO ] [sig       ] EDF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:48.816026] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EDF.txt
[2025-11-28T20:19:48.816170] [INFO ] [sig       ] [1030/3606] Completed EDF in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.4m
[2025-11-28T20:19:48.816209] [INFO ] [sig       ] [1031/3606] Forecasting EDN...
[2025-11-28T20:19:48.816238] [INFO ] [sig       ] Generating forecast for: EDN
[2025-11-28T20:19:48.816266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-11-28T20:19:48.826978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-11-28T20:19:48.827375] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-11-28T20:19:48.828436] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-11-28T20:19:48.828497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:48.828543] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:48.828605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:48.828693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:48.887635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:48.888440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:48.888522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:48.888555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:49.009902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:49.010051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:49.010097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:49.010132] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:49.013532] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=72.08%)
[2025-11-28T20:19:49.013849] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-11-28T20:19:49.013971] [INFO ] [sig       ] EDN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:49.153255] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EDN.txt
[2025-11-28T20:19:49.153404] [INFO ] [sig       ] [1031/3606] Completed EDN in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.4m
[2025-11-28T20:19:49.153445] [INFO ] [sig       ] [1032/3606] Forecasting EE...
[2025-11-28T20:19:49.153474] [INFO ] [sig       ] Generating forecast for: EE
[2025-11-28T20:19:49.153508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-11-28T20:19:49.165629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-11-28T20:19:49.166033] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-11-28T20:19:49.166861] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-11-28T20:19:49.166910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:49.166941] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:49.166966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:49.167022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:49.223242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:49.224103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:49.224184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:49.224217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:49.341761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:49.341916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:49.341954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:49.341981] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:49.345348] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-11-28T20:19:49.345653] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-11-28T20:19:49.345779] [INFO ] [sig       ] EE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:49.500073] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EE.txt
[2025-11-28T20:19:49.500200] [INFO ] [sig       ] [1032/3606] Completed EE in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.4m
[2025-11-28T20:19:49.500237] [INFO ] [sig       ] [1033/3606] Forecasting EEMA...
[2025-11-28T20:19:49.500266] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-11-28T20:19:49.500294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-11-28T20:19:49.512356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-11-28T20:19:49.512713] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-11-28T20:19:49.513452] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-11-28T20:19:49.513501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:49.513531] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:49.513556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:49.513641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:49.570366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:49.571157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:49.571238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:49.571271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:49.686935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:49.687080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:49.687117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:49.687145] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:49.690359] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=48.01%)
[2025-11-28T20:19:49.690648] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-11-28T20:19:49.690764] [INFO ] [sig       ] EEMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:49.826817] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EEMA.txt
[2025-11-28T20:19:49.827118] [INFO ] [sig       ] [1033/3606] Completed EEMA in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.4m
[2025-11-28T20:19:49.827155] [INFO ] [sig       ] [1034/3606] Forecasting EEX...
[2025-11-28T20:19:49.827183] [INFO ] [sig       ] Generating forecast for: EEX
[2025-11-28T20:19:49.827213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-11-28T20:19:49.839985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-11-28T20:19:49.840294] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-11-28T20:19:49.841026] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-11-28T20:19:49.841074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:49.841104] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:49.841129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:49.841185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:49.898475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:49.899340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:49.899421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:49.899453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:50.021995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:50.022151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:50.022190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:50.022218] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:50.025604] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=24.27%)
[2025-11-28T20:19:50.025881] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-11-28T20:19:50.026002] [INFO ] [sig       ] EEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:50.169929] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EEX.txt
[2025-11-28T20:19:50.170064] [INFO ] [sig       ] [1034/3606] Completed EEX in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.4m
[2025-11-28T20:19:50.170100] [INFO ] [sig       ] [1035/3606] Forecasting EFC...
[2025-11-28T20:19:50.170128] [INFO ] [sig       ] Generating forecast for: EFC
[2025-11-28T20:19:50.170157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-11-28T20:19:50.181329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-11-28T20:19:50.181659] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-11-28T20:19:50.182373] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-11-28T20:19:50.182422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:50.182451] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:50.182476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:50.182529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:50.241964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:50.242935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:50.243024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:50.243062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:50.360179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:50.360344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:50.360385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:50.360415] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:50.363742] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=61.80%)
[2025-11-28T20:19:50.364007] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-11-28T20:19:50.364126] [INFO ] [sig       ] EFC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:50.500129] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EFC.txt
[2025-11-28T20:19:50.500258] [INFO ] [sig       ] [1035/3606] Completed EFC in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.4m
[2025-11-28T20:19:50.500295] [INFO ] [sig       ] [1036/3606] Forecasting EFSC...
[2025-11-28T20:19:50.500324] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-11-28T20:19:50.500353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-11-28T20:19:50.511438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-11-28T20:19:50.511718] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-11-28T20:19:50.512430] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-11-28T20:19:50.512479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:50.512510] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:50.512535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:50.512615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:50.567659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:50.568390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:50.568467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:50.568498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:50.687718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:50.687864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:50.687903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:50.687930] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:50.691201] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=66.78%)
[2025-11-28T20:19:50.691459] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-11-28T20:19:50.691597] [INFO ] [sig       ] EFSC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:50.826649] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EFSC.txt
[2025-11-28T20:19:50.826803] [INFO ] [sig       ] [1036/3606] Completed EFSC in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.4m
[2025-11-28T20:19:50.826842] [INFO ] [sig       ] [1037/3606] Forecasting EFX...
[2025-11-28T20:19:50.826872] [INFO ] [sig       ] Generating forecast for: EFX
[2025-11-28T20:19:50.826902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-11-28T20:19:50.838266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-11-28T20:19:50.838614] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-11-28T20:19:50.839361] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-11-28T20:19:50.839409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:50.839441] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:50.839467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:50.839522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:50.896262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:50.897153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:50.897237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:50.897268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:51.014561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:51.014726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:51.014764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:51.014793] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:51.018268] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=70.00%)
[2025-11-28T20:19:51.018604] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-11-28T20:19:51.018737] [INFO ] [sig       ] EFX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:51.164551] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EFX.txt
[2025-11-28T20:19:51.164726] [INFO ] [sig       ] [1037/3606] Completed EFX in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.4m
[2025-11-28T20:19:51.164802] [INFO ] [sig       ] [1038/3606] Forecasting EG...
[2025-11-28T20:19:51.164840] [INFO ] [sig       ] Generating forecast for: EG
[2025-11-28T20:19:51.164875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-11-28T20:19:51.176129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-11-28T20:19:51.176447] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-11-28T20:19:51.177225] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-11-28T20:19:51.177276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:51.177308] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:51.177334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:51.177391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:51.245610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:51.246511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:51.246644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:51.246691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:51.367547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:51.367719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:51.367759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:51.367788] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:51.371199] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-11-28T20:19:51.371468] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-11-28T20:19:51.371607] [INFO ] [sig       ] EG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:51.513920] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EG.txt
[2025-11-28T20:19:51.514073] [INFO ] [sig       ] [1038/3606] Completed EG in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-28T20:19:51.514111] [INFO ] [sig       ] [1039/3606] Forecasting EGAN...
[2025-11-28T20:19:51.514140] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-11-28T20:19:51.514169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-11-28T20:19:51.525933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-11-28T20:19:51.526285] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-11-28T20:19:51.527085] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-11-28T20:19:51.527136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:51.527180] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:51.527208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:51.527265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:51.584714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:51.585524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:51.585631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:51.585672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:51.703026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:51.703169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:51.703206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:51.703232] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:51.706470] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-11-28T20:19:51.706747] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-11-28T20:19:51.706863] [INFO ] [sig       ] EGAN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:51.858523] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EGAN.txt
[2025-11-28T20:19:51.858706] [INFO ] [sig       ] [1039/3606] Completed EGAN in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-28T20:19:51.858759] [INFO ] [sig       ] [1040/3606] Forecasting EGBN...
[2025-11-28T20:19:51.858791] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-11-28T20:19:51.858822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-11-28T20:19:51.870276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-11-28T20:19:51.870643] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-11-28T20:19:51.871361] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-11-28T20:19:51.871410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:51.871446] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:51.871478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:51.871535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:51.928955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:51.929841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:51.929919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:51.929952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:52.050631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:52.050783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:52.050820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:52.050847] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:52.054101] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-11-28T20:19:52.054357] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-11-28T20:19:52.054471] [INFO ] [sig       ] EGBN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:52.191491] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EGBN.txt
[2025-11-28T20:19:52.191645] [INFO ] [sig       ] [1040/3606] Completed EGBN in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-28T20:19:52.191688] [INFO ] [sig       ] [1041/3606] Forecasting EGP...
[2025-11-28T20:19:52.191717] [INFO ] [sig       ] Generating forecast for: EGP
[2025-11-28T20:19:52.191747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-11-28T20:19:52.203970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-11-28T20:19:52.204371] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-11-28T20:19:52.205147] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-11-28T20:19:52.205196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:52.205225] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:52.205276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:52.205332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:52.260591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:52.261406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:52.261486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:52.261517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:52.380130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:52.380274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:52.380314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:52.380342] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:52.383569] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=16.52%)
[2025-11-28T20:19:52.383856] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-11-28T20:19:52.383976] [INFO ] [sig       ] EGP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:52.520145] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EGP.txt
[2025-11-28T20:19:52.520294] [INFO ] [sig       ] [1041/3606] Completed EGP in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-28T20:19:52.520334] [INFO ] [sig       ] [1042/3606] Forecasting EGY...
[2025-11-28T20:19:52.520365] [INFO ] [sig       ] Generating forecast for: EGY
[2025-11-28T20:19:52.520395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-11-28T20:19:52.531520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-11-28T20:19:52.531881] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-11-28T20:19:52.532702] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-11-28T20:19:52.532753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:52.532785] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:52.532811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:52.532865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:52.586703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:52.587424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:52.587500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:52.587530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:52.705133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:52.705277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:52.705315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:52.705343] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:52.708595] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-11-28T20:19:52.708889] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-11-28T20:19:52.709003] [INFO ] [sig       ] EGY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:52.844990] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EGY.txt
[2025-11-28T20:19:52.845128] [INFO ] [sig       ] [1042/3606] Completed EGY in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-28T20:19:52.845169] [INFO ] [sig       ] [1043/3606] Forecasting EH...
[2025-11-28T20:19:52.845206] [INFO ] [sig       ] Generating forecast for: EH
[2025-11-28T20:19:52.845235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-11-28T20:19:52.856450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-11-28T20:19:52.856792] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-11-28T20:19:52.857505] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-11-28T20:19:52.857552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:52.857600] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:52.857628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:52.857683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:52.913075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:52.913859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:52.913935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:52.913966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:53.031473] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:53.031636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:53.031678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:53.031707] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:53.035017] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-11-28T20:19:53.035283] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-11-28T20:19:53.035404] [INFO ] [sig       ] EH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:53.173511] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EH.txt
[2025-11-28T20:19:53.173655] [INFO ] [sig       ] [1043/3606] Completed EH in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-28T20:19:53.173694] [INFO ] [sig       ] [1044/3606] Forecasting EHAB...
[2025-11-28T20:19:53.173723] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-11-28T20:19:53.173751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-11-28T20:19:53.184330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-11-28T20:19:53.184654] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-11-28T20:19:53.185359] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-11-28T20:19:53.185407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:53.185437] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:53.185462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:53.185517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:53.240467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:53.241212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:53.241289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:53.241323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:53.362882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:53.363025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:53.363061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:53.363088] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:53.366352] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=18.51%)
[2025-11-28T20:19:53.366675] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-11-28T20:19:53.366800] [INFO ] [sig       ] EHAB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:53.503889] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EHAB.txt
[2025-11-28T20:19:53.504022] [INFO ] [sig       ] [1044/3606] Completed EHAB in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-28T20:19:53.504059] [INFO ] [sig       ] [1045/3606] Forecasting EHC...
[2025-11-28T20:19:53.504088] [INFO ] [sig       ] Generating forecast for: EHC
[2025-11-28T20:19:53.504117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-11-28T20:19:53.515134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-11-28T20:19:53.515424] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-11-28T20:19:53.516158] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-11-28T20:19:53.516206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:53.516236] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:53.516261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:53.516315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:53.572368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:53.573104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:53.573180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:53.573212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:53.692306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:53.692450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:53.692488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:53.692515] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:53.695781] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=69.33%)
[2025-11-28T20:19:53.696060] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-11-28T20:19:53.696179] [INFO ] [sig       ] EHC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:53.837163] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EHC.txt
[2025-11-28T20:19:53.837304] [INFO ] [sig       ] [1045/3606] Completed EHC in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-28T20:19:53.837342] [INFO ] [sig       ] [1046/3606] Forecasting EHI...
[2025-11-28T20:19:53.837371] [INFO ] [sig       ] Generating forecast for: EHI
[2025-11-28T20:19:53.837400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-11-28T20:19:53.848345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-11-28T20:19:53.848727] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-11-28T20:19:53.849474] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-11-28T20:19:53.849523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:53.849554] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:53.849606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:53.849668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:53.905235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:53.906015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:53.906094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:53.906125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:54.022426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:54.022565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:54.022619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:54.022667] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:54.025878] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-11-28T20:19:54.026141] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-11-28T20:19:54.026257] [INFO ] [sig       ] EHI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:54.163160] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EHI.txt
[2025-11-28T20:19:54.163291] [INFO ] [sig       ] [1046/3606] Completed EHI in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-28T20:19:54.163329] [INFO ] [sig       ] [1047/3606] Forecasting EHTH...
[2025-11-28T20:19:54.163358] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-11-28T20:19:54.163387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-11-28T20:19:54.175733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-11-28T20:19:54.176325] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-11-28T20:19:54.177290] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-11-28T20:19:54.177339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:54.177369] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:54.177394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:54.177447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:54.236164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:54.237011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:54.237091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:54.237124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:54.361233] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:54.361385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:54.361426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:54.361454] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:54.364876] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-11-28T20:19:54.365182] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-11-28T20:19:54.365310] [INFO ] [sig       ] EHTH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:54.569558] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EHTH.txt
[2025-11-28T20:19:54.569752] [INFO ] [sig       ] [1047/3606] Completed EHTH in 0.4s | 2.98 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-28T20:19:54.569811] [INFO ] [sig       ] [1048/3606] Forecasting EIC...
[2025-11-28T20:19:54.569857] [INFO ] [sig       ] Generating forecast for: EIC
[2025-11-28T20:19:54.569896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-11-28T20:19:54.582270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-11-28T20:19:54.582646] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-11-28T20:19:54.583657] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-11-28T20:19:54.583726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:54.583776] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:54.583818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:54.583901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:54.639871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:54.640727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:54.640806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:54.640855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:54.755785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:54.755932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:54.755969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:54.755996] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:54.759197] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-11-28T20:19:54.759451] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-11-28T20:19:54.759564] [INFO ] [sig       ] EIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:54.894767] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EIC.txt
[2025-11-28T20:19:54.894897] [INFO ] [sig       ] [1048/3606] Completed EIC in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-28T20:19:54.894935] [INFO ] [sig       ] [1049/3606] Forecasting EIG...
[2025-11-28T20:19:54.894964] [INFO ] [sig       ] Generating forecast for: EIG
[2025-11-28T20:19:54.894994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-11-28T20:19:54.906695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-11-28T20:19:54.907074] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-11-28T20:19:54.907834] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-11-28T20:19:54.907884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:54.907914] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:54.907939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:54.907994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:54.962355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:54.963214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:54.963294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:54.963326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:55.078072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:55.078222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:55.078259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:55.078286] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:55.081590] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-11-28T20:19:55.081892] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-11-28T20:19:55.082020] [INFO ] [sig       ] EIG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:55.219277] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EIG.txt
[2025-11-28T20:19:55.219427] [INFO ] [sig       ] [1049/3606] Completed EIG in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-28T20:19:55.219464] [INFO ] [sig       ] [1050/3606] Forecasting EIX...
[2025-11-28T20:19:55.219493] [INFO ] [sig       ] Generating forecast for: EIX
[2025-11-28T20:19:55.219523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-11-28T20:19:55.231096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-11-28T20:19:55.231385] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-11-28T20:19:55.232119] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-11-28T20:19:55.232167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:55.232197] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:55.232223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:55.232291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:55.287405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:55.288064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:55.288142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:55.288173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:55.403459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:55.403617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:55.403657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:55.403689] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:55.406887] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=61.48%)
[2025-11-28T20:19:55.407142] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-11-28T20:19:55.407256] [INFO ] [sig       ] EIX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:55.542488] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EIX.txt
[2025-11-28T20:19:55.542629] [INFO ] [sig       ] [1050/3606] Completed EIX in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-28T20:19:55.542668] [INFO ] [sig       ] [1051/3606] Forecasting EKSO...
[2025-11-28T20:19:55.542696] [INFO ] [sig       ] Generating forecast for: EKSO
[2025-11-28T20:19:55.542726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'.
[2025-11-28T20:19:55.554661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EKSO'.
[2025-11-28T20:19:55.555050] [INFO ] [FORECASTER] Starting predict_future for EKSO
[2025-11-28T20:19:55.555816] [DEBUG] [LOCAL     ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt
[2025-11-28T20:19:55.555864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:55.555894] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:55.555919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:55.555973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:55.610908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:55.611722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:55.611803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:55.611833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:55.728640] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:55.728794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:55.728832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:55.728860] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:55.732108] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: UP (p=65.17%)
[2025-11-28T20:19:55.732401] [INFO ] [FORECASTER] Completed predict_future for EKSO
[2025-11-28T20:19:55.732527] [INFO ] [sig       ] EKSO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:55.875315] [INFO ] [LOCAL     ] Saved forecast: EKSO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EKSO.txt
[2025-11-28T20:19:55.875476] [INFO ] [sig       ] [1051/3606] Completed EKSO in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-28T20:19:55.875514] [INFO ] [sig       ] [1052/3606] Forecasting EL...
[2025-11-28T20:19:55.875542] [INFO ] [sig       ] Generating forecast for: EL
[2025-11-28T20:19:55.875589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-11-28T20:19:55.892158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-11-28T20:19:55.892477] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-11-28T20:19:55.893222] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-11-28T20:19:55.893287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:55.893319] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:55.893345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:55.893400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:55.948455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:55.949132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:55.949223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:55.949256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:56.068321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:56.068474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:56.068510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:56.068538] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:56.071903] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=30.72%)
[2025-11-28T20:19:56.072170] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-11-28T20:19:56.072287] [INFO ] [sig       ] EL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:56.210060] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EL.txt
[2025-11-28T20:19:56.210209] [INFO ] [sig       ] [1052/3606] Completed EL in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-28T20:19:56.210248] [INFO ] [sig       ] [1053/3606] Forecasting ELAB...
[2025-11-28T20:19:56.210277] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-11-28T20:19:56.210305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-11-28T20:19:56.220793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-11-28T20:19:56.221051] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-11-28T20:19:56.221769] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-11-28T20:19:56.221817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:56.221846] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:56.221871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:56.221925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:56.276826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:56.277624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:56.277703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:56.277735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:56.397065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:56.397203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:56.397239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:56.397266] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:56.400535] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-11-28T20:19:56.400816] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-11-28T20:19:56.400929] [INFO ] [sig       ] ELAB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:56.537823] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ELAB.txt
[2025-11-28T20:19:56.537949] [INFO ] [sig       ] [1053/3606] Completed ELAB in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-28T20:19:56.537987] [INFO ] [sig       ] [1054/3606] Forecasting ELAN...
[2025-11-28T20:19:56.538016] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-11-28T20:19:56.538101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-11-28T20:19:56.549661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-11-28T20:19:56.549941] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-11-28T20:19:56.550686] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-11-28T20:19:56.550735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:56.550771] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:56.550799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:56.550856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:56.605805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:56.606411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:56.606483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:56.606514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:56.725614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:56.725759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:56.725808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:56.725838] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:56.729102] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-11-28T20:19:56.729361] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-11-28T20:19:56.729482] [INFO ] [sig       ] ELAN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:56.868977] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ELAN.txt
[2025-11-28T20:19:56.869126] [INFO ] [sig       ] [1054/3606] Completed ELAN in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-28T20:19:56.869195] [INFO ] [sig       ] [1055/3606] Forecasting ELC...
[2025-11-28T20:19:56.869224] [INFO ] [sig       ] Generating forecast for: ELC
[2025-11-28T20:19:56.869254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-11-28T20:19:56.880789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-11-28T20:19:56.881164] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-11-28T20:19:56.881938] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-11-28T20:19:56.881986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:56.882017] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:56.882043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:56.882098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:56.937455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:56.938153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:56.938243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:56.938276] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:57.048160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:57.048304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:57.048344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:57.048373] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:57.051613] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=92.59%)
[2025-11-28T20:19:57.051876] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-11-28T20:19:57.051995] [INFO ] [sig       ] ELC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:57.187636] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ELC.txt
[2025-11-28T20:19:57.187769] [INFO ] [sig       ] [1055/3606] Completed ELC in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-28T20:19:57.187806] [INFO ] [sig       ] [1056/3606] Forecasting ELDN...
[2025-11-28T20:19:57.187834] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-11-28T20:19:57.187864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-11-28T20:19:57.203363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-11-28T20:19:57.203790] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-11-28T20:19:57.204817] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-11-28T20:19:57.204877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:57.204924] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:57.204962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:57.205038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:57.264748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:57.265513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:57.265609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:57.265643] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:57.380363] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:57.380509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:57.380546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:57.380593] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:57.383849] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=35.48%)
[2025-11-28T20:19:57.384124] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-11-28T20:19:57.384244] [INFO ] [sig       ] ELDN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:57.522546] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ELDN.txt
[2025-11-28T20:19:57.522711] [INFO ] [sig       ] [1056/3606] Completed ELDN in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-28T20:19:57.522757] [INFO ] [sig       ] [1057/3606] Forecasting ELF...
[2025-11-28T20:19:57.522792] [INFO ] [sig       ] Generating forecast for: ELF
[2025-11-28T20:19:57.522828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-11-28T20:19:57.534254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-11-28T20:19:57.534617] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-11-28T20:19:57.535354] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-11-28T20:19:57.535402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:57.535432] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:57.535458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:57.535512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:57.590097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:57.590946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:57.591026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:57.591057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:57.716692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:57.716843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:57.716885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:57.716913] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:57.720490] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-11-28T20:19:57.720848] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-11-28T20:19:57.720982] [INFO ] [sig       ] ELF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:57.873311] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ELF.txt
[2025-11-28T20:19:57.873473] [INFO ] [sig       ] [1057/3606] Completed ELF in 0.4s | 2.98 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-28T20:19:57.873513] [INFO ] [sig       ] [1058/3606] Forecasting ELME...
[2025-11-28T20:19:57.873541] [INFO ] [sig       ] Generating forecast for: ELME
[2025-11-28T20:19:57.873589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-11-28T20:19:57.885515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-11-28T20:19:57.885844] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-11-28T20:19:57.886586] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-11-28T20:19:57.886636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:57.886666] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:57.886730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:57.886799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:57.941490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:57.942315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:57.942395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:57.942426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:58.056726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:58.056869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:58.056906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:58.056933] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:58.060208] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=56.44%)
[2025-11-28T20:19:58.060493] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-11-28T20:19:58.060635] [INFO ] [sig       ] ELME: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:58.198357] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ELME.txt
[2025-11-28T20:19:58.198507] [INFO ] [sig       ] [1058/3606] Completed ELME in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-28T20:19:58.198545] [INFO ] [sig       ] [1059/3606] Forecasting ELP...
[2025-11-28T20:19:58.198593] [INFO ] [sig       ] Generating forecast for: ELP
[2025-11-28T20:19:58.198626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-11-28T20:19:58.210186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-11-28T20:19:58.210539] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-11-28T20:19:58.211292] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-11-28T20:19:58.211341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:58.211371] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:58.211397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:58.211451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:58.266514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:58.267349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:58.267428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:58.267460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:58.387710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:58.387900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:58.387938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:58.387966] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:58.391285] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=64.82%)
[2025-11-28T20:19:58.391564] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-11-28T20:19:58.391705] [INFO ] [sig       ] ELP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:58.530139] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ELP.txt
[2025-11-28T20:19:58.530264] [INFO ] [sig       ] [1059/3606] Completed ELP in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-28T20:19:58.530302] [INFO ] [sig       ] [1060/3606] Forecasting ELS...
[2025-11-28T20:19:58.530329] [INFO ] [sig       ] Generating forecast for: ELS
[2025-11-28T20:19:58.530358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-11-28T20:19:58.541926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-11-28T20:19:58.542194] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-11-28T20:19:58.542927] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-11-28T20:19:58.542974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:58.543003] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:58.543030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:58.543083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:58.598439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:58.599034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:58.599106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:58.599137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:58.714237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:58.714363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:58.714399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:58.714426] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:58.717616] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-11-28T20:19:58.717875] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-11-28T20:19:58.717988] [INFO ] [sig       ] ELS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:19:58.858648] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ELS.txt
[2025-11-28T20:19:58.858794] [INFO ] [sig       ] [1060/3606] Completed ELS in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-28T20:19:58.858846] [INFO ] [sig       ] [1061/3606] Forecasting ELTX...
[2025-11-28T20:19:58.858881] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-11-28T20:19:58.858914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-11-28T20:19:58.870754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-11-28T20:19:58.871100] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-11-28T20:19:58.871864] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-11-28T20:19:58.871912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:58.871942] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:58.871968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:58.872022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:58.928235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:58.929067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:58.929148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:58.929180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:59.044091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:59.044244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:59.044282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:59.044309] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:59.047635] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-11-28T20:19:59.047900] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-11-28T20:19:59.048016] [INFO ] [sig       ] ELTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:59.186559] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ELTX.txt
[2025-11-28T20:19:59.186737] [INFO ] [sig       ] [1061/3606] Completed ELTX in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-28T20:19:59.186776] [INFO ] [sig       ] [1062/3606] Forecasting ELVA...
[2025-11-28T20:19:59.186807] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-11-28T20:19:59.186839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-11-28T20:19:59.198130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-11-28T20:19:59.198463] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-11-28T20:19:59.199208] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-11-28T20:19:59.199258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:59.199287] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:59.199313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:59.199367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:59.256084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:59.256894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:59.256970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:59.257002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:59.372461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:59.372616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:59.372655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:59.372683] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:59.375927] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=66.82%)
[2025-11-28T20:19:59.376190] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-11-28T20:19:59.376304] [INFO ] [sig       ] ELVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:59.518933] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ELVA.txt
[2025-11-28T20:19:59.519090] [INFO ] [sig       ] [1062/3606] Completed ELVA in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-28T20:19:59.519129] [INFO ] [sig       ] [1063/3606] Forecasting ELVN...
[2025-11-28T20:19:59.519157] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-11-28T20:19:59.519194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-11-28T20:19:59.530710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-11-28T20:19:59.531050] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-11-28T20:19:59.531796] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-11-28T20:19:59.531843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:59.531887] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:59.531914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:59.531968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:59.588556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:59.589441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:59.589524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:59.589556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:19:59.707354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:19:59.707498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:19:59.707535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:19:59.707562] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:19:59.710859] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-11-28T20:19:59.711142] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-11-28T20:19:59.711263] [INFO ] [sig       ] ELVN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:19:59.847479] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ELVN.txt
[2025-11-28T20:19:59.847632] [INFO ] [sig       ] [1063/3606] Completed ELVN in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-28T20:19:59.847673] [INFO ] [sig       ] [1064/3606] Forecasting ELWS...
[2025-11-28T20:19:59.847703] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-11-28T20:19:59.847734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-11-28T20:19:59.859958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-11-28T20:19:59.860295] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-11-28T20:19:59.861070] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-11-28T20:19:59.861120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:19:59.861152] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:19:59.861177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:19:59.861232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:19:59.915447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:19:59.916054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:19:59.916129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:19:59.916162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:00.030517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:00.030678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:00.030717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:00.030746] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:00.033941] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=77.38%)
[2025-11-28T20:20:00.034197] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-11-28T20:20:00.034313] [INFO ] [sig       ] ELWS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:00.169042] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ELWS.txt
[2025-11-28T20:20:00.169161] [INFO ] [sig       ] [1064/3606] Completed ELWS in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-28T20:20:00.169201] [INFO ] [sig       ] [1065/3606] Forecasting EM...
[2025-11-28T20:20:00.169230] [INFO ] [sig       ] Generating forecast for: EM
[2025-11-28T20:20:00.169263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-11-28T20:20:00.180287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-11-28T20:20:00.180610] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-11-28T20:20:00.181326] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-11-28T20:20:00.181374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:00.181404] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:00.181430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:00.181483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:00.236207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:00.236808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:00.236879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:00.236910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:00.350353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:00.350485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:00.350521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:00.350548] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:00.353770] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2025-11-28T20:20:00.354054] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-11-28T20:20:00.354169] [INFO ] [sig       ] EM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:00.493650] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EM.txt
[2025-11-28T20:20:00.493771] [INFO ] [sig       ] [1065/3606] Completed EM in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-28T20:20:00.493809] [INFO ] [sig       ] [1066/3606] Forecasting EMB...
[2025-11-28T20:20:00.493838] [INFO ] [sig       ] Generating forecast for: EMB
[2025-11-28T20:20:00.493867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-11-28T20:20:00.504820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-11-28T20:20:00.505075] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-11-28T20:20:00.505794] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-11-28T20:20:00.505847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:00.505877] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:00.505903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:00.505959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:00.561122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:00.561743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:00.561820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:00.561852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:00.681098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:00.681240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:00.681281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:00.681309] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:00.684512] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=32.06%)
[2025-11-28T20:20:00.684785] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-11-28T20:20:00.684899] [INFO ] [sig       ] EMB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:00.819949] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EMB.txt
[2025-11-28T20:20:00.820069] [INFO ] [sig       ] [1066/3606] Completed EMB in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-28T20:20:00.820107] [INFO ] [sig       ] [1067/3606] Forecasting EMBC...
[2025-11-28T20:20:00.820143] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-11-28T20:20:00.820174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-11-28T20:20:00.833479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-11-28T20:20:00.833788] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-11-28T20:20:00.834501] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-11-28T20:20:00.834549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:00.834598] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:00.834627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:00.834681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:00.892537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:00.893156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:00.893231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:00.893263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:01.011921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:01.012067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:01.012102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:01.012130] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:01.015302] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-11-28T20:20:01.015558] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-11-28T20:20:01.015691] [INFO ] [sig       ] EMBC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:01.154130] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EMBC.txt
[2025-11-28T20:20:01.154250] [INFO ] [sig       ] [1067/3606] Completed EMBC in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-28T20:20:01.154287] [INFO ] [sig       ] [1068/3606] Forecasting EMD...
[2025-11-28T20:20:01.154315] [INFO ] [sig       ] Generating forecast for: EMD
[2025-11-28T20:20:01.154345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-11-28T20:20:01.165824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-11-28T20:20:01.166174] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-11-28T20:20:01.166950] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-11-28T20:20:01.166998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:01.167028] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:01.167055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:01.167110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:01.223288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:01.224152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:01.224274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:01.224307] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:01.346850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:01.346999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:01.347038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:01.347065] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:01.350449] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-11-28T20:20:01.350754] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-11-28T20:20:01.350883] [INFO ] [sig       ] EMD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:01.504671] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EMD.txt
[2025-11-28T20:20:01.504881] [INFO ] [sig       ] [1068/3606] Completed EMD in 0.4s | 2.98 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-28T20:20:01.504940] [INFO ] [sig       ] [1069/3606] Forecasting EME...
[2025-11-28T20:20:01.504987] [INFO ] [sig       ] Generating forecast for: EME
[2025-11-28T20:20:01.505035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'.
[2025-11-28T20:20:01.517533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EME'.
[2025-11-28T20:20:01.517949] [INFO ] [FORECASTER] Starting predict_future for EME
[2025-11-28T20:20:01.518775] [DEBUG] [LOCAL     ] No optimal features file found for EME: ./output/feature-sets/EME.txt
[2025-11-28T20:20:01.518827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:01.518859] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:01.518884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:01.518939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:01.578550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:01.579387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:01.579465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:01.579499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:01.706194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:01.706345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:01.706383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:01.706409] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:01.709706] [DEBUG] [FORECASTER] EME: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-11-28T20:20:01.709977] [INFO ] [FORECASTER] Completed predict_future for EME
[2025-11-28T20:20:01.710095] [INFO ] [sig       ] EME: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:01.845970] [INFO ] [LOCAL     ] Saved forecast: EME	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EME.txt
[2025-11-28T20:20:01.846122] [INFO ] [sig       ] [1069/3606] Completed EME in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-28T20:20:01.846160] [INFO ] [sig       ] [1070/3606] Forecasting EMF...
[2025-11-28T20:20:01.846188] [INFO ] [sig       ] Generating forecast for: EMF
[2025-11-28T20:20:01.846217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-11-28T20:20:01.858309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-11-28T20:20:01.858726] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-11-28T20:20:01.859778] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-11-28T20:20:01.859844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:01.859891] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:01.859938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:01.860030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:01.927534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:01.928444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:01.928534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:01.928568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:02.043623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:02.043777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:02.043815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:02.043862] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:02.047435] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=73.95%)
[2025-11-28T20:20:02.047995] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-11-28T20:20:02.048184] [INFO ] [sig       ] EMF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:02.188747] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EMF.txt
[2025-11-28T20:20:02.188906] [INFO ] [sig       ] [1070/3606] Completed EMF in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-28T20:20:02.188947] [INFO ] [sig       ] [1071/3606] Forecasting EML...
[2025-11-28T20:20:02.188978] [INFO ] [sig       ] Generating forecast for: EML
[2025-11-28T20:20:02.189007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-11-28T20:20:02.200535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-11-28T20:20:02.200933] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-11-28T20:20:02.201680] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-11-28T20:20:02.201730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:02.201761] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:02.201787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:02.201840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:02.257148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:02.257937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:02.258015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:02.258070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:02.358763] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:02.358919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:02.358956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:02.358985] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:02.362404] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: DOWN (p=18.95%)
[2025-11-28T20:20:02.362778] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-11-28T20:20:02.362911] [INFO ] [sig       ] EML: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:02.498984] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EML.txt
[2025-11-28T20:20:02.499132] [INFO ] [sig       ] [1071/3606] Completed EML in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-28T20:20:02.499170] [INFO ] [sig       ] [1072/3606] Forecasting EMN...
[2025-11-28T20:20:02.499200] [INFO ] [sig       ] Generating forecast for: EMN
[2025-11-28T20:20:02.499229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-11-28T20:20:02.511010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-11-28T20:20:02.511348] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-11-28T20:20:02.512114] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-11-28T20:20:02.512162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:02.512193] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:02.512219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:02.512274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:02.566690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:02.567298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:02.567370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:02.567419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:02.684711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:02.684863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:02.684901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:02.684928] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:02.688161] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-11-28T20:20:02.688421] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-11-28T20:20:02.688538] [INFO ] [sig       ] EMN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:02.823345] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EMN.txt
[2025-11-28T20:20:02.823486] [INFO ] [sig       ] [1072/3606] Completed EMN in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-28T20:20:02.823524] [INFO ] [sig       ] [1073/3606] Forecasting EMO...
[2025-11-28T20:20:02.823553] [INFO ] [sig       ] Generating forecast for: EMO
[2025-11-28T20:20:02.823603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-11-28T20:20:02.834863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-11-28T20:20:02.835205] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-11-28T20:20:02.835981] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-11-28T20:20:02.836031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:02.836062] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:02.836090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:02.836147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:02.891142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:02.891932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:02.892010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:02.892043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:03.014436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:03.014619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:03.014671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:03.014702] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:03.018091] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=10.76%)
[2025-11-28T20:20:03.018371] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-11-28T20:20:03.018494] [INFO ] [sig       ] EMO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:03.171135] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EMO.txt
[2025-11-28T20:20:03.171289] [INFO ] [sig       ] [1073/3606] Completed EMO in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-28T20:20:03.171329] [INFO ] [sig       ] [1074/3606] Forecasting EMXC...
[2025-11-28T20:20:03.171360] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-11-28T20:20:03.171389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-11-28T20:20:03.183059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-11-28T20:20:03.183452] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-11-28T20:20:03.184248] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-11-28T20:20:03.184299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:03.184331] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:03.184358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:03.184431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:03.244787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:03.245612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:03.245692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:03.245723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:03.376722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:03.376863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:03.376914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:03.376953] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:03.380433] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-11-28T20:20:03.380751] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-11-28T20:20:03.380880] [INFO ] [sig       ] EMXC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:03.530863] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EMXC.txt
[2025-11-28T20:20:03.531035] [INFO ] [sig       ] [1074/3606] Completed EMXC in 0.4s | 2.98 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-28T20:20:03.531083] [INFO ] [sig       ] [1075/3606] Forecasting ENB...
[2025-11-28T20:20:03.531114] [INFO ] [sig       ] Generating forecast for: ENB
[2025-11-28T20:20:03.531144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-11-28T20:20:03.543056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-11-28T20:20:03.543375] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-11-28T20:20:03.544132] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-11-28T20:20:03.544182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:03.544239] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:03.544267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:03.544323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:03.599479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:03.600275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:03.600354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:03.600388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:03.722012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:03.722158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:03.722196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:03.722223] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:03.725452] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-11-28T20:20:03.725728] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-11-28T20:20:03.725850] [INFO ] [sig       ] ENB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:03.861097] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ENB.txt
[2025-11-28T20:20:03.861239] [INFO ] [sig       ] [1075/3606] Completed ENB in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-28T20:20:03.861277] [INFO ] [sig       ] [1076/3606] Forecasting ENGN...
[2025-11-28T20:20:03.861305] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-11-28T20:20:03.861334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-11-28T20:20:03.871805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-11-28T20:20:03.872161] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-11-28T20:20:03.872918] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-11-28T20:20:03.872980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:03.873011] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:03.873036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:03.873090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:03.927497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:03.928219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:03.928292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:03.928323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:04.048523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:04.048682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:04.048720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:04.048747] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:04.052033] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-11-28T20:20:04.052289] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-11-28T20:20:04.052406] [INFO ] [sig       ] ENGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:04.187669] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ENGN.txt
[2025-11-28T20:20:04.187795] [INFO ] [sig       ] [1076/3606] Completed ENGN in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-28T20:20:04.187832] [INFO ] [sig       ] [1077/3606] Forecasting ENIC...
[2025-11-28T20:20:04.187860] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-11-28T20:20:04.187890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-11-28T20:20:04.198624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-11-28T20:20:04.198929] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-11-28T20:20:04.199690] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-11-28T20:20:04.199738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:04.199768] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:04.199794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:04.199848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:04.254306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:04.254937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:04.255009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:04.255040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:04.373183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:04.373320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:04.373356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:04.373383] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:04.376653] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=48.89%)
[2025-11-28T20:20:04.376908] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-11-28T20:20:04.377023] [INFO ] [sig       ] ENIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:04.510662] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ENIC.txt
[2025-11-28T20:20:04.510789] [INFO ] [sig       ] [1077/3606] Completed ENIC in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-28T20:20:04.510826] [INFO ] [sig       ] [1078/3606] Forecasting ENPH...
[2025-11-28T20:20:04.510854] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-11-28T20:20:04.510894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-11-28T20:20:04.522002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-11-28T20:20:04.522298] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-11-28T20:20:04.523067] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-11-28T20:20:04.523118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:04.523148] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:04.523176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:04.523231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:04.577367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:04.578007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:04.578110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:04.578142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:04.691873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:04.692016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:04.692052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:04.692112] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:04.695373] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-11-28T20:20:04.695655] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-11-28T20:20:04.695776] [INFO ] [sig       ] ENPH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:04.829549] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ENPH.txt
[2025-11-28T20:20:04.829699] [INFO ] [sig       ] [1078/3606] Completed ENPH in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-28T20:20:04.829736] [INFO ] [sig       ] [1079/3606] Forecasting ENS...
[2025-11-28T20:20:04.829765] [INFO ] [sig       ] Generating forecast for: ENS
[2025-11-28T20:20:04.829793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-11-28T20:20:04.841143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-11-28T20:20:04.841496] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-11-28T20:20:04.842296] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-11-28T20:20:04.842347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:04.842379] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:04.842406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:04.842462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:04.896538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:04.897289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:04.897372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:04.897404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:05.010797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:05.010941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:05.010981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:05.011010] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:05.014178] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-11-28T20:20:05.014433] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-11-28T20:20:05.014549] [INFO ] [sig       ] ENS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:05.147742] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ENS.txt
[2025-11-28T20:20:05.147887] [INFO ] [sig       ] [1079/3606] Completed ENS in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-28T20:20:05.147931] [INFO ] [sig       ] [1080/3606] Forecasting ENSC...
[2025-11-28T20:20:05.147960] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-11-28T20:20:05.147990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-11-28T20:20:05.159408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-11-28T20:20:05.159779] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-11-28T20:20:05.160618] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-11-28T20:20:05.160668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:05.160699] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:05.160725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:05.160779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:05.221437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:05.222270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:05.222358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:05.222391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:05.352207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:05.352352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:05.352391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:05.352421] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:05.355930] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=44.04%)
[2025-11-28T20:20:05.356252] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-11-28T20:20:05.356399] [INFO ] [sig       ] ENSC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:05.505998] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ENSC.txt
[2025-11-28T20:20:05.506176] [INFO ] [sig       ] [1080/3606] Completed ENSC in 0.4s | 2.98 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-28T20:20:05.506222] [INFO ] [sig       ] [1081/3606] Forecasting ENSG...
[2025-11-28T20:20:05.506255] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-11-28T20:20:05.506296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-11-28T20:20:05.518328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-11-28T20:20:05.518689] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-11-28T20:20:05.519516] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-11-28T20:20:05.519605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:05.519645] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:05.519672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:05.519726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:05.578505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:05.579165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:05.579242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:05.579274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:05.711381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:05.711511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:05.711548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:05.711590] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:05.714792] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=18.34%)
[2025-11-28T20:20:05.715046] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-11-28T20:20:05.715159] [INFO ] [sig       ] ENSG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:05.849729] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ENSG.txt
[2025-11-28T20:20:05.849857] [INFO ] [sig       ] [1081/3606] Completed ENSG in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-28T20:20:05.849893] [INFO ] [sig       ] [1082/3606] Forecasting ENTA...
[2025-11-28T20:20:05.849921] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-11-28T20:20:05.849950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-11-28T20:20:05.860944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-11-28T20:20:05.861249] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-11-28T20:20:05.861982] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-11-28T20:20:05.862030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:05.862061] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:05.862088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:05.862142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:05.916213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:05.916846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:05.916922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:05.916952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:06.034768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:06.034903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:06.034940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:06.034967] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:06.038137] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=47.03%)
[2025-11-28T20:20:06.038392] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-11-28T20:20:06.038509] [INFO ] [sig       ] ENTA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:06.173902] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ENTA.txt
[2025-11-28T20:20:06.174027] [INFO ] [sig       ] [1082/3606] Completed ENTA in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-28T20:20:06.174064] [INFO ] [sig       ] [1083/3606] Forecasting ENTG...
[2025-11-28T20:20:06.174093] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-11-28T20:20:06.174123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-11-28T20:20:06.185503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-11-28T20:20:06.185807] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-11-28T20:20:06.186523] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-11-28T20:20:06.186587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:06.186619] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:06.186645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:06.186700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:06.240736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:06.241373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:06.241447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:06.241478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:06.360848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:06.360954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:06.360991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:06.361019] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:06.364208] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=73.49%)
[2025-11-28T20:20:06.364462] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-11-28T20:20:06.364594] [INFO ] [sig       ] ENTG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:06.498745] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ENTG.txt
[2025-11-28T20:20:06.498873] [INFO ] [sig       ] [1083/3606] Completed ENTG in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-28T20:20:06.498909] [INFO ] [sig       ] [1084/3606] Forecasting ENTO...
[2025-11-28T20:20:06.498939] [INFO ] [sig       ] Generating forecast for: ENTO
[2025-11-28T20:20:06.498970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTO' from 'https://tdm.silogroup.org/data/derivative_storage/ENTO.csv'.
[2025-11-28T20:20:06.509850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTO'.
[2025-11-28T20:20:06.510173] [INFO ] [FORECASTER] Starting predict_future for ENTO
[2025-11-28T20:20:06.510918] [DEBUG] [LOCAL     ] No optimal features file found for ENTO: ./output/feature-sets/ENTO.txt
[2025-11-28T20:20:06.510967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:06.510997] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:06.511023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:06.511076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:06.564850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:06.565465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:06.565541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:06.565588] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:06.677082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:06.677218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:06.677252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:06.677279] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:06.680489] [DEBUG] [FORECASTER] ENTO: Forecast T+1@11:T+2@11: UP (p=65.35%)
[2025-11-28T20:20:06.680762] [INFO ] [FORECASTER] Completed predict_future for ENTO
[2025-11-28T20:20:06.680875] [INFO ] [sig       ] ENTO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:06.813995] [INFO ] [LOCAL     ] Saved forecast: ENTO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ENTO.txt
[2025-11-28T20:20:06.814111] [INFO ] [sig       ] [1084/3606] Completed ENTO in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-28T20:20:06.814147] [INFO ] [sig       ] [1085/3606] Forecasting ENTX...
[2025-11-28T20:20:06.814176] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-11-28T20:20:06.814205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-11-28T20:20:06.825378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-11-28T20:20:06.825715] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-11-28T20:20:06.826433] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-11-28T20:20:06.826481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:06.826511] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:06.826536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:06.826606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:06.880489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:06.881101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:06.881200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:06.881231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:06.992057] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:06.992204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:06.992242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:06.992269] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:06.995438] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-11-28T20:20:06.995714] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-11-28T20:20:06.995830] [INFO ] [sig       ] ENTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:07.128639] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ENTX.txt
[2025-11-28T20:20:07.128756] [INFO ] [sig       ] [1085/3606] Completed ENTX in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-28T20:20:07.128793] [INFO ] [sig       ] [1086/3606] Forecasting ENVA...
[2025-11-28T20:20:07.128822] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-11-28T20:20:07.128852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-11-28T20:20:07.139376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-11-28T20:20:07.139683] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-11-28T20:20:07.140391] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-11-28T20:20:07.140439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:07.140469] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:07.140495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:07.140554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:07.194481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:07.195087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:07.195161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:07.195192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:07.317316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:07.317436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:07.317473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:07.317500] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:07.320676] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=14.04%)
[2025-11-28T20:20:07.320932] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-11-28T20:20:07.321046] [INFO ] [sig       ] ENVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:07.454231] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ENVA.txt
[2025-11-28T20:20:07.454351] [INFO ] [sig       ] [1086/3606] Completed ENVA in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-28T20:20:07.454388] [INFO ] [sig       ] [1087/3606] Forecasting ENVB...
[2025-11-28T20:20:07.454417] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-11-28T20:20:07.454446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-11-28T20:20:07.465606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-11-28T20:20:07.465923] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-11-28T20:20:07.466663] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-11-28T20:20:07.466723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:07.466754] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:07.466780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:07.466834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:07.520827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:07.521447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:07.521521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:07.521551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:07.633485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:07.633632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:07.633670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:07.633697] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:07.636827] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-11-28T20:20:07.637083] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-11-28T20:20:07.637200] [INFO ] [sig       ] ENVB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:07.770615] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ENVB.txt
[2025-11-28T20:20:07.770741] [INFO ] [sig       ] [1087/3606] Completed ENVB in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-28T20:20:07.770778] [INFO ] [sig       ] [1088/3606] Forecasting ENVX...
[2025-11-28T20:20:07.770806] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-11-28T20:20:07.770834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-11-28T20:20:07.782505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-11-28T20:20:07.782815] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-11-28T20:20:07.783645] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-11-28T20:20:07.783697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:07.783738] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:07.783777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:07.783840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:07.844261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:07.844901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:07.844978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:07.845011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:07.970512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:07.970659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:07.970697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:07.970725] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:07.973904] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=39.57%)
[2025-11-28T20:20:07.974158] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-11-28T20:20:07.974271] [INFO ] [sig       ] ENVX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:08.107260] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ENVX.txt
[2025-11-28T20:20:08.107404] [INFO ] [sig       ] [1088/3606] Completed ENVX in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-28T20:20:08.107441] [INFO ] [sig       ] [1089/3606] Forecasting EOD...
[2025-11-28T20:20:08.107470] [INFO ] [sig       ] Generating forecast for: EOD
[2025-11-28T20:20:08.107499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-11-28T20:20:08.117772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-11-28T20:20:08.118086] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-11-28T20:20:08.118842] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-11-28T20:20:08.118891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:08.118921] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:08.118947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:08.119001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:08.172933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:08.173548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:08.173639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:08.173671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:08.291957] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:08.292101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:08.292137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:08.292166] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:08.295358] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2025-11-28T20:20:08.295641] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-11-28T20:20:08.295759] [INFO ] [sig       ] EOD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:08.430169] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EOD.txt
[2025-11-28T20:20:08.430296] [INFO ] [sig       ] [1089/3606] Completed EOD in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-28T20:20:08.430333] [INFO ] [sig       ] [1090/3606] Forecasting EOG...
[2025-11-28T20:20:08.430361] [INFO ] [sig       ] Generating forecast for: EOG
[2025-11-28T20:20:08.430391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-11-28T20:20:08.441505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-11-28T20:20:08.441814] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-11-28T20:20:08.442540] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-11-28T20:20:08.442608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:08.442640] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:08.442666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:08.442721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:08.497420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:08.498065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:08.498139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:08.498169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:08.613857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:08.613989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:08.614033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:08.614065] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:08.617251] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-11-28T20:20:08.617504] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-11-28T20:20:08.617638] [INFO ] [sig       ] EOG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:08.751434] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EOG.txt
[2025-11-28T20:20:08.751589] [INFO ] [sig       ] [1090/3606] Completed EOG in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-28T20:20:08.751638] [INFO ] [sig       ] [1091/3606] Forecasting EOI...
[2025-11-28T20:20:08.751668] [INFO ] [sig       ] Generating forecast for: EOI
[2025-11-28T20:20:08.751696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-11-28T20:20:08.762520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-11-28T20:20:08.762856] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-11-28T20:20:08.763622] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-11-28T20:20:08.763671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:08.763703] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:08.763728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:08.763782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:08.817889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:08.818538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:08.818631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:08.818663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:08.938073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:08.938215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:08.938253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:08.938281] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:08.941515] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-11-28T20:20:08.941798] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-11-28T20:20:08.941917] [INFO ] [sig       ] EOI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:09.076004] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EOI.txt
[2025-11-28T20:20:09.076138] [INFO ] [sig       ] [1091/3606] Completed EOI in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-28T20:20:09.076175] [INFO ] [sig       ] [1092/3606] Forecasting EOLS...
[2025-11-28T20:20:09.076204] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-11-28T20:20:09.076233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-11-28T20:20:09.087417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-11-28T20:20:09.087746] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-11-28T20:20:09.088516] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-11-28T20:20:09.088569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:09.088640] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:09.088668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:09.088723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:09.142971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:09.143665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:09.143742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:09.143773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:09.262425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:09.262558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:09.262611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:09.262639] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:09.265844] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: UP (p=55.01%)
[2025-11-28T20:20:09.266125] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-11-28T20:20:09.266244] [INFO ] [sig       ] EOLS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:09.415810] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EOLS.txt
[2025-11-28T20:20:09.415944] [INFO ] [sig       ] [1092/3606] Completed EOLS in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-28T20:20:09.415982] [INFO ] [sig       ] [1093/3606] Forecasting EOS...
[2025-11-28T20:20:09.416009] [INFO ] [sig       ] Generating forecast for: EOS
[2025-11-28T20:20:09.416038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-11-28T20:20:09.426756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-11-28T20:20:09.427051] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-11-28T20:20:09.427813] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-11-28T20:20:09.427861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:09.427892] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:09.427919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:09.427975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:09.482157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:09.482898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:09.482973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:09.483005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:09.603708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:09.603858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:09.603897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:09.603925] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:09.607157] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-11-28T20:20:09.607421] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-11-28T20:20:09.607541] [INFO ] [sig       ] EOS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:09.740896] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EOS.txt
[2025-11-28T20:20:09.741043] [INFO ] [sig       ] [1093/3606] Completed EOS in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-28T20:20:09.741083] [INFO ] [sig       ] [1094/3606] Forecasting EOSE...
[2025-11-28T20:20:09.741113] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-11-28T20:20:09.741141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-11-28T20:20:09.752417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-11-28T20:20:09.752769] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-11-28T20:20:09.753690] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-11-28T20:20:09.753752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:09.753794] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:09.753830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:09.753902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:09.813708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:09.814369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:09.814448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:09.814481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:09.939348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:09.939493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:09.939552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:09.939601] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:09.943219] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-11-28T20:20:09.943491] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-11-28T20:20:09.943630] [INFO ] [sig       ] EOSE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:10.089615] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EOSE.txt
[2025-11-28T20:20:10.089761] [INFO ] [sig       ] [1094/3606] Completed EOSE in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-28T20:20:10.089799] [INFO ] [sig       ] [1095/3606] Forecasting EPAC...
[2025-11-28T20:20:10.089827] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-11-28T20:20:10.089859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-11-28T20:20:10.101084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-11-28T20:20:10.101444] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-11-28T20:20:10.102294] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-11-28T20:20:10.102345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:10.102376] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:10.102403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:10.102459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:10.163937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:10.164604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:10.164682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:10.164715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:10.283364] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:10.283505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:10.283542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:10.283616] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:10.286837] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=47.41%)
[2025-11-28T20:20:10.287104] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-11-28T20:20:10.287225] [INFO ] [sig       ] EPAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:10.420784] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EPAC.txt
[2025-11-28T20:20:10.420936] [INFO ] [sig       ] [1095/3606] Completed EPAC in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-28T20:20:10.420975] [INFO ] [sig       ] [1096/3606] Forecasting EPAM...
[2025-11-28T20:20:10.421003] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-11-28T20:20:10.421033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-11-28T20:20:10.433057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-11-28T20:20:10.433477] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-11-28T20:20:10.434327] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-11-28T20:20:10.434384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:10.434415] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:10.434442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:10.434498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:10.496191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:10.497090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:10.497175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:10.497208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:10.627719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:10.627883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:10.627938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:10.627975] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:10.631530] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=78.30%)
[2025-11-28T20:20:10.631853] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-11-28T20:20:10.631999] [INFO ] [sig       ] EPAM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:10.766735] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EPAM.txt
[2025-11-28T20:20:10.766872] [INFO ] [sig       ] [1096/3606] Completed EPAM in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-28T20:20:10.766909] [INFO ] [sig       ] [1097/3606] Forecasting EPC...
[2025-11-28T20:20:10.766937] [INFO ] [sig       ] Generating forecast for: EPC
[2025-11-28T20:20:10.766967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-11-28T20:20:10.778100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-11-28T20:20:10.778426] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-11-28T20:20:10.779233] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-11-28T20:20:10.779285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:10.779317] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:10.779345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:10.779402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:10.834654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:10.835356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:10.835433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:10.835464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:10.953488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:10.953645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:10.953685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:10.953713] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:10.956922] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=36.24%)
[2025-11-28T20:20:10.957180] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-11-28T20:20:10.957301] [INFO ] [sig       ] EPC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:11.092461] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EPC.txt
[2025-11-28T20:20:11.092611] [INFO ] [sig       ] [1097/3606] Completed EPC in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-28T20:20:11.092651] [INFO ] [sig       ] [1098/3606] Forecasting EPD...
[2025-11-28T20:20:11.092680] [INFO ] [sig       ] Generating forecast for: EPD
[2025-11-28T20:20:11.092709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-11-28T20:20:11.104027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-11-28T20:20:11.104324] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-11-28T20:20:11.105098] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-11-28T20:20:11.105147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:11.105191] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:11.105218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:11.105276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:11.159511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:11.160262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:11.160339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:11.160369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:11.279526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:11.279680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:11.279718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:11.279746] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:11.282920] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=49.62%)
[2025-11-28T20:20:11.283183] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-11-28T20:20:11.283300] [INFO ] [sig       ] EPD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:11.417504] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EPD.txt
[2025-11-28T20:20:11.417664] [INFO ] [sig       ] [1098/3606] Completed EPD in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-28T20:20:11.417703] [INFO ] [sig       ] [1099/3606] Forecasting EPSN...
[2025-11-28T20:20:11.417731] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-11-28T20:20:11.417760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-11-28T20:20:11.429255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-11-28T20:20:11.429622] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-11-28T20:20:11.430379] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-11-28T20:20:11.430429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:11.430461] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:11.430487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:11.430543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:11.484930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:11.485769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:11.485848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:11.485878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:11.603423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:11.603587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:11.603628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:11.603656] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:11.606850] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=31.06%)
[2025-11-28T20:20:11.607118] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-11-28T20:20:11.607234] [INFO ] [sig       ] EPSN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:11.749760] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EPSN.txt
[2025-11-28T20:20:11.749928] [INFO ] [sig       ] [1099/3606] Completed EPSN in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-28T20:20:11.749970] [INFO ] [sig       ] [1100/3606] Forecasting EQBK...
[2025-11-28T20:20:11.749999] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-11-28T20:20:11.750030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-11-28T20:20:11.761198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-11-28T20:20:11.761556] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-11-28T20:20:11.762344] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-11-28T20:20:11.762395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:11.762426] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:11.762452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:11.762507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:11.816881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:11.817965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:11.818069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:11.818102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:11.934340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:11.934466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:11.934503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:11.934530] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:11.937708] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=49.06%)
[2025-11-28T20:20:11.937959] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-11-28T20:20:11.938083] [INFO ] [sig       ] EQBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:12.072004] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EQBK.txt
[2025-11-28T20:20:12.072132] [INFO ] [sig       ] [1100/3606] Completed EQBK in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-28T20:20:12.072169] [INFO ] [sig       ] [1101/3606] Forecasting EQH...
[2025-11-28T20:20:12.072196] [INFO ] [sig       ] Generating forecast for: EQH
[2025-11-28T20:20:12.072225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-11-28T20:20:12.082897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-11-28T20:20:12.083154] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-11-28T20:20:12.083882] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-11-28T20:20:12.083930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:12.083960] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:12.083985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:12.084039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:12.139111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:12.139691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:12.139764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:12.139793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:12.258365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:12.258468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:12.258503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:12.258530] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:12.261643] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=11.34%)
[2025-11-28T20:20:12.261894] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-11-28T20:20:12.262006] [INFO ] [sig       ] EQH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:12.396422] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EQH.txt
[2025-11-28T20:20:12.396547] [INFO ] [sig       ] [1101/3606] Completed EQH in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-28T20:20:12.396603] [INFO ] [sig       ] [1102/3606] Forecasting EQIX...
[2025-11-28T20:20:12.396641] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-11-28T20:20:12.396673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-11-28T20:20:12.406961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-11-28T20:20:12.407229] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-11-28T20:20:12.407969] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-11-28T20:20:12.408017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:12.408085] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:12.408116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:12.408171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:12.462723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:12.463272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:12.463365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:12.463397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:12.586864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:12.586959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:12.586994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:12.587021] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:12.590116] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=29.45%)
[2025-11-28T20:20:12.590378] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-11-28T20:20:12.590495] [INFO ] [sig       ] EQIX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:12.725809] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EQIX.txt
[2025-11-28T20:20:12.725912] [INFO ] [sig       ] [1102/3606] Completed EQIX in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-28T20:20:12.725948] [INFO ] [sig       ] [1103/3606] Forecasting ERAS...
[2025-11-28T20:20:12.725977] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-11-28T20:20:12.726006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-11-28T20:20:12.737155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-11-28T20:20:12.737404] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-11-28T20:20:12.738183] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-11-28T20:20:12.738234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:12.738265] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:12.738293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:12.738349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:12.794896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:12.795449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:12.795525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:12.795557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:12.907524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:12.907632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:12.907667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:12.907694] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:12.910768] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=28.11%)
[2025-11-28T20:20:12.911018] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-11-28T20:20:12.911132] [INFO ] [sig       ] ERAS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:13.045989] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ERAS.txt
[2025-11-28T20:20:13.046090] [INFO ] [sig       ] [1103/3606] Completed ERAS in 0.3s | 2.99 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-28T20:20:13.046126] [INFO ] [sig       ] [1104/3606] Forecasting ERIC...
[2025-11-28T20:20:13.046153] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-11-28T20:20:13.046183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-11-28T20:20:13.064603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-11-28T20:20:13.064853] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-11-28T20:20:13.065556] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-11-28T20:20:13.065622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:13.065652] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:13.065678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:13.065733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:13.119746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:13.120291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:13.120363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:13.120394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:13.239336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:13.239440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:13.239473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:13.239501] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:13.242533] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2025-11-28T20:20:13.242798] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-11-28T20:20:13.242912] [INFO ] [sig       ] ERIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:13.379938] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ERIC.txt
[2025-11-28T20:20:13.380040] [INFO ] [sig       ] [1104/3606] Completed ERIC in 0.3s | 2.99 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-28T20:20:13.380076] [INFO ] [sig       ] [1105/3606] Forecasting ERIE...
[2025-11-28T20:20:13.380104] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-11-28T20:20:13.380133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-11-28T20:20:13.390958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-11-28T20:20:13.391228] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-11-28T20:20:13.392005] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-11-28T20:20:13.392056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:13.392089] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:13.392117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:13.392173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:13.447735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:13.448313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:13.448386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:13.448417] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:13.566477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:13.566582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:13.566619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:13.566682] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:13.569642] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=39.06%)
[2025-11-28T20:20:13.569889] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-11-28T20:20:13.569999] [INFO ] [sig       ] ERIE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:13.705827] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ERIE.txt
[2025-11-28T20:20:13.705931] [INFO ] [sig       ] [1105/3606] Completed ERIE in 0.3s | 2.99 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-28T20:20:13.705967] [INFO ] [sig       ] [1106/3606] Forecasting ERII...
[2025-11-28T20:20:13.705997] [INFO ] [sig       ] Generating forecast for: ERII
[2025-11-28T20:20:13.706025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-11-28T20:20:13.717326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-11-28T20:20:13.717603] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-11-28T20:20:13.718396] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-11-28T20:20:13.718446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:13.718476] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:13.718504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:13.718560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:13.775715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:13.776274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:13.776349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:13.776380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:13.894625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:13.894714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:13.894747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:13.894773] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:13.897755] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=48.36%)
[2025-11-28T20:20:13.898000] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-11-28T20:20:13.898129] [INFO ] [sig       ] ERII: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:14.032948] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ERII.txt
[2025-11-28T20:20:14.033053] [INFO ] [sig       ] [1106/3606] Completed ERII in 0.3s | 2.99 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-28T20:20:14.033088] [INFO ] [sig       ] [1107/3606] Forecasting ERNA...
[2025-11-28T20:20:14.033115] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-11-28T20:20:14.033144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-11-28T20:20:14.044235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-11-28T20:20:14.044530] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-11-28T20:20:14.045277] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-11-28T20:20:14.045326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:14.045359] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:14.045385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:14.045442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:14.102169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:14.102765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:14.102851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:14.102884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:14.216222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:14.216325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:14.216364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:14.216393] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:14.220057] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-11-28T20:20:14.220319] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-11-28T20:20:14.220437] [INFO ] [sig       ] ERNA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:14.355886] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ERNA.txt
[2025-11-28T20:20:14.356002] [INFO ] [sig       ] [1107/3606] Completed ERNA in 0.3s | 2.99 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-28T20:20:14.356039] [INFO ] [sig       ] [1108/3606] Forecasting ERO...
[2025-11-28T20:20:14.356067] [INFO ] [sig       ] Generating forecast for: ERO
[2025-11-28T20:20:14.356097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-11-28T20:20:14.366727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-11-28T20:20:14.366972] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-11-28T20:20:14.367730] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-11-28T20:20:14.367778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:14.367807] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:14.367832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:14.367886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:14.422153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:14.422720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:14.422792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:14.422822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:14.542961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:14.543051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:14.543086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:14.543112] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:14.546092] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-11-28T20:20:14.546340] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-11-28T20:20:14.546452] [INFO ] [sig       ] ERO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:14.681793] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ERO.txt
[2025-11-28T20:20:14.681941] [INFO ] [sig       ] [1108/3606] Completed ERO in 0.3s | 2.99 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-28T20:20:14.681980] [INFO ] [sig       ] [1109/3606] Forecasting ES...
[2025-11-28T20:20:14.682009] [INFO ] [sig       ] Generating forecast for: ES
[2025-11-28T20:20:14.682037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-11-28T20:20:14.692928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-11-28T20:20:14.693245] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-11-28T20:20:14.693983] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-11-28T20:20:14.694053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:14.694084] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:14.694123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:14.694179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:14.749416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:14.750248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:14.750329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:14.750361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:14.870557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:14.870717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:14.870754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:14.870782] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:14.873990] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-11-28T20:20:14.874256] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-11-28T20:20:14.874372] [INFO ] [sig       ] ES: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:15.009866] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ES.txt
[2025-11-28T20:20:15.009992] [INFO ] [sig       ] [1109/3606] Completed ES in 0.3s | 2.99 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-28T20:20:15.010029] [INFO ] [sig       ] [1110/3606] Forecasting ESAB...
[2025-11-28T20:20:15.010058] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-11-28T20:20:15.010087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-11-28T20:20:15.023543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-11-28T20:20:15.023834] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-11-28T20:20:15.024540] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-11-28T20:20:15.024605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:15.024639] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:15.024664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:15.024718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:15.078750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:15.079374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:15.079448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:15.079479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:15.199007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:15.199148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:15.199187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:15.199214] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:15.202541] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=56.28%)
[2025-11-28T20:20:15.202813] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-11-28T20:20:15.202926] [INFO ] [sig       ] ESAB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:15.339551] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ESAB.txt
[2025-11-28T20:20:15.339712] [INFO ] [sig       ] [1110/3606] Completed ESAB in 0.3s | 2.99 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-28T20:20:15.339752] [INFO ] [sig       ] [1111/3606] Forecasting ESCA...
[2025-11-28T20:20:15.339785] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-11-28T20:20:15.339813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-11-28T20:20:15.351172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-11-28T20:20:15.351536] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-11-28T20:20:15.352340] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-11-28T20:20:15.352390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:15.352421] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:15.352447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:15.352502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:15.412173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:15.413214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:15.413491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:15.413524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:15.532524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:15.532698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:15.532738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:15.532766] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:15.536504] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=32.38%)
[2025-11-28T20:20:15.536894] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-11-28T20:20:15.537061] [INFO ] [sig       ] ESCA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:15.744194] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ESCA.txt
[2025-11-28T20:20:15.744363] [INFO ] [sig       ] [1111/3606] Completed ESCA in 0.4s | 2.98 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-28T20:20:15.744403] [INFO ] [sig       ] [1112/3606] Forecasting ESE...
[2025-11-28T20:20:15.744434] [INFO ] [sig       ] Generating forecast for: ESE
[2025-11-28T20:20:15.744464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-11-28T20:20:15.756998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-11-28T20:20:15.757391] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-11-28T20:20:15.758256] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-11-28T20:20:15.758309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:15.758340] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:15.758365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:15.758421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:15.816288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:15.817180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:15.817273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:15.817306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:15.980507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:15.980710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:15.980817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:15.980869] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:15.986104] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-28T20:20:15.986561] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-11-28T20:20:15.986769] [INFO ] [sig       ] ESE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:16.174101] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ESE.txt
[2025-11-28T20:20:16.174271] [INFO ] [sig       ] [1112/3606] Completed ESE in 0.4s | 2.98 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-28T20:20:16.174310] [INFO ] [sig       ] [1113/3606] Forecasting ESEA...
[2025-11-28T20:20:16.174339] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-11-28T20:20:16.174376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-11-28T20:20:16.188915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-11-28T20:20:16.189386] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-11-28T20:20:16.190460] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-11-28T20:20:16.190522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:16.190565] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:16.190635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:16.190720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:16.271648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:16.272728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:16.272849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:16.272903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:16.428255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:16.428409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:16.428449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:16.428478] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:16.432016] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-11-28T20:20:16.432307] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-11-28T20:20:16.432434] [INFO ] [sig       ] ESEA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:16.578824] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ESEA.txt
[2025-11-28T20:20:16.578985] [INFO ] [sig       ] [1113/3606] Completed ESEA in 0.4s | 2.98 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-28T20:20:16.579027] [INFO ] [sig       ] [1114/3606] Forecasting ESGD...
[2025-11-28T20:20:16.579056] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-11-28T20:20:16.579085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-11-28T20:20:16.594146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-11-28T20:20:16.594616] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-11-28T20:20:16.595610] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-11-28T20:20:16.595670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:16.595707] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:16.595739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:16.595817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:16.659874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:16.660737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:16.660822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:16.660856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:16.783565] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:16.783726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:16.783765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:16.783792] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:16.787126] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-11-28T20:20:16.787411] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-11-28T20:20:16.787530] [INFO ] [sig       ] ESGD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:16.923465] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ESGD.txt
[2025-11-28T20:20:16.923641] [INFO ] [sig       ] [1114/3606] Completed ESGD in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-28T20:20:16.923684] [INFO ] [sig       ] [1115/3606] Forecasting ESGE...
[2025-11-28T20:20:16.923715] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-11-28T20:20:16.923745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-11-28T20:20:16.939696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-11-28T20:20:16.940064] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-11-28T20:20:16.940895] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-11-28T20:20:16.940947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:16.940979] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:16.941006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:16.941062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:16.997627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:16.998494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:16.998598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:16.998634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:17.120151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:17.120325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:17.120367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:17.120396] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:17.123851] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=34.70%)
[2025-11-28T20:20:17.124133] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-11-28T20:20:17.124281] [INFO ] [sig       ] ESGE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:17.269235] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ESGE.txt
[2025-11-28T20:20:17.269382] [INFO ] [sig       ] [1115/3606] Completed ESGE in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-28T20:20:17.269421] [INFO ] [sig       ] [1116/3606] Forecasting ESI...
[2025-11-28T20:20:17.269479] [INFO ] [sig       ] Generating forecast for: ESI
[2025-11-28T20:20:17.269511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-11-28T20:20:17.280399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-11-28T20:20:17.280796] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-11-28T20:20:17.281525] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-11-28T20:20:17.281602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:17.281635] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:17.281661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:17.281716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:17.338880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:17.339733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:17.339811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:17.339844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:17.468435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:17.468604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:17.468646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:17.468694] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:17.472024] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=41.72%)
[2025-11-28T20:20:17.472304] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-11-28T20:20:17.472426] [INFO ] [sig       ] ESI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:17.617173] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ESI.txt
[2025-11-28T20:20:17.617325] [INFO ] [sig       ] [1116/3606] Completed ESI in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-28T20:20:17.617365] [INFO ] [sig       ] [1117/3606] Forecasting ESOA...
[2025-11-28T20:20:17.617393] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-11-28T20:20:17.617422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-11-28T20:20:17.630380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-11-28T20:20:17.630706] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-11-28T20:20:17.631416] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-11-28T20:20:17.631464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:17.631493] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:17.631518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:17.631590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:17.686536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:17.687370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:17.687448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:17.687480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:17.813357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:17.813507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:17.813548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:17.813593] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:17.817111] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: DOWN (p=34.41%)
[2025-11-28T20:20:17.817464] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-11-28T20:20:17.817615] [INFO ] [sig       ] ESOA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:17.969672] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ESOA.txt
[2025-11-28T20:20:17.969817] [INFO ] [sig       ] [1117/3606] Completed ESOA in 0.4s | 2.98 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-28T20:20:17.969856] [INFO ] [sig       ] [1118/3606] Forecasting ESPO...
[2025-11-28T20:20:17.969887] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-11-28T20:20:17.969916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-11-28T20:20:17.980752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-11-28T20:20:17.981021] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-11-28T20:20:17.981758] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-11-28T20:20:17.981806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:17.981836] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:17.981861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:17.981917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:18.036630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:18.037431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:18.037511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:18.037544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:18.158805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:18.158955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:18.158994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:18.159022] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:18.162338] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=45.93%)
[2025-11-28T20:20:18.162620] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-11-28T20:20:18.162738] [INFO ] [sig       ] ESPO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:18.307250] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ESPO.txt
[2025-11-28T20:20:18.307402] [INFO ] [sig       ] [1118/3606] Completed ESPO in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-28T20:20:18.307440] [INFO ] [sig       ] [1119/3606] Forecasting ESQ...
[2025-11-28T20:20:18.307470] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-11-28T20:20:18.307500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-11-28T20:20:18.319669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-11-28T20:20:18.320015] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-11-28T20:20:18.320912] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-11-28T20:20:18.320963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:18.320994] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:18.321020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:18.321104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:18.380647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:18.381361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:18.381443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:18.381475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:18.505158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:18.505302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:18.505342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:18.505371] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:18.508633] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-11-28T20:20:18.508897] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-11-28T20:20:18.509014] [INFO ] [sig       ] ESQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:18.643605] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ESQ.txt
[2025-11-28T20:20:18.643746] [INFO ] [sig       ] [1119/3606] Completed ESQ in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-28T20:20:18.643784] [INFO ] [sig       ] [1120/3606] Forecasting ESTA...
[2025-11-28T20:20:18.643813] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-11-28T20:20:18.643843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-11-28T20:20:18.656081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-11-28T20:20:18.656448] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-11-28T20:20:18.657232] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-11-28T20:20:18.657285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:18.657316] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:18.657351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:18.657427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:18.716957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:18.717802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:18.717896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:18.717929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:18.842429] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:18.842593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:18.842632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:18.842659] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:18.845889] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=63.52%)
[2025-11-28T20:20:18.846149] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-11-28T20:20:18.846284] [INFO ] [sig       ] ESTA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:18.984106] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ESTA.txt
[2025-11-28T20:20:18.984233] [INFO ] [sig       ] [1120/3606] Completed ESTA in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-28T20:20:18.984279] [INFO ] [sig       ] [1121/3606] Forecasting ESTC...
[2025-11-28T20:20:18.984315] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-11-28T20:20:18.984350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-11-28T20:20:18.994981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-11-28T20:20:18.995238] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-11-28T20:20:18.995963] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-11-28T20:20:18.996010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:18.996039] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:18.996065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:18.996120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:19.051172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:19.051736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:19.051809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:19.051840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:19.169583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:19.169676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:19.169717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:19.169750] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:19.172770] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=70.77%)
[2025-11-28T20:20:19.173022] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-11-28T20:20:19.173136] [INFO ] [sig       ] ESTC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:19.308567] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ESTC.txt
[2025-11-28T20:20:19.308709] [INFO ] [sig       ] [1121/3606] Completed ESTC in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-28T20:20:19.308746] [INFO ] [sig       ] [1122/3606] Forecasting ETB...
[2025-11-28T20:20:19.308775] [INFO ] [sig       ] Generating forecast for: ETB
[2025-11-28T20:20:19.308803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-11-28T20:20:19.319150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-11-28T20:20:19.319414] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-11-28T20:20:19.320142] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-11-28T20:20:19.320201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:19.320232] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:19.320257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:19.320311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:19.374807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:19.375425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:19.375498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:19.375529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:19.486600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:19.486738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:19.486776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:19.486805] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:19.490058] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-11-28T20:20:19.490363] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-11-28T20:20:19.490482] [INFO ] [sig       ] ETB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:19.624888] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ETB.txt
[2025-11-28T20:20:19.625010] [INFO ] [sig       ] [1122/3606] Completed ETB in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-28T20:20:19.625047] [INFO ] [sig       ] [1123/3606] Forecasting ETD...
[2025-11-28T20:20:19.625075] [INFO ] [sig       ] Generating forecast for: ETD
[2025-11-28T20:20:19.625104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-11-28T20:20:19.639098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-11-28T20:20:19.639372] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-11-28T20:20:19.640124] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-11-28T20:20:19.640173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:19.640203] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:19.640229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:19.640285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:19.695308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:19.695925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:19.695999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:19.696032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:19.812307] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:19.812404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:19.812438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:19.812465] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:19.815466] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=29.70%)
[2025-11-28T20:20:19.815752] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-11-28T20:20:19.815866] [INFO ] [sig       ] ETD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:19.952228] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ETD.txt
[2025-11-28T20:20:19.952354] [INFO ] [sig       ] [1123/3606] Completed ETD in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-28T20:20:19.952597] [INFO ] [sig       ] [1124/3606] Forecasting ETG...
[2025-11-28T20:20:19.952627] [INFO ] [sig       ] Generating forecast for: ETG
[2025-11-28T20:20:19.952655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-11-28T20:20:19.963763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-11-28T20:20:19.964042] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-11-28T20:20:19.964841] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-11-28T20:20:19.964891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:19.964922] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:19.964948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:19.965003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:20.019858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:20.020482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:20.020555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:20.020604] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:20.137210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:20.137355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:20.137392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:20.137419] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:20.140600] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-11-28T20:20:20.140855] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-11-28T20:20:20.140969] [INFO ] [sig       ] ETG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:20.274440] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ETG.txt
[2025-11-28T20:20:20.274583] [INFO ] [sig       ] [1124/3606] Completed ETG in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-28T20:20:20.274623] [INFO ] [sig       ] [1125/3606] Forecasting ETHA...
[2025-11-28T20:20:20.274651] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-11-28T20:20:20.274680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-11-28T20:20:20.285751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-11-28T20:20:20.286023] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-11-28T20:20:20.286805] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-11-28T20:20:20.286853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:20.286884] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:20.286910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:20.286965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:20.341459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:20.342044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:20.342115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:20.342146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:20.460019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:20.460164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:20.460199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:20.460226] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:20.463508] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=65.88%)
[2025-11-28T20:20:20.463862] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-11-28T20:20:20.463984] [INFO ] [sig       ] ETHA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:20.600120] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ETHA.txt
[2025-11-28T20:20:20.600250] [INFO ] [sig       ] [1125/3606] Completed ETHA in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-28T20:20:20.600289] [INFO ] [sig       ] [1126/3606] Forecasting ETJ...
[2025-11-28T20:20:20.600318] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-11-28T20:20:20.600346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-11-28T20:20:20.623343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-11-28T20:20:20.623789] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-11-28T20:20:20.624531] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-11-28T20:20:20.624600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:20.624633] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:20.624659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:20.624714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:20.679496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:20.680217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:20.680298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:20.680336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:20.797968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:20.798126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:20.798164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:20.798191] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:20.801419] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-11-28T20:20:20.801696] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-11-28T20:20:20.801813] [INFO ] [sig       ] ETJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:20.936966] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ETJ.txt
[2025-11-28T20:20:20.937108] [INFO ] [sig       ] [1126/3606] Completed ETJ in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-28T20:20:20.937146] [INFO ] [sig       ] [1127/3606] Forecasting ETN...
[2025-11-28T20:20:20.937173] [INFO ] [sig       ] Generating forecast for: ETN
[2025-11-28T20:20:20.937202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-11-28T20:20:20.949346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-11-28T20:20:20.949684] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-11-28T20:20:20.950421] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-11-28T20:20:20.950470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:20.950502] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:20.950529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:20.950607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:21.005223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:21.005915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:21.005988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:21.006019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:21.123280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:21.123376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:21.123410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:21.123436] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:21.126408] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-11-28T20:20:21.126698] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-11-28T20:20:21.126811] [INFO ] [sig       ] ETN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:21.261265] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ETN.txt
[2025-11-28T20:20:21.261391] [INFO ] [sig       ] [1127/3606] Completed ETN in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-28T20:20:21.261428] [INFO ] [sig       ] [1128/3606] Forecasting ETO...
[2025-11-28T20:20:21.261457] [INFO ] [sig       ] Generating forecast for: ETO
[2025-11-28T20:20:21.261485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-11-28T20:20:21.272452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-11-28T20:20:21.272749] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-11-28T20:20:21.273474] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-11-28T20:20:21.273524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:21.273555] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:21.273606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:21.273672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:21.328143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:21.328708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:21.328782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:21.328812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:21.449295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:21.449387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:21.449423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:21.449450] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:21.452621] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=63.31%)
[2025-11-28T20:20:21.452877] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-11-28T20:20:21.452990] [INFO ] [sig       ] ETO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:21.587333] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ETO.txt
[2025-11-28T20:20:21.587437] [INFO ] [sig       ] [1128/3606] Completed ETO in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-28T20:20:21.587474] [INFO ] [sig       ] [1129/3606] Forecasting ETON...
[2025-11-28T20:20:21.587501] [INFO ] [sig       ] Generating forecast for: ETON
[2025-11-28T20:20:21.587531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-11-28T20:20:21.599695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-11-28T20:20:21.599952] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-11-28T20:20:21.600692] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-11-28T20:20:21.600740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:21.600770] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:21.600795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:21.600850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:21.656209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:21.656797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:21.656868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:21.656898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:21.776309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:21.776416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:21.776466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:21.776495] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:21.779544] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=24.62%)
[2025-11-28T20:20:21.779811] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-11-28T20:20:21.779925] [INFO ] [sig       ] ETON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:21.921180] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ETON.txt
[2025-11-28T20:20:21.921303] [INFO ] [sig       ] [1129/3606] Completed ETON in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-28T20:20:21.921342] [INFO ] [sig       ] [1130/3606] Forecasting ETSY...
[2025-11-28T20:20:21.921371] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-11-28T20:20:21.921399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-11-28T20:20:21.940661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-11-28T20:20:21.940926] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-11-28T20:20:21.941685] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-11-28T20:20:21.941733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:21.941763] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:21.941789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:21.941844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:21.997250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:21.998016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:21.998118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:21.998149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:22.118556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:22.118718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:22.118754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:22.118783] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:22.122298] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=24.33%)
[2025-11-28T20:20:22.122762] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-11-28T20:20:22.122883] [INFO ] [sig       ] ETSY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:22.259516] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ETSY.txt
[2025-11-28T20:20:22.259675] [INFO ] [sig       ] [1130/3606] Completed ETSY in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-28T20:20:22.259715] [INFO ] [sig       ] [1131/3606] Forecasting ETY...
[2025-11-28T20:20:22.259742] [INFO ] [sig       ] Generating forecast for: ETY
[2025-11-28T20:20:22.259771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-11-28T20:20:22.271618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-11-28T20:20:22.271920] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-11-28T20:20:22.272658] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-11-28T20:20:22.272705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:22.272736] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:22.272761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:22.272815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:22.326868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:22.327621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:22.327701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:22.327732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:22.446484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:22.446646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:22.446685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:22.446713] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:22.450340] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-11-28T20:20:22.450622] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-11-28T20:20:22.450741] [INFO ] [sig       ] ETY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:22.596451] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ETY.txt
[2025-11-28T20:20:22.596616] [INFO ] [sig       ] [1131/3606] Completed ETY in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-28T20:20:22.596659] [INFO ] [sig       ] [1132/3606] Forecasting EUFN...
[2025-11-28T20:20:22.596689] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-11-28T20:20:22.596719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-11-28T20:20:22.609931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-11-28T20:20:22.610319] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-11-28T20:20:22.611362] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-11-28T20:20:22.611416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:22.611460] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:22.611687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:22.611751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:22.675557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:22.676418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:22.676505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:22.676542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:22.796132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:22.796283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:22.796331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:22.796366] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:22.799729] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-11-28T20:20:22.800012] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-11-28T20:20:22.800130] [INFO ] [sig       ] EUFN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:22.940205] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EUFN.txt
[2025-11-28T20:20:22.940372] [INFO ] [sig       ] [1132/3606] Completed EUFN in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-28T20:20:22.940450] [INFO ] [sig       ] [1133/3606] Forecasting EVAX...
[2025-11-28T20:20:22.940483] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-11-28T20:20:22.940513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-11-28T20:20:22.959305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-11-28T20:20:22.959891] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-11-28T20:20:22.960649] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-11-28T20:20:22.960698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:22.960743] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:22.960771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:22.960825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:23.019798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:23.020697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:23.020781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:23.020812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:23.149812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:23.149960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:23.150000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:23.150028] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:23.153816] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-11-28T20:20:23.154103] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-11-28T20:20:23.154227] [INFO ] [sig       ] EVAX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:23.305498] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EVAX.txt
[2025-11-28T20:20:23.305664] [INFO ] [sig       ] [1133/3606] Completed EVAX in 0.4s | 2.98 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-28T20:20:23.305704] [INFO ] [sig       ] [1134/3606] Forecasting EVC...
[2025-11-28T20:20:23.305732] [INFO ] [sig       ] Generating forecast for: EVC
[2025-11-28T20:20:23.305761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-11-28T20:20:23.319930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-11-28T20:20:23.320357] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-11-28T20:20:23.321141] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-11-28T20:20:23.321190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:23.321220] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:23.321245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:23.321300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:23.380209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:23.381055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:23.381136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:23.381169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:23.503900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:23.504050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:23.504087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:23.504114] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:23.507395] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=29.61%)
[2025-11-28T20:20:23.507688] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-11-28T20:20:23.507808] [INFO ] [sig       ] EVC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:23.652295] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EVC.txt
[2025-11-28T20:20:23.652448] [INFO ] [sig       ] [1134/3606] Completed EVC in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-28T20:20:23.652486] [INFO ] [sig       ] [1135/3606] Forecasting EVCM...
[2025-11-28T20:20:23.652515] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-11-28T20:20:23.652544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-11-28T20:20:23.666957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-11-28T20:20:23.667391] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-11-28T20:20:23.668539] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-11-28T20:20:23.668824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:23.668871] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:23.668909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:23.668966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:23.735383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:23.736325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:23.736436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:23.736686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:23.878303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:23.878458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:23.878497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:23.878537] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:23.883186] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=60.39%)
[2025-11-28T20:20:23.883462] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-11-28T20:20:23.883754] [INFO ] [sig       ] EVCM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:24.044825] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EVCM.txt
[2025-11-28T20:20:24.045007] [INFO ] [sig       ] [1135/3606] Completed EVCM in 0.4s | 2.98 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-28T20:20:24.045065] [INFO ] [sig       ] [1136/3606] Forecasting EVEX...
[2025-11-28T20:20:24.045100] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-11-28T20:20:24.045135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-11-28T20:20:24.058506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-11-28T20:20:24.058904] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-11-28T20:20:24.059731] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-11-28T20:20:24.059782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:24.059813] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:24.059865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:24.059924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:24.124982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:24.125832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:24.125916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:24.125949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:24.259390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:24.259537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:24.259593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:24.259627] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:24.262959] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=75.67%)
[2025-11-28T20:20:24.263228] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-11-28T20:20:24.263352] [INFO ] [sig       ] EVEX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:24.414928] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EVEX.txt
[2025-11-28T20:20:24.415093] [INFO ] [sig       ] [1136/3606] Completed EVEX in 0.4s | 2.98 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-28T20:20:24.415149] [INFO ] [sig       ] [1137/3606] Forecasting EVF...
[2025-11-28T20:20:24.415180] [INFO ] [sig       ] Generating forecast for: EVF
[2025-11-28T20:20:24.415210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-11-28T20:20:24.439941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-11-28T20:20:24.440364] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-11-28T20:20:24.441284] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-11-28T20:20:24.441346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:24.441386] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:24.441420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:24.441490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:24.500877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:24.501788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:24.501879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:24.501914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:24.619782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:24.619946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:24.619989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:24.620021] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:24.623526] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-11-28T20:20:24.623844] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-11-28T20:20:24.623974] [INFO ] [sig       ] EVF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:24.770882] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EVF.txt
[2025-11-28T20:20:24.771045] [INFO ] [sig       ] [1137/3606] Completed EVF in 0.4s | 2.98 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-28T20:20:24.771090] [INFO ] [sig       ] [1138/3606] Forecasting EVG...
[2025-11-28T20:20:24.771122] [INFO ] [sig       ] Generating forecast for: EVG
[2025-11-28T20:20:24.771153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-11-28T20:20:24.783356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-11-28T20:20:24.783747] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-11-28T20:20:24.784608] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-11-28T20:20:24.784661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:24.784692] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:24.784720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:24.784776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:24.841621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:24.842454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:24.842537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:24.842588] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:24.967038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:24.967205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:24.967251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:24.967284] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:24.972160] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-11-28T20:20:24.972606] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-11-28T20:20:24.972770] [INFO ] [sig       ] EVG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:25.134661] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EVG.txt
[2025-11-28T20:20:25.134822] [INFO ] [sig       ] [1138/3606] Completed EVG in 0.4s | 2.98 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-28T20:20:25.134863] [INFO ] [sig       ] [1139/3606] Forecasting EVGN...
[2025-11-28T20:20:25.134891] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-11-28T20:20:25.134919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-11-28T20:20:25.150274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-11-28T20:20:25.150676] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-11-28T20:20:25.151430] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-11-28T20:20:25.151480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:25.151510] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:25.151536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:25.151611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:25.206628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:25.207455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:25.207531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:25.207564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:25.319202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:25.319352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:25.319390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:25.319420] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:25.322735] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: DOWN (p=45.57%)
[2025-11-28T20:20:25.323012] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-11-28T20:20:25.323137] [INFO ] [sig       ] EVGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:25.460756] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EVGN.txt
[2025-11-28T20:20:25.460910] [INFO ] [sig       ] [1139/3606] Completed EVGN in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-28T20:20:25.460950] [INFO ] [sig       ] [1140/3606] Forecasting EVGO...
[2025-11-28T20:20:25.460979] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-11-28T20:20:25.461008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-11-28T20:20:25.472673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-11-28T20:20:25.473041] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-11-28T20:20:25.473809] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-11-28T20:20:25.473857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:25.473887] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:25.473913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:25.473967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:25.530881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:25.531709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:25.531787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:25.531818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:25.652001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:25.652145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:25.652182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:25.652227] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:25.655441] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=66.71%)
[2025-11-28T20:20:25.655725] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-11-28T20:20:25.655842] [INFO ] [sig       ] EVGO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:25.800720] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EVGO.txt
[2025-11-28T20:20:25.800873] [INFO ] [sig       ] [1140/3606] Completed EVGO in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-28T20:20:25.800913] [INFO ] [sig       ] [1141/3606] Forecasting EVH...
[2025-11-28T20:20:25.800941] [INFO ] [sig       ] Generating forecast for: EVH
[2025-11-28T20:20:25.800971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-11-28T20:20:25.812473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-11-28T20:20:25.812849] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-11-28T20:20:25.813596] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-11-28T20:20:25.813645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:25.813676] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:25.813702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:25.813756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:25.869162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:25.869987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:25.870066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:25.870098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:25.986779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:25.986923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:25.986959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:25.986986] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:25.990192] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=24.84%)
[2025-11-28T20:20:25.990488] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-11-28T20:20:25.990633] [INFO ] [sig       ] EVH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:26.130204] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EVH.txt
[2025-11-28T20:20:26.130359] [INFO ] [sig       ] [1141/3606] Completed EVH in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-28T20:20:26.130398] [INFO ] [sig       ] [1142/3606] Forecasting EVN...
[2025-11-28T20:20:26.130430] [INFO ] [sig       ] Generating forecast for: EVN
[2025-11-28T20:20:26.130460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-11-28T20:20:26.143540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-11-28T20:20:26.143926] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-11-28T20:20:26.144742] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-11-28T20:20:26.144791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:26.144821] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:26.144848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:26.144906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:26.200244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:26.200993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:26.201066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:26.201113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:26.315782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:26.315921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:26.315957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:26.315984] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:26.319293] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=23.69%)
[2025-11-28T20:20:26.319561] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-11-28T20:20:26.319698] [INFO ] [sig       ] EVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:26.457347] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EVN.txt
[2025-11-28T20:20:26.457486] [INFO ] [sig       ] [1142/3606] Completed EVN in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-28T20:20:26.457526] [INFO ] [sig       ] [1143/3606] Forecasting EVO...
[2025-11-28T20:20:26.457554] [INFO ] [sig       ] Generating forecast for: EVO
[2025-11-28T20:20:26.457602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-11-28T20:20:26.468532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-11-28T20:20:26.468855] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-11-28T20:20:26.469590] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-11-28T20:20:26.469642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:26.469673] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:26.469698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:26.469752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:26.525644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:26.526436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:26.526527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:26.526565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:26.646084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:26.646226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:26.646264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:26.646292] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:26.649630] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=84.89%)
[2025-11-28T20:20:26.649882] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-11-28T20:20:26.649994] [INFO ] [sig       ] EVO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:26.786148] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EVO.txt
[2025-11-28T20:20:26.786298] [INFO ] [sig       ] [1143/3606] Completed EVO in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-28T20:20:26.786335] [INFO ] [sig       ] [1144/3606] Forecasting EVOK...
[2025-11-28T20:20:26.786364] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-11-28T20:20:26.786394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-11-28T20:20:26.797998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-11-28T20:20:26.798398] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-11-28T20:20:26.799160] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-11-28T20:20:26.799209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:26.799240] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:26.799280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:26.799338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:26.854464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:26.855275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:26.855351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:26.855383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:26.967741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:26.967893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:26.967929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:26.967956] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:26.971220] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-11-28T20:20:26.971497] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-11-28T20:20:26.971634] [INFO ] [sig       ] EVOK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:27.108262] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EVOK.txt
[2025-11-28T20:20:27.108391] [INFO ] [sig       ] [1144/3606] Completed EVOK in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-28T20:20:27.108427] [INFO ] [sig       ] [1145/3606] Forecasting EVRG...
[2025-11-28T20:20:27.108455] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-11-28T20:20:27.108488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-11-28T20:20:27.120228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-11-28T20:20:27.120549] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-11-28T20:20:27.121282] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-11-28T20:20:27.121330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:27.121360] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:27.121385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:27.121438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:27.175940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:27.176782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:27.176859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:27.176890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:27.298078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:27.298223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:27.298259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:27.298286] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:27.301862] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-11-28T20:20:27.302117] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-11-28T20:20:27.302229] [INFO ] [sig       ] EVRG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:27.440774] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EVRG.txt
[2025-11-28T20:20:27.440888] [INFO ] [sig       ] [1145/3606] Completed EVRG in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-28T20:20:27.440926] [INFO ] [sig       ] [1146/3606] Forecasting EVSD...
[2025-11-28T20:20:27.440954] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-11-28T20:20:27.440983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-11-28T20:20:27.452293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-11-28T20:20:27.452618] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-11-28T20:20:27.453352] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-11-28T20:20:27.453399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:27.453429] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:27.453455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:27.453509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:27.508095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:27.508815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:27.508914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:27.508946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:27.627012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:27.627153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:27.627191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:27.627219] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:27.630420] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=27.98%)
[2025-11-28T20:20:27.630698] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-11-28T20:20:27.630817] [INFO ] [sig       ] EVSD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:27.765797] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EVSD.txt
[2025-11-28T20:20:27.765908] [INFO ] [sig       ] [1146/3606] Completed EVSD in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-28T20:20:27.765945] [INFO ] [sig       ] [1147/3606] Forecasting EVTC...
[2025-11-28T20:20:27.765973] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-11-28T20:20:27.766002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-11-28T20:20:27.782093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-11-28T20:20:27.782373] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-11-28T20:20:27.783112] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-11-28T20:20:27.783160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:27.783190] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:27.783216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:27.783270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:27.838799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:27.839356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:27.839429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:27.839464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:27.963326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:27.963468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:27.963504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:27.963531] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:27.966712] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-11-28T20:20:27.966962] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-11-28T20:20:27.967073] [INFO ] [sig       ] EVTC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:28.101620] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EVTC.txt
[2025-11-28T20:20:28.101739] [INFO ] [sig       ] [1147/3606] Completed EVTC in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-28T20:20:28.101776] [INFO ] [sig       ] [1148/3606] Forecasting EVTL...
[2025-11-28T20:20:28.101804] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-11-28T20:20:28.101842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-11-28T20:20:28.112374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-11-28T20:20:28.112664] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-11-28T20:20:28.113373] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-11-28T20:20:28.113421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:28.113451] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:28.113477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:28.113532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:28.168536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:28.169106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:28.169179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:28.169210] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:28.285190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:28.285338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:28.285375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:28.285403] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:28.288733] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-11-28T20:20:28.289026] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-11-28T20:20:28.289155] [INFO ] [sig       ] EVTL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:28.425686] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EVTL.txt
[2025-11-28T20:20:28.425813] [INFO ] [sig       ] [1148/3606] Completed EVTL in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-28T20:20:28.425852] [INFO ] [sig       ] [1149/3606] Forecasting EWBC...
[2025-11-28T20:20:28.425879] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-11-28T20:20:28.425908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-11-28T20:20:28.437116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-11-28T20:20:28.437428] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-11-28T20:20:28.438256] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-11-28T20:20:28.438307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:28.438338] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:28.438364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:28.438418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:28.493429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:28.494119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:28.494193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:28.494224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:28.614126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:28.614270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:28.614308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:28.614337] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:28.617647] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-11-28T20:20:28.617918] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-11-28T20:20:28.618069] [INFO ] [sig       ] EWBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:28.750714] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EWBC.txt
[2025-11-28T20:20:28.750903] [INFO ] [sig       ] [1149/3606] Completed EWBC in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-28T20:20:28.750964] [INFO ] [sig       ] [1150/3606] Forecasting EWCZ...
[2025-11-28T20:20:28.751006] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-11-28T20:20:28.751046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-11-28T20:20:28.762959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-11-28T20:20:28.763281] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-11-28T20:20:28.764088] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-11-28T20:20:28.764137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:28.764169] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:28.764194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:28.764248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:28.818155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:28.818899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:28.818976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:28.819007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:28.936726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:28.936878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:28.936916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:28.936943] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:28.940165] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2025-11-28T20:20:28.940422] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-11-28T20:20:28.940538] [INFO ] [sig       ] EWCZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:29.074040] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EWCZ.txt
[2025-11-28T20:20:29.074176] [INFO ] [sig       ] [1150/3606] Completed EWCZ in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-28T20:20:29.074215] [INFO ] [sig       ] [1151/3606] Forecasting EWTX...
[2025-11-28T20:20:29.074242] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-11-28T20:20:29.074272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-11-28T20:20:29.090406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-11-28T20:20:29.090836] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-11-28T20:20:29.091616] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-11-28T20:20:29.091664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:29.091694] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:29.091720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:29.091774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:29.145565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:29.146173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:29.146250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:29.146280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:29.261672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:29.261832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:29.261871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:29.261899] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:29.265273] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-11-28T20:20:29.265546] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-11-28T20:20:29.265684] [INFO ] [sig       ] EWTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:29.403409] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EWTX.txt
[2025-11-28T20:20:29.403551] [INFO ] [sig       ] [1151/3606] Completed EWTX in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-28T20:20:29.403609] [INFO ] [sig       ] [1152/3606] Forecasting EWZS...
[2025-11-28T20:20:29.403640] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-11-28T20:20:29.403669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-11-28T20:20:29.415280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-11-28T20:20:29.415596] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-11-28T20:20:29.416328] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-11-28T20:20:29.416378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:29.416409] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:29.416434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:29.416492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:29.470286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:29.470950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:29.471026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:29.471058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:29.596759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:29.596914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:29.596954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:29.596984] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:29.600298] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=49.70%)
[2025-11-28T20:20:29.600564] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-11-28T20:20:29.600702] [INFO ] [sig       ] EWZS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:29.735316] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EWZS.txt
[2025-11-28T20:20:29.735441] [INFO ] [sig       ] [1152/3606] Completed EWZS in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-28T20:20:29.735479] [INFO ] [sig       ] [1153/3606] Forecasting EXAS...
[2025-11-28T20:20:29.735507] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-11-28T20:20:29.735536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-11-28T20:20:29.747343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-11-28T20:20:29.747667] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-11-28T20:20:29.748415] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-11-28T20:20:29.748463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:29.748517] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:29.748544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:29.748613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:29.802345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:29.802928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:29.803002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:29.803032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:29.923865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:29.924016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:29.924053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:29.924080] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:29.927290] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-11-28T20:20:29.927552] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-11-28T20:20:29.927688] [INFO ] [sig       ] EXAS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:30.062488] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EXAS.txt
[2025-11-28T20:20:30.062616] [INFO ] [sig       ] [1153/3606] Completed EXAS in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-28T20:20:30.062656] [INFO ] [sig       ] [1154/3606] Forecasting EXC...
[2025-11-28T20:20:30.062685] [INFO ] [sig       ] Generating forecast for: EXC
[2025-11-28T20:20:30.062714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-11-28T20:20:30.074530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-11-28T20:20:30.074818] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-11-28T20:20:30.075534] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-11-28T20:20:30.075606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:30.075638] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:30.075664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:30.075719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:30.130288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:30.130889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:30.130962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:30.130992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:30.253163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:30.253310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:30.253349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:30.253376] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:30.256719] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-11-28T20:20:30.256981] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-11-28T20:20:30.257096] [INFO ] [sig       ] EXC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:30.390197] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EXC.txt
[2025-11-28T20:20:30.390310] [INFO ] [sig       ] [1154/3606] Completed EXC in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-28T20:20:30.390347] [INFO ] [sig       ] [1155/3606] Forecasting EXEL...
[2025-11-28T20:20:30.390374] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-11-28T20:20:30.390402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-11-28T20:20:30.406627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-11-28T20:20:30.406979] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-11-28T20:20:30.407774] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-11-28T20:20:30.407823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:30.407854] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:30.407879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:30.407949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:30.462155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:30.463043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:30.463148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:30.463180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:30.585765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:30.585917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:30.585956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:30.585983] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:30.589288] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-11-28T20:20:30.589551] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-11-28T20:20:30.589688] [INFO ] [sig       ] EXEL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:30.723398] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EXEL.txt
[2025-11-28T20:20:30.723542] [INFO ] [sig       ] [1155/3606] Completed EXEL in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-28T20:20:30.723610] [INFO ] [sig       ] [1156/3606] Forecasting EXFY...
[2025-11-28T20:20:30.723648] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-11-28T20:20:30.723683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-11-28T20:20:30.735365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-11-28T20:20:30.735713] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-11-28T20:20:30.736455] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-11-28T20:20:30.736505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:30.736535] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:30.736564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:30.736647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:30.791098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:30.791740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:30.791818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:30.791852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:30.911356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:30.911507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:30.911546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:30.911656] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:30.914931] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-11-28T20:20:30.915187] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-11-28T20:20:30.915304] [INFO ] [sig       ] EXFY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:31.051971] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EXFY.txt
[2025-11-28T20:20:31.052096] [INFO ] [sig       ] [1156/3606] Completed EXFY in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-28T20:20:31.052134] [INFO ] [sig       ] [1157/3606] Forecasting EXG...
[2025-11-28T20:20:31.052163] [INFO ] [sig       ] Generating forecast for: EXG
[2025-11-28T20:20:31.052192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-11-28T20:20:31.063314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-11-28T20:20:31.063640] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-11-28T20:20:31.064377] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-11-28T20:20:31.064455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:31.064488] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:31.064514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:31.064600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:31.118476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:31.119070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:31.119144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:31.119174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:31.237869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:31.238023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:31.238075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:31.238103] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:31.241296] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=21.52%)
[2025-11-28T20:20:31.241556] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-11-28T20:20:31.241698] [INFO ] [sig       ] EXG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:31.375886] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EXG.txt
[2025-11-28T20:20:31.376037] [INFO ] [sig       ] [1157/3606] Completed EXG in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-28T20:20:31.376077] [INFO ] [sig       ] [1158/3606] Forecasting EXK...
[2025-11-28T20:20:31.376106] [INFO ] [sig       ] Generating forecast for: EXK
[2025-11-28T20:20:31.376135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-11-28T20:20:31.391329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-11-28T20:20:31.391762] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-11-28T20:20:31.392683] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-11-28T20:20:31.392736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:31.392771] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:31.392809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:31.392891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:31.453551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:31.454410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:31.454495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:31.454527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:31.579853] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:31.580005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:31.580045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:31.580074] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:31.583883] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-11-28T20:20:31.584191] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-11-28T20:20:31.584341] [INFO ] [sig       ] EXK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:31.727527] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EXK.txt
[2025-11-28T20:20:31.727711] [INFO ] [sig       ] [1158/3606] Completed EXK in 0.4s | 2.98 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-28T20:20:31.727754] [INFO ] [sig       ] [1159/3606] Forecasting EXLS...
[2025-11-28T20:20:31.727783] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-11-28T20:20:31.727814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-11-28T20:20:31.739264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-11-28T20:20:31.739641] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-11-28T20:20:31.740374] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-11-28T20:20:31.740424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:31.740453] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:31.740479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:31.740533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:31.795321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:31.796285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:31.796368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:31.796399] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:31.925468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:31.925638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:31.925693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:31.925725] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:31.929238] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=28.60%)
[2025-11-28T20:20:31.929542] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-11-28T20:20:31.929694] [INFO ] [sig       ] EXLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:32.075203] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EXLS.txt
[2025-11-28T20:20:32.075355] [INFO ] [sig       ] [1159/3606] Completed EXLS in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-28T20:20:32.075396] [INFO ] [sig       ] [1160/3606] Forecasting EXP...
[2025-11-28T20:20:32.075426] [INFO ] [sig       ] Generating forecast for: EXP
[2025-11-28T20:20:32.075457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-11-28T20:20:32.088506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-11-28T20:20:32.088904] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-11-28T20:20:32.089727] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-11-28T20:20:32.089780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:32.089811] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:32.089838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:32.089894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:32.150566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:32.151561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:32.151679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:32.151718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:32.280139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:32.280294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:32.280332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:32.280360] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:32.283608] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-11-28T20:20:32.283876] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-11-28T20:20:32.283994] [INFO ] [sig       ] EXP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:32.418306] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EXP.txt
[2025-11-28T20:20:32.418442] [INFO ] [sig       ] [1160/3606] Completed EXP in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-28T20:20:32.418481] [INFO ] [sig       ] [1161/3606] Forecasting EXPD...
[2025-11-28T20:20:32.418510] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-11-28T20:20:32.418540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-11-28T20:20:32.430794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-11-28T20:20:32.431091] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-11-28T20:20:32.431864] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-11-28T20:20:32.431912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:32.431942] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:32.431967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:32.432020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:32.486009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:32.486685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:32.486761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:32.486791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:32.604755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:32.604903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:32.604942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:32.604969] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:32.608250] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=28.56%)
[2025-11-28T20:20:32.608520] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-11-28T20:20:32.608686] [INFO ] [sig       ] EXPD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:32.743063] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EXPD.txt
[2025-11-28T20:20:32.743203] [INFO ] [sig       ] [1161/3606] Completed EXPD in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-28T20:20:32.743243] [INFO ] [sig       ] [1162/3606] Forecasting EXPE...
[2025-11-28T20:20:32.743271] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-11-28T20:20:32.743301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-11-28T20:20:32.758543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-11-28T20:20:32.758934] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-11-28T20:20:32.759793] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-11-28T20:20:32.759846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:32.759877] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:32.759904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:32.759959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:32.819010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:32.819949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:32.820029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:32.820061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:32.939370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:32.939526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:32.939592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:32.939629] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:32.942883] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2025-11-28T20:20:32.943156] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-11-28T20:20:32.943273] [INFO ] [sig       ] EXPE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:33.078848] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EXPE.txt
[2025-11-28T20:20:33.078995] [INFO ] [sig       ] [1162/3606] Completed EXPE in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-28T20:20:33.079034] [INFO ] [sig       ] [1163/3606] Forecasting EXPI...
[2025-11-28T20:20:33.079062] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-11-28T20:20:33.079090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-11-28T20:20:33.091999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-11-28T20:20:33.092395] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-11-28T20:20:33.093214] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-11-28T20:20:33.093266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:33.093297] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:33.093325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:33.093382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:33.150218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:33.151112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:33.151228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:33.151260] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:33.267086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:33.267239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:33.267277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:33.267305] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:33.270543] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=42.15%)
[2025-11-28T20:20:33.270833] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-11-28T20:20:33.270955] [INFO ] [sig       ] EXPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:33.410409] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EXPI.txt
[2025-11-28T20:20:33.410561] [INFO ] [sig       ] [1163/3606] Completed EXPI in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-28T20:20:33.410621] [INFO ] [sig       ] [1164/3606] Forecasting EXPO...
[2025-11-28T20:20:33.410650] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-11-28T20:20:33.410679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-11-28T20:20:33.422652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-11-28T20:20:33.422957] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-11-28T20:20:33.423692] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-11-28T20:20:33.423742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:33.423772] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:33.423798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:33.423853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:33.480168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:33.480851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:33.480928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:33.480961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:33.597057] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:33.597221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:33.597262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:33.597291] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:33.600668] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: UP (p=79.42%)
[2025-11-28T20:20:33.600927] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-11-28T20:20:33.601042] [INFO ] [sig       ] EXPO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:33.736557] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EXPO.txt
[2025-11-28T20:20:33.736722] [INFO ] [sig       ] [1164/3606] Completed EXPO in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-28T20:20:33.736762] [INFO ] [sig       ] [1165/3606] Forecasting EYE...
[2025-11-28T20:20:33.736790] [INFO ] [sig       ] Generating forecast for: EYE
[2025-11-28T20:20:33.736819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-11-28T20:20:33.748294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-11-28T20:20:33.748685] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-11-28T20:20:33.749459] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-11-28T20:20:33.749509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:33.749542] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:33.749570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:33.749650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:33.807379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:33.808224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:33.808305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:33.808337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:33.927466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:33.927649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:33.927711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:33.927739] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:33.930972] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-11-28T20:20:33.931223] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-11-28T20:20:33.931338] [INFO ] [sig       ] EYE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:34.065344] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EYE.txt
[2025-11-28T20:20:34.065479] [INFO ] [sig       ] [1165/3606] Completed EYE in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-28T20:20:34.065516] [INFO ] [sig       ] [1166/3606] Forecasting EZGO...
[2025-11-28T20:20:34.065545] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-11-28T20:20:34.065592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-11-28T20:20:34.077190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-11-28T20:20:34.077528] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-11-28T20:20:34.078307] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-11-28T20:20:34.078356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:34.078386] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:34.078411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:34.078464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:34.133049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:34.133883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:34.133962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:34.133994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:34.256062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:34.256218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:34.256264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:34.256297] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:34.259742] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-11-28T20:20:34.260012] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-11-28T20:20:34.260137] [INFO ] [sig       ] EZGO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:34.399935] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EZGO.txt
[2025-11-28T20:20:34.400118] [INFO ] [sig       ] [1166/3606] Completed EZGO in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-28T20:20:34.400162] [INFO ] [sig       ] [1167/3606] Forecasting F...
[2025-11-28T20:20:34.400193] [INFO ] [sig       ] Generating forecast for: F
[2025-11-28T20:20:34.400227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-11-28T20:20:34.412910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-11-28T20:20:34.413288] [INFO ] [FORECASTER] Starting predict_future for F
[2025-11-28T20:20:34.414120] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-11-28T20:20:34.414171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:34.414203] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:34.414232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:34.414290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:34.474916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:34.475770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:34.475857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:34.475901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:34.603179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:34.603325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:34.603367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:34.603396] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:34.606748] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-11-28T20:20:34.607059] [INFO ] [FORECASTER] Completed predict_future for F
[2025-11-28T20:20:34.607204] [INFO ] [sig       ] F: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:34.750489] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/F.txt
[2025-11-28T20:20:34.750682] [INFO ] [sig       ] [1167/3606] Completed F in 0.4s | 2.98 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-28T20:20:34.750734] [INFO ] [sig       ] [1168/3606] Forecasting FA...
[2025-11-28T20:20:34.750766] [INFO ] [sig       ] Generating forecast for: FA
[2025-11-28T20:20:34.750797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-11-28T20:20:34.766005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-11-28T20:20:34.766353] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-11-28T20:20:34.767290] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-11-28T20:20:34.767348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:34.767398] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:34.767432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:34.767508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:34.830754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:34.831431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:34.831504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:34.831535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:34.948935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:34.949079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:34.949116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:34.949143] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:34.952327] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=89.06%)
[2025-11-28T20:20:34.952594] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-11-28T20:20:34.952708] [INFO ] [sig       ] FA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:35.088180] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FA.txt
[2025-11-28T20:20:35.088300] [INFO ] [sig       ] [1168/3606] Completed FA in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-28T20:20:35.088337] [INFO ] [sig       ] [1169/3606] Forecasting FAF...
[2025-11-28T20:20:35.088364] [INFO ] [sig       ] Generating forecast for: FAF
[2025-11-28T20:20:35.088393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-11-28T20:20:35.099454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-11-28T20:20:35.099749] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-11-28T20:20:35.100478] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-11-28T20:20:35.100527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:35.100563] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:35.100619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:35.100689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:35.154918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:35.155507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:35.155596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:35.155629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:35.268093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:35.268226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:35.268262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:35.268289] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:35.271445] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-11-28T20:20:35.271747] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-11-28T20:20:35.271860] [INFO ] [sig       ] FAF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:35.411837] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FAF.txt
[2025-11-28T20:20:35.411963] [INFO ] [sig       ] [1169/3606] Completed FAF in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-28T20:20:35.412000] [INFO ] [sig       ] [1170/3606] Forecasting FALN...
[2025-11-28T20:20:35.412029] [INFO ] [sig       ] Generating forecast for: FALN
[2025-11-28T20:20:35.412058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-11-28T20:20:35.424153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-11-28T20:20:35.424428] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-11-28T20:20:35.425161] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-11-28T20:20:35.425209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:35.425262] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:35.425289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:35.425344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:35.480463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:35.481075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:35.481148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:35.481179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:35.601372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:35.601501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:35.601538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:35.601565] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:35.604745] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-11-28T20:20:35.605001] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-11-28T20:20:35.605114] [INFO ] [sig       ] FALN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:35.739851] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FALN.txt
[2025-11-28T20:20:35.739968] [INFO ] [sig       ] [1170/3606] Completed FALN in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-28T20:20:35.740004] [INFO ] [sig       ] [1171/3606] Forecasting FANG...
[2025-11-28T20:20:35.740033] [INFO ] [sig       ] Generating forecast for: FANG
[2025-11-28T20:20:35.740061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-11-28T20:20:35.753409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-11-28T20:20:35.753698] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-11-28T20:20:35.754407] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-11-28T20:20:35.754455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:35.754485] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:35.754511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:35.754565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:35.809534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:35.810106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:35.810177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:35.810207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:35.929786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:35.929923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:35.929960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:35.929988] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:35.933156] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=36.97%)
[2025-11-28T20:20:35.933409] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-11-28T20:20:35.933520] [INFO ] [sig       ] FANG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:36.068420] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FANG.txt
[2025-11-28T20:20:36.068535] [INFO ] [sig       ] [1171/3606] Completed FANG in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-28T20:20:36.068588] [INFO ] [sig       ] [1172/3606] Forecasting FARM...
[2025-11-28T20:20:36.068635] [INFO ] [sig       ] Generating forecast for: FARM
[2025-11-28T20:20:36.068672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-11-28T20:20:36.081195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-11-28T20:20:36.081451] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-11-28T20:20:36.082191] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-11-28T20:20:36.082240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:36.082270] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:36.082295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:36.082350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:36.137230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:36.137815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:36.137886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:36.137917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:36.255383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:36.255503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:36.255538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:36.255565] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:36.258744] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-11-28T20:20:36.259009] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-11-28T20:20:36.259124] [INFO ] [sig       ] FARM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:36.397457] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FARM.txt
[2025-11-28T20:20:36.397604] [INFO ] [sig       ] [1172/3606] Completed FARM in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-28T20:20:36.397645] [INFO ] [sig       ] [1173/3606] Forecasting FATBP...
[2025-11-28T20:20:36.397676] [INFO ] [sig       ] Generating forecast for: FATBP
[2025-11-28T20:20:36.397708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FATBP' from 'https://tdm.silogroup.org/data/derivative_storage/FATBP.csv'.
[2025-11-28T20:20:36.408461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FATBP'.
[2025-11-28T20:20:36.408778] [INFO ] [FORECASTER] Starting predict_future for FATBP
[2025-11-28T20:20:36.409488] [DEBUG] [LOCAL     ] No optimal features file found for FATBP: ./output/feature-sets/FATBP.txt
[2025-11-28T20:20:36.409535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:36.409565] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:36.409612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:36.409670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:36.464650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:36.465207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:36.465280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:36.465311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:36.574041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:36.574139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:36.574176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:36.574230] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:36.577552] [DEBUG] [FORECASTER] FATBP: Forecast T+1@11:T+2@11: DOWN (p=16.96%)
[2025-11-28T20:20:36.577826] [INFO ] [FORECASTER] Completed predict_future for FATBP
[2025-11-28T20:20:36.577940] [INFO ] [sig       ] FATBP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:36.712926] [INFO ] [LOCAL     ] Saved forecast: FATBP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FATBP.txt
[2025-11-28T20:20:36.713043] [INFO ] [sig       ] [1173/3606] Completed FATBP in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-28T20:20:36.713079] [INFO ] [sig       ] [1174/3606] Forecasting FBIN...
[2025-11-28T20:20:36.713108] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-11-28T20:20:36.713138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-11-28T20:20:36.724033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-11-28T20:20:36.724281] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-11-28T20:20:36.725000] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-11-28T20:20:36.725049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:36.725080] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:36.725105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:36.725158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:36.779590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:36.780176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:36.780248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:36.780278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:36.900839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:36.900964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:36.900999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:36.901027] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:36.904150] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-11-28T20:20:36.904404] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-11-28T20:20:36.904517] [INFO ] [sig       ] FBIN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:37.042189] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FBIN.txt
[2025-11-28T20:20:37.042315] [INFO ] [sig       ] [1174/3606] Completed FBIN in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-28T20:20:37.042354] [INFO ] [sig       ] [1175/3606] Forecasting FBIO...
[2025-11-28T20:20:37.042382] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-11-28T20:20:37.042411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-11-28T20:20:37.053662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-11-28T20:20:37.053913] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-11-28T20:20:37.054646] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-11-28T20:20:37.054694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:37.054723] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:37.054749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:37.054803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:37.109471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:37.110037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:37.110108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:37.110139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:37.228281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:37.228398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:37.228433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:37.228478] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:37.232154] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: UP (p=66.65%)
[2025-11-28T20:20:37.232408] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-11-28T20:20:37.232522] [INFO ] [sig       ] FBIO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:37.369901] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FBIO.txt
[2025-11-28T20:20:37.370011] [INFO ] [sig       ] [1175/3606] Completed FBIO in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-28T20:20:37.370048] [INFO ] [sig       ] [1176/3606] Forecasting FBIZ...
[2025-11-28T20:20:37.370075] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-11-28T20:20:37.370104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-11-28T20:20:37.380451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-11-28T20:20:37.380718] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-11-28T20:20:37.381426] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-11-28T20:20:37.381473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:37.381503] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:37.381528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:37.381605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:37.436640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:37.437196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:37.437267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:37.437297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:37.554917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:37.555073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:37.555112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:37.555140] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:37.558543] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-11-28T20:20:37.558832] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-11-28T20:20:37.558954] [INFO ] [sig       ] FBIZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:37.701721] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FBIZ.txt
[2025-11-28T20:20:37.701880] [INFO ] [sig       ] [1176/3606] Completed FBIZ in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-28T20:20:37.701921] [INFO ] [sig       ] [1177/3606] Forecasting FBK...
[2025-11-28T20:20:37.701950] [INFO ] [sig       ] Generating forecast for: FBK
[2025-11-28T20:20:37.701980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-11-28T20:20:37.713268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-11-28T20:20:37.713550] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-11-28T20:20:37.714288] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-11-28T20:20:37.714336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:37.714366] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:37.714392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:37.714446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:37.768477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:37.769084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:37.769181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:37.769214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:37.885385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:37.885505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:37.885541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:37.885582] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:37.888752] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=0.05%)
[2025-11-28T20:20:37.889018] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-11-28T20:20:37.889135] [INFO ] [sig       ] FBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:38.025033] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FBK.txt
[2025-11-28T20:20:38.025148] [INFO ] [sig       ] [1177/3606] Completed FBK in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-28T20:20:38.025185] [INFO ] [sig       ] [1178/3606] Forecasting FBL...
[2025-11-28T20:20:38.025213] [INFO ] [sig       ] Generating forecast for: FBL
[2025-11-28T20:20:38.025242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-11-28T20:20:38.036272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-11-28T20:20:38.036524] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-11-28T20:20:38.037245] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-11-28T20:20:38.037292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:38.037322] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:38.037347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:38.037401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:38.091943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:38.092537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:38.092627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:38.092659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:38.211588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:38.211714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:38.211749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:38.211776] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:38.214874] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-11-28T20:20:38.215127] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-11-28T20:20:38.215239] [INFO ] [sig       ] FBL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:38.393585] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FBL.txt
[2025-11-28T20:20:38.393715] [INFO ] [sig       ] [1178/3606] Completed FBL in 0.4s | 2.98 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-28T20:20:38.393756] [INFO ] [sig       ] [1179/3606] Forecasting FBNC...
[2025-11-28T20:20:38.393784] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-11-28T20:20:38.393813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-11-28T20:20:38.406974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-11-28T20:20:38.407304] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-11-28T20:20:38.408086] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-11-28T20:20:38.408136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:38.408167] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:38.408206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:38.408263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:38.464944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:38.465828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:38.465917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:38.465953] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:38.585397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:38.585547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:38.585603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:38.585633] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:38.588882] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=11.38%)
[2025-11-28T20:20:38.589143] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-11-28T20:20:38.589262] [INFO ] [sig       ] FBNC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:38.728835] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FBNC.txt
[2025-11-28T20:20:38.728985] [INFO ] [sig       ] [1179/3606] Completed FBNC in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-28T20:20:38.729027] [INFO ] [sig       ] [1180/3606] Forecasting FBP...
[2025-11-28T20:20:38.729056] [INFO ] [sig       ] Generating forecast for: FBP
[2025-11-28T20:20:38.729084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-11-28T20:20:38.740498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-11-28T20:20:38.740803] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-11-28T20:20:38.741523] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-11-28T20:20:38.741586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:38.741619] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:38.741645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:38.741700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:38.797969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:38.798625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:38.798739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:38.798781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:38.917642] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:38.917780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:38.917817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:38.917847] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:38.921095] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=30.39%)
[2025-11-28T20:20:38.921349] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-11-28T20:20:38.921463] [INFO ] [sig       ] FBP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:39.058297] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FBP.txt
[2025-11-28T20:20:39.058421] [INFO ] [sig       ] [1180/3606] Completed FBP in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-28T20:20:39.058458] [INFO ] [sig       ] [1181/3606] Forecasting FC...
[2025-11-28T20:20:39.058487] [INFO ] [sig       ] Generating forecast for: FC
[2025-11-28T20:20:39.058517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-11-28T20:20:39.069361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-11-28T20:20:39.069654] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-11-28T20:20:39.070408] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-11-28T20:20:39.070463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:39.070502] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:39.070533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:39.070609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:39.125138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:39.125726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:39.125799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:39.125832] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:39.248415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:39.248532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:39.248586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:39.248617] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:39.251835] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=39.00%)
[2025-11-28T20:20:39.252093] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-11-28T20:20:39.252209] [INFO ] [sig       ] FC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:39.390648] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FC.txt
[2025-11-28T20:20:39.390785] [INFO ] [sig       ] [1181/3606] Completed FC in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-28T20:20:39.390824] [INFO ] [sig       ] [1182/3606] Forecasting FCAL...
[2025-11-28T20:20:39.390853] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-11-28T20:20:39.390883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-11-28T20:20:39.402063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-11-28T20:20:39.402363] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-11-28T20:20:39.403095] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-11-28T20:20:39.403144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:39.403173] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:39.403197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:39.403251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:39.457758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:39.458396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:39.458487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:39.458519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:39.568984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:39.569096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:39.569140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:39.569168] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:39.572598] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=70.11%)
[2025-11-28T20:20:39.572882] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-11-28T20:20:39.573022] [INFO ] [sig       ] FCAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:39.707460] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FCAL.txt
[2025-11-28T20:20:39.707613] [INFO ] [sig       ] [1182/3606] Completed FCAL in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-28T20:20:39.707653] [INFO ] [sig       ] [1183/3606] Forecasting FCBC...
[2025-11-28T20:20:39.707682] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-11-28T20:20:39.707719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-11-28T20:20:39.718516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-11-28T20:20:39.718857] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-11-28T20:20:39.719612] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-11-28T20:20:39.719661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:39.719693] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:39.719719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:39.719774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:39.773809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:39.774477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:39.774552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:39.774601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:39.896345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:39.896487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:39.896524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:39.896551] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:39.899890] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: UP (p=55.59%)
[2025-11-28T20:20:39.900155] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-11-28T20:20:39.900273] [INFO ] [sig       ] FCBC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:40.034284] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FCBC.txt
[2025-11-28T20:20:40.034438] [INFO ] [sig       ] [1183/3606] Completed FCBC in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-28T20:20:40.034477] [INFO ] [sig       ] [1184/3606] Forecasting FCCO...
[2025-11-28T20:20:40.034507] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-11-28T20:20:40.034536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-11-28T20:20:40.045432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-11-28T20:20:40.045795] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-11-28T20:20:40.046514] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-11-28T20:20:40.046563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:40.046613] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:40.046640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:40.046694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:40.100535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:40.101238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:40.101314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:40.101346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:40.223638] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:40.223803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:40.223847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:40.223876] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:40.227098] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-11-28T20:20:40.227353] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-11-28T20:20:40.227479] [INFO ] [sig       ] FCCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:40.363712] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FCCO.txt
[2025-11-28T20:20:40.363842] [INFO ] [sig       ] [1184/3606] Completed FCCO in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-28T20:20:40.363879] [INFO ] [sig       ] [1185/3606] Forecasting FCEL...
[2025-11-28T20:20:40.363908] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-11-28T20:20:40.363938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-11-28T20:20:40.375082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-11-28T20:20:40.375357] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-11-28T20:20:40.376173] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-11-28T20:20:40.376224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:40.376255] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:40.376281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:40.376336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:40.431744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:40.432292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:40.432363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:40.432393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:40.547290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:40.547416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:40.547452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:40.547479] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:40.550664] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=6.75%)
[2025-11-28T20:20:40.550922] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-11-28T20:20:40.551035] [INFO ] [sig       ] FCEL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:40.688604] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FCEL.txt
[2025-11-28T20:20:40.688722] [INFO ] [sig       ] [1185/3606] Completed FCEL in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-28T20:20:40.688766] [INFO ] [sig       ] [1186/3606] Forecasting FCF...
[2025-11-28T20:20:40.688800] [INFO ] [sig       ] Generating forecast for: FCF
[2025-11-28T20:20:40.688835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-11-28T20:20:40.699823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-11-28T20:20:40.700091] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-11-28T20:20:40.700834] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-11-28T20:20:40.700885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:40.700915] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:40.700941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:40.700995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:40.756562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:40.757165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:40.757236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:40.757267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:40.877283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:40.877382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:40.877417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:40.877445] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:40.880516] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-11-28T20:20:40.880784] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-11-28T20:20:40.880898] [INFO ] [sig       ] FCF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:41.014950] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FCF.txt
[2025-11-28T20:20:41.015063] [INFO ] [sig       ] [1186/3606] Completed FCF in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-28T20:20:41.015100] [INFO ] [sig       ] [1187/3606] Forecasting FCFS...
[2025-11-28T20:20:41.015127] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-11-28T20:20:41.015156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-11-28T20:20:41.025801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-11-28T20:20:41.026061] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-11-28T20:20:41.026790] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-11-28T20:20:41.026838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:41.026907] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:41.026934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:41.026989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:41.081070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:41.081638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:41.081710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:41.081740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:41.198930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:41.199052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:41.199087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:41.199113] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:41.202280] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-11-28T20:20:41.202535] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-11-28T20:20:41.202667] [INFO ] [sig       ] FCFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:41.337447] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FCFS.txt
[2025-11-28T20:20:41.337554] [INFO ] [sig       ] [1187/3606] Completed FCFS in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-28T20:20:41.337608] [INFO ] [sig       ] [1188/3606] Forecasting FCN...
[2025-11-28T20:20:41.337638] [INFO ] [sig       ] Generating forecast for: FCN
[2025-11-28T20:20:41.337666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-11-28T20:20:41.348550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-11-28T20:20:41.348821] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-11-28T20:20:41.349525] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-11-28T20:20:41.349594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:41.349626] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:41.349652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:41.349706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:41.404798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:41.405352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:41.405424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:41.405456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:41.522699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:41.522815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:41.522850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:41.522877] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:41.525942] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-11-28T20:20:41.526194] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-11-28T20:20:41.526309] [INFO ] [sig       ] FCN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:41.662639] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FCN.txt
[2025-11-28T20:20:41.662743] [INFO ] [sig       ] [1188/3606] Completed FCN in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-28T20:20:41.662780] [INFO ] [sig       ] [1189/3606] Forecasting FCNCA...
[2025-11-28T20:20:41.662807] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-11-28T20:20:41.662836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-11-28T20:20:41.674143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-11-28T20:20:41.674396] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-11-28T20:20:41.675123] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-11-28T20:20:41.675170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:41.675200] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:41.675226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:41.675280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:41.730217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:41.730817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:41.730891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:41.730922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:41.849660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:41.849772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:41.849811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:41.849842] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:41.853027] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-11-28T20:20:41.853279] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-11-28T20:20:41.853395] [INFO ] [sig       ] FCNCA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:41.989283] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FCNCA.txt
[2025-11-28T20:20:41.989399] [INFO ] [sig       ] [1189/3606] Completed FCNCA in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-28T20:20:41.989436] [INFO ] [sig       ] [1190/3606] Forecasting FCNCO...
[2025-11-28T20:20:41.989463] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-11-28T20:20:41.989494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-11-28T20:20:42.000095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-11-28T20:20:42.000387] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-11-28T20:20:42.001126] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-11-28T20:20:42.001173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:42.001203] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:42.001228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:42.001294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:42.057014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:42.057566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:42.057655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:42.057685] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:42.154255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:42.154351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:42.154384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:42.154436] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:42.157478] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=39.35%)
[2025-11-28T20:20:42.157750] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-11-28T20:20:42.157868] [INFO ] [sig       ] FCNCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:42.292420] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FCNCO.txt
[2025-11-28T20:20:42.292534] [INFO ] [sig       ] [1190/3606] Completed FCNCO in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-28T20:20:42.292588] [INFO ] [sig       ] [1191/3606] Forecasting FCNCP...
[2025-11-28T20:20:42.292621] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-11-28T20:20:42.292651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-11-28T20:20:42.303665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-11-28T20:20:42.303964] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-11-28T20:20:42.304786] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-11-28T20:20:42.304835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:42.304866] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:42.304893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:42.304947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:42.359470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:42.360052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:42.360123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:42.360154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:42.459073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:42.459179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:42.459213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:42.459240] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:42.462292] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-11-28T20:20:42.462543] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-11-28T20:20:42.462672] [INFO ] [sig       ] FCNCP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:42.606249] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FCNCP.txt
[2025-11-28T20:20:42.606370] [INFO ] [sig       ] [1191/3606] Completed FCNCP in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-28T20:20:42.606409] [INFO ] [sig       ] [1192/3606] Forecasting FCTE...
[2025-11-28T20:20:42.606437] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-11-28T20:20:42.606466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-11-28T20:20:42.617180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-11-28T20:20:42.617444] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-11-28T20:20:42.618235] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-11-28T20:20:42.618294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:42.618325] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:42.618351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:42.618405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:42.674089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:42.674682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:42.674759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:42.674796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:42.794621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:42.794738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:42.794773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:42.794802] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:42.797899] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=77.78%)
[2025-11-28T20:20:42.798175] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-11-28T20:20:42.798289] [INFO ] [sig       ] FCTE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:42.934848] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FCTE.txt
[2025-11-28T20:20:42.934954] [INFO ] [sig       ] [1192/3606] Completed FCTE in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-28T20:20:42.934990] [INFO ] [sig       ] [1193/3606] Forecasting FCX...
[2025-11-28T20:20:42.935018] [INFO ] [sig       ] Generating forecast for: FCX
[2025-11-28T20:20:42.935047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-11-28T20:20:42.945946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-11-28T20:20:42.946206] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-11-28T20:20:42.946935] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-11-28T20:20:42.946983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:42.947013] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:42.947038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:42.947093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:43.001825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:43.002384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:43.002457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:43.002488] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:43.128805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:43.128931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:43.128967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:43.128994] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:43.132160] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-11-28T20:20:43.132414] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-11-28T20:20:43.132528] [INFO ] [sig       ] FCX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:43.268220] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FCX.txt
[2025-11-28T20:20:43.268328] [INFO ] [sig       ] [1193/3606] Completed FCX in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-28T20:20:43.268365] [INFO ] [sig       ] [1194/3606] Forecasting FDBC...
[2025-11-28T20:20:43.268394] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-11-28T20:20:43.268422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-11-28T20:20:43.277831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-11-28T20:20:43.278116] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-11-28T20:20:43.278907] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-11-28T20:20:43.278957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:43.278988] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:43.279013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:43.279067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:43.334995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:43.335602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:43.335675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:43.335707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:43.424498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:43.424613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:43.424648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:43.424675] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:43.427666] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-11-28T20:20:43.427919] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-11-28T20:20:43.428032] [INFO ] [sig       ] FDBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:43.563922] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FDBC.txt
[2025-11-28T20:20:43.564034] [INFO ] [sig       ] [1194/3606] Completed FDBC in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-28T20:20:43.564071] [INFO ] [sig       ] [1195/3606] Forecasting FDIF...
[2025-11-28T20:20:43.564099] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-11-28T20:20:43.564129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-11-28T20:20:43.575064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-11-28T20:20:43.575360] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-11-28T20:20:43.576091] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-11-28T20:20:43.576140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:43.576170] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:43.576195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:43.576250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:43.631689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:43.632262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:43.632334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:43.632364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:43.737175] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:43.737327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:43.737377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:43.737406] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:43.740652] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=55.86%)
[2025-11-28T20:20:43.740903] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-11-28T20:20:43.741016] [INFO ] [sig       ] FDIF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:43.880990] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FDIF.txt
[2025-11-28T20:20:43.881105] [INFO ] [sig       ] [1195/3606] Completed FDIF in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-28T20:20:43.881143] [INFO ] [sig       ] [1196/3606] Forecasting FDIG...
[2025-11-28T20:20:43.881171] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-11-28T20:20:43.881199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-11-28T20:20:43.892526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-11-28T20:20:43.892815] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-11-28T20:20:43.893564] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-11-28T20:20:43.893632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:43.893663] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:43.893690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:43.893746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:43.950165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:43.950751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:43.950823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:43.950853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:44.082276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:44.082430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:44.082468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:44.082496] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:44.085765] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: DOWN (p=27.44%)
[2025-11-28T20:20:44.086060] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-11-28T20:20:44.086176] [INFO ] [sig       ] FDIG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:44.228497] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FDIG.txt
[2025-11-28T20:20:44.228676] [INFO ] [sig       ] [1196/3606] Completed FDIG in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-28T20:20:44.228719] [INFO ] [sig       ] [1197/3606] Forecasting FDP...
[2025-11-28T20:20:44.228749] [INFO ] [sig       ] Generating forecast for: FDP
[2025-11-28T20:20:44.228782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-11-28T20:20:44.240179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-11-28T20:20:44.240568] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-11-28T20:20:44.241396] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-11-28T20:20:44.241448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:44.241480] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:44.241508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:44.241566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:44.301392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:44.302209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:44.302322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:44.302357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:44.426361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:44.426488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:44.426525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:44.426553] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:44.429850] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=40.72%)
[2025-11-28T20:20:44.430137] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-11-28T20:20:44.430253] [INFO ] [sig       ] FDP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:44.565236] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FDP.txt
[2025-11-28T20:20:44.565348] [INFO ] [sig       ] [1197/3606] Completed FDP in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-28T20:20:44.565385] [INFO ] [sig       ] [1198/3606] Forecasting FDS...
[2025-11-28T20:20:44.565414] [INFO ] [sig       ] Generating forecast for: FDS
[2025-11-28T20:20:44.565443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-11-28T20:20:44.576739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-11-28T20:20:44.577012] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-11-28T20:20:44.577745] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-11-28T20:20:44.577793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:44.577826] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:44.577854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:44.577909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:44.633638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:44.634216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:44.634289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:44.634321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:44.750720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:44.750841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:44.750882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:44.750915] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:44.754043] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=46.80%)
[2025-11-28T20:20:44.754296] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-11-28T20:20:44.754408] [INFO ] [sig       ] FDS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:44.890431] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FDS.txt
[2025-11-28T20:20:44.890591] [INFO ] [sig       ] [1198/3606] Completed FDS in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-28T20:20:44.890633] [INFO ] [sig       ] [1199/3606] Forecasting FDTX...
[2025-11-28T20:20:44.890661] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-11-28T20:20:44.890690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-11-28T20:20:44.902079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-11-28T20:20:44.902432] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-11-28T20:20:44.903196] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-11-28T20:20:44.903245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:44.903276] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:44.903301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:44.903356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:44.959807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:44.960646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:44.960724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:44.960755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:45.076748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:45.076902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:45.076938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:45.076966] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:45.080212] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=61.74%)
[2025-11-28T20:20:45.080468] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-11-28T20:20:45.080602] [INFO ] [sig       ] FDTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:45.221780] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FDTX.txt
[2025-11-28T20:20:45.221907] [INFO ] [sig       ] [1199/3606] Completed FDTX in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-28T20:20:45.221944] [INFO ] [sig       ] [1200/3606] Forecasting FDUS...
[2025-11-28T20:20:45.221972] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-11-28T20:20:45.222001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-11-28T20:20:45.233701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-11-28T20:20:45.233998] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-11-28T20:20:45.234755] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-11-28T20:20:45.234805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:45.234837] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:45.234864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:45.234925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:45.290452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:45.291127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:45.291200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:45.291231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:45.411783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:45.411934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:45.411977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:45.412006] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:45.415331] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-11-28T20:20:45.415618] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-11-28T20:20:45.415738] [INFO ] [sig       ] FDUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:45.552325] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FDUS.txt
[2025-11-28T20:20:45.552468] [INFO ] [sig       ] [1200/3606] Completed FDUS in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-28T20:20:45.552507] [INFO ] [sig       ] [1201/3606] Forecasting FDX...
[2025-11-28T20:20:45.552535] [INFO ] [sig       ] Generating forecast for: FDX
[2025-11-28T20:20:45.552564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-11-28T20:20:45.563061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-11-28T20:20:45.563341] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-11-28T20:20:45.564078] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-11-28T20:20:45.564126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:45.564157] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:45.564182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:45.564236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:45.619223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:45.619977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:45.620053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:45.620084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:45.750631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:45.750778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:45.750815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:45.750842] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:45.754177] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-11-28T20:20:45.754439] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-11-28T20:20:45.754558] [INFO ] [sig       ] FDX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:45.892773] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FDX.txt
[2025-11-28T20:20:45.892918] [INFO ] [sig       ] [1201/3606] Completed FDX in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-28T20:20:45.892957] [INFO ] [sig       ] [1202/3606] Forecasting FE...
[2025-11-28T20:20:45.892986] [INFO ] [sig       ] Generating forecast for: FE
[2025-11-28T20:20:45.893016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-11-28T20:20:45.903710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-11-28T20:20:45.904032] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-11-28T20:20:45.904793] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-11-28T20:20:45.904854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:45.904886] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:45.904914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:45.904969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:45.961703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:45.962444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:45.962522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:45.962555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:46.080613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:46.080747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:46.080786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:46.080814] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:46.084066] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-11-28T20:20:46.084328] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-11-28T20:20:46.084444] [INFO ] [sig       ] FE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:46.220496] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FE.txt
[2025-11-28T20:20:46.220653] [INFO ] [sig       ] [1202/3606] Completed FE in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-28T20:20:46.220694] [INFO ] [sig       ] [1203/3606] Forecasting FEIM...
[2025-11-28T20:20:46.220723] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-11-28T20:20:46.220752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-11-28T20:20:46.231724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-11-28T20:20:46.231990] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-11-28T20:20:46.232749] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-11-28T20:20:46.232799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:46.232842] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:46.232870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:46.232926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:46.290112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:46.290890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:46.290971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:46.291003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:46.410843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:46.410991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:46.411032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:46.411060] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:46.414500] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-11-28T20:20:46.414811] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-11-28T20:20:46.414940] [INFO ] [sig       ] FEIM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:46.555924] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FEIM.txt
[2025-11-28T20:20:46.556046] [INFO ] [sig       ] [1203/3606] Completed FEIM in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-28T20:20:46.556084] [INFO ] [sig       ] [1204/3606] Forecasting FELE...
[2025-11-28T20:20:46.556113] [INFO ] [sig       ] Generating forecast for: FELE
[2025-11-28T20:20:46.556142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-11-28T20:20:46.566807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-11-28T20:20:46.567096] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-11-28T20:20:46.567821] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-11-28T20:20:46.567869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:46.567921] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:46.567949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:46.568004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:46.624144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:46.624799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:46.624876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:46.624908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:46.743010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:46.743165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:46.743208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:46.743238] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:46.746477] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=31.35%)
[2025-11-28T20:20:46.746765] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-11-28T20:20:46.746892] [INFO ] [sig       ] FELE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:46.887663] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FELE.txt
[2025-11-28T20:20:46.887787] [INFO ] [sig       ] [1204/3606] Completed FELE in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-28T20:20:46.887825] [INFO ] [sig       ] [1205/3606] Forecasting FEM...
[2025-11-28T20:20:46.887853] [INFO ] [sig       ] Generating forecast for: FEM
[2025-11-28T20:20:46.887883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-11-28T20:20:46.898794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-11-28T20:20:46.899079] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-11-28T20:20:46.899814] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-11-28T20:20:46.899862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:46.899893] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:46.899918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:46.899972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:46.956546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:46.957405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:46.957485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:46.957518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:47.076087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:47.076229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:47.076267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:47.076296] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:47.079698] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-11-28T20:20:47.079995] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-11-28T20:20:47.080122] [INFO ] [sig       ] FEM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:47.221000] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FEM.txt
[2025-11-28T20:20:47.221195] [INFO ] [sig       ] [1205/3606] Completed FEM in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-28T20:20:47.221244] [INFO ] [sig       ] [1206/3606] Forecasting FEMB...
[2025-11-28T20:20:47.221274] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-11-28T20:20:47.221306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-11-28T20:20:47.234851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-11-28T20:20:47.235255] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-11-28T20:20:47.236198] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-11-28T20:20:47.236262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:47.236313] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:47.236358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:47.236440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:47.302850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:47.303639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:47.303717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:47.303751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:47.425743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:47.425842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:47.425879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:47.425907] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:47.429184] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=26.54%)
[2025-11-28T20:20:47.429470] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-11-28T20:20:47.429629] [INFO ] [sig       ] FEMB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:47.568315] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FEMB.txt
[2025-11-28T20:20:47.568442] [INFO ] [sig       ] [1206/3606] Completed FEMB in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-28T20:20:47.568488] [INFO ] [sig       ] [1207/3606] Forecasting FEMS...
[2025-11-28T20:20:47.568516] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-11-28T20:20:47.568546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-11-28T20:20:47.579599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-11-28T20:20:47.579935] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-11-28T20:20:47.580725] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-11-28T20:20:47.580774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:47.580804] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:47.580830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:47.580885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:47.636804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:47.637560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:47.637659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:47.637691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:47.758291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:47.758434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:47.758474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:47.758531] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:47.762890] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=61.32%)
[2025-11-28T20:20:47.763159] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-11-28T20:20:47.763281] [INFO ] [sig       ] FEMS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:47.899191] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FEMS.txt
[2025-11-28T20:20:47.899319] [INFO ] [sig       ] [1207/3606] Completed FEMS in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-28T20:20:47.899357] [INFO ] [sig       ] [1208/3606] Forecasting FENC...
[2025-11-28T20:20:47.899385] [INFO ] [sig       ] Generating forecast for: FENC
[2025-11-28T20:20:47.899413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FENC' from 'https://tdm.silogroup.org/data/derivative_storage/FENC.csv'.
[2025-11-28T20:20:47.910781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FENC'.
[2025-11-28T20:20:47.911114] [INFO ] [FORECASTER] Starting predict_future for FENC
[2025-11-28T20:20:47.911908] [DEBUG] [LOCAL     ] No optimal features file found for FENC: ./output/feature-sets/FENC.txt
[2025-11-28T20:20:47.911959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:47.911990] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:47.912017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:47.912073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:47.966672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:47.967470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:47.967549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:47.967616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:48.082900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:48.083035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:48.083072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:48.083100] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:48.086296] [DEBUG] [FORECASTER] FENC: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-11-28T20:20:48.086551] [INFO ] [FORECASTER] Completed predict_future for FENC
[2025-11-28T20:20:48.086701] [INFO ] [sig       ] FENC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:48.221197] [INFO ] [LOCAL     ] Saved forecast: FENC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FENC.txt
[2025-11-28T20:20:48.221320] [INFO ] [sig       ] [1208/3606] Completed FENC in 0.3s | 2.99 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-28T20:20:48.221355] [INFO ] [sig       ] [1209/3606] Forecasting FEP...
[2025-11-28T20:20:48.221385] [INFO ] [sig       ] Generating forecast for: FEP
[2025-11-28T20:20:48.221413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-11-28T20:20:48.233067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-11-28T20:20:48.233403] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-11-28T20:20:48.234244] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-11-28T20:20:48.234293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:48.234324] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:48.234350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:48.234406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:48.290804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:48.291493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:48.291568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:48.291620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:48.407290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:48.407429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:48.407466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:48.407496] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:48.410808] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-11-28T20:20:48.411099] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-11-28T20:20:48.411219] [INFO ] [sig       ] FEP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:48.555479] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FEP.txt
[2025-11-28T20:20:48.555616] [INFO ] [sig       ] [1209/3606] Completed FEP in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-28T20:20:48.555656] [INFO ] [sig       ] [1210/3606] Forecasting FEPI...
[2025-11-28T20:20:48.555685] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-11-28T20:20:48.555715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-11-28T20:20:48.566865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-11-28T20:20:48.567153] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-11-28T20:20:48.567951] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-11-28T20:20:48.568001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:48.568031] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:48.568085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:48.568143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:48.627161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:48.627897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:48.627977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:48.628008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:48.746073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:48.746217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:48.746254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:48.746299] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:48.749619] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=68.56%)
[2025-11-28T20:20:48.749872] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-11-28T20:20:48.750005] [INFO ] [sig       ] FEPI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:48.887788] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FEPI.txt
[2025-11-28T20:20:48.887935] [INFO ] [sig       ] [1210/3606] Completed FEPI in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-28T20:20:48.887982] [INFO ] [sig       ] [1211/3606] Forecasting FERG...
[2025-11-28T20:20:48.888017] [INFO ] [sig       ] Generating forecast for: FERG
[2025-11-28T20:20:48.888076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-11-28T20:20:48.899124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-11-28T20:20:48.899381] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-11-28T20:20:48.900116] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-11-28T20:20:48.900163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:48.900193] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:48.900218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:48.900273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:48.957418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:48.958271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:48.958349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:48.958379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:49.079988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:49.080127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:49.080164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:49.080191] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:49.083366] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=65.54%)
[2025-11-28T20:20:49.083646] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-11-28T20:20:49.083761] [INFO ] [sig       ] FERG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:49.220024] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FERG.txt
[2025-11-28T20:20:49.220134] [INFO ] [sig       ] [1211/3606] Completed FERG in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-28T20:20:49.220171] [INFO ] [sig       ] [1212/3606] Forecasting FEX...
[2025-11-28T20:20:49.220199] [INFO ] [sig       ] Generating forecast for: FEX
[2025-11-28T20:20:49.220228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-11-28T20:20:49.231344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-11-28T20:20:49.231611] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-11-28T20:20:49.232306] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-11-28T20:20:49.232354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:49.232384] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:49.232409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:49.232463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:49.287539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:49.288155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:49.288239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:49.288270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:49.398673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:49.398795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:49.398831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:49.398858] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:49.401949] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: UP (p=59.20%)
[2025-11-28T20:20:49.402203] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-11-28T20:20:49.402313] [INFO ] [sig       ] FEX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:49.540812] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FEX.txt
[2025-11-28T20:20:49.540928] [INFO ] [sig       ] [1212/3606] Completed FEX in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-28T20:20:49.540965] [INFO ] [sig       ] [1213/3606] Forecasting FF...
[2025-11-28T20:20:49.540994] [INFO ] [sig       ] Generating forecast for: FF
[2025-11-28T20:20:49.541022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-11-28T20:20:49.551814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-11-28T20:20:49.552061] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-11-28T20:20:49.552779] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-11-28T20:20:49.552827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:49.552856] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:49.552882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:49.552937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:49.607957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:49.608558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:49.608647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:49.608678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:49.727411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:49.727532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:49.727584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:49.727614] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:49.730799] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=72.51%)
[2025-11-28T20:20:49.731054] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-11-28T20:20:49.731172] [INFO ] [sig       ] FF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:49.870067] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FF.txt
[2025-11-28T20:20:49.870183] [INFO ] [sig       ] [1213/3606] Completed FF in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-28T20:20:49.870222] [INFO ] [sig       ] [1214/3606] Forecasting FFA...
[2025-11-28T20:20:49.870250] [INFO ] [sig       ] Generating forecast for: FFA
[2025-11-28T20:20:49.870281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-11-28T20:20:49.881511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-11-28T20:20:49.881795] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-11-28T20:20:49.882520] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-11-28T20:20:49.882587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:49.882621] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:49.882661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:49.882719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:49.939615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:49.940202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:49.940275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:49.940331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:50.054785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:50.054913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:50.054950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:50.054978] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:50.058137] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-11-28T20:20:50.058391] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-11-28T20:20:50.058506] [INFO ] [sig       ] FFA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:50.193752] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FFA.txt
[2025-11-28T20:20:50.193860] [INFO ] [sig       ] [1214/3606] Completed FFA in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-28T20:20:50.193895] [INFO ] [sig       ] [1215/3606] Forecasting FFBC...
[2025-11-28T20:20:50.193925] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-11-28T20:20:50.193954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-11-28T20:20:50.206100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-11-28T20:20:50.206493] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-11-28T20:20:50.207284] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-11-28T20:20:50.207333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:50.207363] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:50.207388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:50.207442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:50.263972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:50.264842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:50.264933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:50.264963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:50.383919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:50.384087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:50.384128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:50.384157] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:50.387507] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-11-28T20:20:50.387807] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-11-28T20:20:50.387934] [INFO ] [sig       ] FFBC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:50.523989] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FFBC.txt
[2025-11-28T20:20:50.524130] [INFO ] [sig       ] [1215/3606] Completed FFBC in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:50.524168] [INFO ] [sig       ] [1216/3606] Forecasting FFC...
[2025-11-28T20:20:50.524195] [INFO ] [sig       ] Generating forecast for: FFC
[2025-11-28T20:20:50.524223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-11-28T20:20:50.536640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-11-28T20:20:50.537064] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-11-28T20:20:50.537894] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-11-28T20:20:50.537943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:50.537973] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:50.537998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:50.538080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:50.593418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:50.594268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:50.594350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:50.594381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:50.714466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:50.714630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:50.714671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:50.714700] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:50.718023] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-11-28T20:20:50.718308] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-11-28T20:20:50.718425] [INFO ] [sig       ] FFC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:50.854931] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FFC.txt
[2025-11-28T20:20:50.855081] [INFO ] [sig       ] [1216/3606] Completed FFC in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:50.855119] [INFO ] [sig       ] [1217/3606] Forecasting FFIC...
[2025-11-28T20:20:50.855148] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-11-28T20:20:50.855177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-11-28T20:20:50.868791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-11-28T20:20:50.869151] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-11-28T20:20:50.869916] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-11-28T20:20:50.869978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:50.870016] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:50.870051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:50.870119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:50.927925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:50.928774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:50.928855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:50.928888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:51.048409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:51.048565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:51.048621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:51.048653] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:51.052061] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: UP (p=84.54%)
[2025-11-28T20:20:51.052360] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-11-28T20:20:51.052485] [INFO ] [sig       ] FFIC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:51.189655] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FFIC.txt
[2025-11-28T20:20:51.189831] [INFO ] [sig       ] [1217/3606] Completed FFIC in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:51.189873] [INFO ] [sig       ] [1218/3606] Forecasting FFIN...
[2025-11-28T20:20:51.189905] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-11-28T20:20:51.189946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-11-28T20:20:51.201747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-11-28T20:20:51.202123] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-11-28T20:20:51.202906] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-11-28T20:20:51.202955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:51.202986] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:51.203011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:51.203070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:51.259444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:51.260257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:51.260333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:51.260364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:51.373428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:51.373589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:51.373629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:51.373658] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:51.376951] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=43.90%)
[2025-11-28T20:20:51.377215] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-11-28T20:20:51.377332] [INFO ] [sig       ] FFIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:51.513099] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FFIN.txt
[2025-11-28T20:20:51.513225] [INFO ] [sig       ] [1218/3606] Completed FFIN in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:51.513265] [INFO ] [sig       ] [1219/3606] Forecasting FFWM...
[2025-11-28T20:20:51.513294] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-11-28T20:20:51.513323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-11-28T20:20:51.524150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-11-28T20:20:51.524423] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-11-28T20:20:51.525181] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-11-28T20:20:51.525230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:51.525261] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:51.525286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:51.525342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:51.581893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:51.582492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:51.582567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:51.582616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:51.698203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:51.698322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:51.698359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:51.698386] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:51.701689] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=26.26%)
[2025-11-28T20:20:51.701953] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-11-28T20:20:51.702089] [INFO ] [sig       ] FFWM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:51.841553] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FFWM.txt
[2025-11-28T20:20:51.841710] [INFO ] [sig       ] [1219/3606] Completed FFWM in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:51.841750] [INFO ] [sig       ] [1220/3606] Forecasting FG...
[2025-11-28T20:20:51.841779] [INFO ] [sig       ] Generating forecast for: FG
[2025-11-28T20:20:51.841809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-11-28T20:20:51.852692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-11-28T20:20:51.852990] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-11-28T20:20:51.853787] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-11-28T20:20:51.853844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:51.853885] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:51.853922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:51.853984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:51.910111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:51.910736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:51.910810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:51.910840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:52.040646] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:52.040788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:52.040828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:52.040865] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:52.044182] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-11-28T20:20:52.044449] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-11-28T20:20:52.044567] [INFO ] [sig       ] FG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:52.193288] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FG.txt
[2025-11-28T20:20:52.193434] [INFO ] [sig       ] [1220/3606] Completed FG in 0.4s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:52.193473] [INFO ] [sig       ] [1221/3606] Forecasting FGEN...
[2025-11-28T20:20:52.193503] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-11-28T20:20:52.193532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-11-28T20:20:52.204520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-11-28T20:20:52.204861] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-11-28T20:20:52.205591] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-11-28T20:20:52.205640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:52.205692] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:52.205720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:52.205775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:52.260590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:52.261217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:52.261289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:52.261319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:52.378528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:52.378678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:52.378715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:52.378742] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:52.381946] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: UP (p=63.31%)
[2025-11-28T20:20:52.382198] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-11-28T20:20:52.382311] [INFO ] [sig       ] FGEN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:52.519530] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FGEN.txt
[2025-11-28T20:20:52.519683] [INFO ] [sig       ] [1221/3606] Completed FGEN in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:52.519723] [INFO ] [sig       ] [1222/3606] Forecasting FHB...
[2025-11-28T20:20:52.519752] [INFO ] [sig       ] Generating forecast for: FHB
[2025-11-28T20:20:52.519781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-11-28T20:20:52.530893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-11-28T20:20:52.531169] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-11-28T20:20:52.531928] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-11-28T20:20:52.531978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:52.532008] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:52.532034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:52.532088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:52.588662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:52.589286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:52.589359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:52.589390] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:52.708641] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:52.708781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:52.708819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:52.708847] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:52.712073] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-11-28T20:20:52.712327] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-11-28T20:20:52.712441] [INFO ] [sig       ] FHB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:52.852391] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FHB.txt
[2025-11-28T20:20:52.852531] [INFO ] [sig       ] [1222/3606] Completed FHB in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:52.852585] [INFO ] [sig       ] [1223/3606] Forecasting FHI...
[2025-11-28T20:20:52.852617] [INFO ] [sig       ] Generating forecast for: FHI
[2025-11-28T20:20:52.852646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-11-28T20:20:52.863779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-11-28T20:20:52.864110] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-11-28T20:20:52.864868] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-11-28T20:20:52.864917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:52.864948] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:52.864974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:52.865038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:52.927944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:52.928824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:52.928910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:52.928946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:53.051595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:53.051740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:53.051779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:53.051809] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:53.055100] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-11-28T20:20:53.055365] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-11-28T20:20:53.055480] [INFO ] [sig       ] FHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:53.191079] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FHI.txt
[2025-11-28T20:20:53.191218] [INFO ] [sig       ] [1223/3606] Completed FHI in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:53.191257] [INFO ] [sig       ] [1224/3606] Forecasting FHN...
[2025-11-28T20:20:53.191285] [INFO ] [sig       ] Generating forecast for: FHN
[2025-11-28T20:20:53.191315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-11-28T20:20:53.202407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-11-28T20:20:53.202728] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-11-28T20:20:53.203461] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-11-28T20:20:53.203509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:53.203539] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:53.203566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:53.203667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:53.258316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:53.258935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:53.259010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:53.259043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:53.378999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:53.379141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:53.379178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:53.379231] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:53.382536] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-11-28T20:20:53.382817] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-11-28T20:20:53.382938] [INFO ] [sig       ] FHN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:53.521207] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FHN.txt
[2025-11-28T20:20:53.521332] [INFO ] [sig       ] [1224/3606] Completed FHN in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:53.521370] [INFO ] [sig       ] [1225/3606] Forecasting FHTX...
[2025-11-28T20:20:53.521398] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-11-28T20:20:53.521428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-11-28T20:20:53.532291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-11-28T20:20:53.532585] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-11-28T20:20:53.533318] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-11-28T20:20:53.533366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:53.533396] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:53.533422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:53.533476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:53.588505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:53.589314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:53.589394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:53.589426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:53.710052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:53.710199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:53.710236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:53.710263] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:53.713519] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2025-11-28T20:20:53.713800] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-11-28T20:20:53.713918] [INFO ] [sig       ] FHTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:53.852515] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FHTX.txt
[2025-11-28T20:20:53.852662] [INFO ] [sig       ] [1225/3606] Completed FHTX in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:53.852701] [INFO ] [sig       ] [1226/3606] Forecasting FIBK...
[2025-11-28T20:20:53.852729] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-11-28T20:20:53.852757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-11-28T20:20:53.863730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-11-28T20:20:53.863997] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-11-28T20:20:53.864725] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-11-28T20:20:53.864773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:53.864802] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:53.864827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:53.864882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:53.921263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:53.922032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:53.922121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:53.922159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:54.044862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:54.045005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:54.045042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:54.045073] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:54.048399] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-11-28T20:20:54.048675] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-11-28T20:20:54.048790] [INFO ] [sig       ] FIBK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:54.190191] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FIBK.txt
[2025-11-28T20:20:54.190335] [INFO ] [sig       ] [1226/3606] Completed FIBK in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:54.190374] [INFO ] [sig       ] [1227/3606] Forecasting FICO...
[2025-11-28T20:20:54.190401] [INFO ] [sig       ] Generating forecast for: FICO
[2025-11-28T20:20:54.190431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-11-28T20:20:54.202784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-11-28T20:20:54.203074] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-11-28T20:20:54.203839] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-11-28T20:20:54.203899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:54.203930] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:54.203957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:54.204016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:54.262259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:54.263142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:54.263226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:54.263257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:54.386789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:54.386933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:54.386974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:54.387003] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:54.390304] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-11-28T20:20:54.390587] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-11-28T20:20:54.390707] [INFO ] [sig       ] FICO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:54.528780] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FICO.txt
[2025-11-28T20:20:54.528923] [INFO ] [sig       ] [1227/3606] Completed FICO in 0.3s | 2.99 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-28T20:20:54.528964] [INFO ] [sig       ] [1228/3606] Forecasting FICS...
[2025-11-28T20:20:54.528993] [INFO ] [sig       ] Generating forecast for: FICS
[2025-11-28T20:20:54.529022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-11-28T20:20:54.540050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-11-28T20:20:54.540389] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-11-28T20:20:54.541144] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-11-28T20:20:54.541194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:54.541225] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:54.541251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:54.541305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:54.597470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:54.598200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:54.598276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:54.598309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:54.724622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:54.724768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:54.724808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:54.724835] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:54.728190] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-11-28T20:20:54.728469] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-11-28T20:20:54.728608] [INFO ] [sig       ] FICS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:54.864961] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FICS.txt
[2025-11-28T20:20:54.865084] [INFO ] [sig       ] [1228/3606] Completed FICS in 0.3s | 2.99 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-28T20:20:54.865122] [INFO ] [sig       ] [1229/3606] Forecasting FID...
[2025-11-28T20:20:54.865151] [INFO ] [sig       ] Generating forecast for: FID
[2025-11-28T20:20:54.865180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-11-28T20:20:54.876115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-11-28T20:20:54.876429] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-11-28T20:20:54.877173] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-11-28T20:20:54.877223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:54.877253] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:54.877279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:54.877334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:54.933182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:54.933904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:54.933981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:54.934013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:55.054283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:55.054422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:55.054459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:55.054486] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:55.057703] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2025-11-28T20:20:55.057956] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-11-28T20:20:55.058093] [INFO ] [sig       ] FID: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:55.200990] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FID.txt
[2025-11-28T20:20:55.201156] [INFO ] [sig       ] [1229/3606] Completed FID in 0.3s | 2.99 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-28T20:20:55.201200] [INFO ] [sig       ] [1230/3606] Forecasting FIGS...
[2025-11-28T20:20:55.201234] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-11-28T20:20:55.201264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-11-28T20:20:55.212021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-11-28T20:20:55.212312] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-11-28T20:20:55.213081] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-11-28T20:20:55.213135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:55.213169] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:55.213194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:55.213248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:55.270890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:55.271558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:55.271648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:55.271679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:55.391325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:55.391465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:55.391502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:55.391529] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:55.394758] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=47.66%)
[2025-11-28T20:20:55.395012] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-11-28T20:20:55.395130] [INFO ] [sig       ] FIGS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:55.530863] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FIGS.txt
[2025-11-28T20:20:55.530979] [INFO ] [sig       ] [1230/3606] Completed FIGS in 0.3s | 2.99 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-28T20:20:55.531025] [INFO ] [sig       ] [1231/3606] Forecasting FIHL...
[2025-11-28T20:20:55.531053] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-11-28T20:20:55.531084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-11-28T20:20:55.542277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-11-28T20:20:55.542566] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-11-28T20:20:55.543308] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-11-28T20:20:55.543355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:55.543385] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:55.543411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:55.543465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:55.598306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:55.598947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:55.599045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:55.599086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:55.719096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:55.719250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:55.719289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:55.719319] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:55.722627] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-11-28T20:20:55.722883] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-11-28T20:20:55.722999] [INFO ] [sig       ] FIHL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:55.866102] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FIHL.txt
[2025-11-28T20:20:55.866247] [INFO ] [sig       ] [1231/3606] Completed FIHL in 0.3s | 2.99 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-28T20:20:55.866284] [INFO ] [sig       ] [1232/3606] Forecasting FINS...
[2025-11-28T20:20:55.866313] [INFO ] [sig       ] Generating forecast for: FINS
[2025-11-28T20:20:55.866342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-11-28T20:20:55.877210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-11-28T20:20:55.877482] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-11-28T20:20:55.878240] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-11-28T20:20:55.878289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:55.878318] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:55.878344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:55.878397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:55.933034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:55.933687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:55.933760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:55.933791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:56.051321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:56.051463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:56.051500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:56.051529] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:56.054760] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=77.85%)
[2025-11-28T20:20:56.055041] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-11-28T20:20:56.055160] [INFO ] [sig       ] FINS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:56.191037] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FINS.txt
[2025-11-28T20:20:56.191169] [INFO ] [sig       ] [1232/3606] Completed FINS in 0.3s | 2.99 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-28T20:20:56.191206] [INFO ] [sig       ] [1233/3606] Forecasting FINX...
[2025-11-28T20:20:56.191235] [INFO ] [sig       ] Generating forecast for: FINX
[2025-11-28T20:20:56.191263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-11-28T20:20:56.203476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-11-28T20:20:56.203798] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-11-28T20:20:56.204514] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-11-28T20:20:56.204563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:56.204612] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:56.204642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:56.204696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:56.259767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:56.260365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:56.260438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:56.260468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:56.378255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:56.378404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:56.378444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:56.378473] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:56.381836] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=43.23%)
[2025-11-28T20:20:56.382137] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-11-28T20:20:56.382266] [INFO ] [sig       ] FINX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:56.529392] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FINX.txt
[2025-11-28T20:20:56.529547] [INFO ] [sig       ] [1233/3606] Completed FINX in 0.3s | 2.99 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:20:56.529611] [INFO ] [sig       ] [1234/3606] Forecasting FIP...
[2025-11-28T20:20:56.529643] [INFO ] [sig       ] Generating forecast for: FIP
[2025-11-28T20:20:56.529675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-11-28T20:20:56.540399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-11-28T20:20:56.540663] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-11-28T20:20:56.541370] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-11-28T20:20:56.541417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:56.541448] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:56.541473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:56.541528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:56.596519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:56.597367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:56.597450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:56.597481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:56.716766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:56.716915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:56.716969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:56.716999] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:56.720195] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-11-28T20:20:56.720453] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-11-28T20:20:56.720570] [INFO ] [sig       ] FIP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:56.859906] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FIP.txt
[2025-11-28T20:20:56.860083] [INFO ] [sig       ] [1234/3606] Completed FIP in 0.3s | 2.99 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:20:56.860128] [INFO ] [sig       ] [1235/3606] Forecasting FIS...
[2025-11-28T20:20:56.860163] [INFO ] [sig       ] Generating forecast for: FIS
[2025-11-28T20:20:56.860200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-11-28T20:20:56.871427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-11-28T20:20:56.871794] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-11-28T20:20:56.872511] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-11-28T20:20:56.872559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:56.872609] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:56.872635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:56.872689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:56.930821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:56.931678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:56.931757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:56.931790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:57.059828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:57.059979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:57.060019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:57.060048] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:57.063558] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-11-28T20:20:57.063865] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-11-28T20:20:57.064024] [INFO ] [sig       ] FIS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:57.210314] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FIS.txt
[2025-11-28T20:20:57.210467] [INFO ] [sig       ] [1235/3606] Completed FIS in 0.4s | 2.99 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:20:57.210507] [INFO ] [sig       ] [1236/3606] Forecasting FISI...
[2025-11-28T20:20:57.210537] [INFO ] [sig       ] Generating forecast for: FISI
[2025-11-28T20:20:57.210586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-11-28T20:20:57.225715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-11-28T20:20:57.226174] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-11-28T20:20:57.227244] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-11-28T20:20:57.227310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:57.227354] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:57.227395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:57.227477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:57.289247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:57.290121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:57.290214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:57.290246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:57.414494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:57.414664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:57.414707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:57.414736] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:57.418491] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=55.93%)
[2025-11-28T20:20:57.418824] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-11-28T20:20:57.418954] [INFO ] [sig       ] FISI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:57.556994] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FISI.txt
[2025-11-28T20:20:57.557146] [INFO ] [sig       ] [1236/3606] Completed FISI in 0.3s | 2.99 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:20:57.557184] [INFO ] [sig       ] [1237/3606] Forecasting FITB...
[2025-11-28T20:20:57.557215] [INFO ] [sig       ] Generating forecast for: FITB
[2025-11-28T20:20:57.557244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-11-28T20:20:57.568890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-11-28T20:20:57.569245] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-11-28T20:20:57.569988] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-11-28T20:20:57.570037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:57.570067] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:57.570092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:57.570150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:57.625444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:57.626266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:57.626346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:57.626378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:57.747221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:57.747366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:57.747403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:57.747430] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:57.750705] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-11-28T20:20:57.750982] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-11-28T20:20:57.751102] [INFO ] [sig       ] FITB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:57.889777] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FITB.txt
[2025-11-28T20:20:57.889913] [INFO ] [sig       ] [1237/3606] Completed FITB in 0.3s | 2.99 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:20:57.889950] [INFO ] [sig       ] [1238/3606] Forecasting FITBI...
[2025-11-28T20:20:57.889979] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-11-28T20:20:57.890009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-11-28T20:20:57.901791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-11-28T20:20:57.902136] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-11-28T20:20:57.902935] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-11-28T20:20:57.902986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:57.903054] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:57.903083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:57.903141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:57.962339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:57.963285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:57.963371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:57.963405] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:58.091893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:58.092048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:58.092087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:58.092116] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:58.095478] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: DOWN (p=34.34%)
[2025-11-28T20:20:58.095769] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-11-28T20:20:58.095906] [INFO ] [sig       ] FITBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:58.246142] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FITBI.txt
[2025-11-28T20:20:58.246309] [INFO ] [sig       ] [1238/3606] Completed FITBI in 0.4s | 2.99 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:20:58.246508] [INFO ] [sig       ] [1239/3606] Forecasting FITBO...
[2025-11-28T20:20:58.246552] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-11-28T20:20:58.246606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-11-28T20:20:58.259465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-11-28T20:20:58.259852] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-11-28T20:20:58.260659] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-11-28T20:20:58.260711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:58.260743] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:58.260770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:58.260825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:58.320596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:58.321424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:58.321506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:58.321538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:58.448651] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:58.448801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:58.448841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:58.448869] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:58.452222] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=26.39%)
[2025-11-28T20:20:58.452485] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-11-28T20:20:58.452628] [INFO ] [sig       ] FITBO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:58.603767] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FITBO.txt
[2025-11-28T20:20:58.603910] [INFO ] [sig       ] [1239/3606] Completed FITBO in 0.4s | 2.99 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:20:58.603948] [INFO ] [sig       ] [1240/3606] Forecasting FITBP...
[2025-11-28T20:20:58.603977] [INFO ] [sig       ] Generating forecast for: FITBP
[2025-11-28T20:20:58.604006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBP' from 'https://tdm.silogroup.org/data/derivative_storage/FITBP.csv'.
[2025-11-28T20:20:58.615252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBP'.
[2025-11-28T20:20:58.615532] [INFO ] [FORECASTER] Starting predict_future for FITBP
[2025-11-28T20:20:58.616271] [DEBUG] [LOCAL     ] No optimal features file found for FITBP: ./output/feature-sets/FITBP.txt
[2025-11-28T20:20:58.616320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:58.616351] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:58.616377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:58.616432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:58.671920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:58.672623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:58.672699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:58.672730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:58.769648] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:58.769793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:58.769830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:58.769858] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:58.773459] [DEBUG] [FORECASTER] FITBP: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-11-28T20:20:58.773734] [INFO ] [FORECASTER] Completed predict_future for FITBP
[2025-11-28T20:20:58.773850] [INFO ] [sig       ] FITBP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:58.911702] [INFO ] [LOCAL     ] Saved forecast: FITBP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FITBP.txt
[2025-11-28T20:20:58.911844] [INFO ] [sig       ] [1240/3606] Completed FITBP in 0.3s | 2.99 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:20:58.911883] [INFO ] [sig       ] [1241/3606] Forecasting FIVE...
[2025-11-28T20:20:58.911911] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-11-28T20:20:58.911941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-11-28T20:20:58.923057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-11-28T20:20:58.923405] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-11-28T20:20:58.924152] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-11-28T20:20:58.924200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:58.924229] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:58.924254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:58.924309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:58.980305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:58.981208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:58.981296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:58.981329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:59.117783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:59.117940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:59.117979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:59.118064] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:59.121901] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=73.50%)
[2025-11-28T20:20:59.122236] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-11-28T20:20:59.122366] [INFO ] [sig       ] FIVE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:20:59.270536] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FIVE.txt
[2025-11-28T20:20:59.270712] [INFO ] [sig       ] [1241/3606] Completed FIVE in 0.4s | 2.99 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:20:59.270761] [INFO ] [sig       ] [1242/3606] Forecasting FIVN...
[2025-11-28T20:20:59.270791] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-11-28T20:20:59.270820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-11-28T20:20:59.282235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-11-28T20:20:59.282614] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-11-28T20:20:59.283422] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-11-28T20:20:59.283474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:59.283505] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:59.283531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:59.283611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:59.343208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:59.343996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:59.344077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:59.344110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:59.477966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:59.478138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:59.478186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:59.478220] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:59.482224] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=33.25%)
[2025-11-28T20:20:59.482547] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-11-28T20:20:59.482706] [INFO ] [sig       ] FIVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:59.634732] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FIVN.txt
[2025-11-28T20:20:59.634880] [INFO ] [sig       ] [1242/3606] Completed FIVN in 0.4s | 2.98 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:20:59.634921] [INFO ] [sig       ] [1243/3606] Forecasting FIX...
[2025-11-28T20:20:59.634951] [INFO ] [sig       ] Generating forecast for: FIX
[2025-11-28T20:20:59.634988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-11-28T20:20:59.647720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-11-28T20:20:59.648069] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-11-28T20:20:59.648834] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-11-28T20:20:59.648885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:20:59.648926] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:20:59.648966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:20:59.649047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:20:59.709778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:20:59.710626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:20:59.710710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:20:59.710742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:20:59.838342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:20:59.838492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:20:59.838531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:20:59.838560] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:20:59.842192] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-11-28T20:20:59.842481] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-11-28T20:20:59.842665] [INFO ] [sig       ] FIX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:20:59.989027] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FIX.txt
[2025-11-28T20:20:59.989190] [INFO ] [sig       ] [1243/3606] Completed FIX in 0.4s | 2.98 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:20:59.989230] [INFO ] [sig       ] [1244/3606] Forecasting FIXD...
[2025-11-28T20:20:59.989259] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-11-28T20:20:59.989290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-11-28T20:21:00.001648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-11-28T20:21:00.002063] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-11-28T20:21:00.002876] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-11-28T20:21:00.002927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:00.002959] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:00.002987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:00.003042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:00.060460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:00.061300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:00.061381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:00.061414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:00.182238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:00.182384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:00.182422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:00.182449] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:00.185677] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=53.47%)
[2025-11-28T20:21:00.185937] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-11-28T20:21:00.186054] [INFO ] [sig       ] FIXD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:00.321038] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FIXD.txt
[2025-11-28T20:21:00.321177] [INFO ] [sig       ] [1244/3606] Completed FIXD in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-28T20:21:00.321215] [INFO ] [sig       ] [1245/3606] Forecasting FIZZ...
[2025-11-28T20:21:00.321244] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-11-28T20:21:00.321274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-11-28T20:21:00.331794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-11-28T20:21:00.332102] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-11-28T20:21:00.332841] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-11-28T20:21:00.332890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:00.332921] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:00.332947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:00.333001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:00.387706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:00.388442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:00.388521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:00.388552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:00.505457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:00.505606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:00.505666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:00.505695] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:00.509000] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=67.19%)
[2025-11-28T20:21:00.509267] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-11-28T20:21:00.509388] [INFO ] [sig       ] FIZZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:00.650088] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FIZZ.txt
[2025-11-28T20:21:00.650227] [INFO ] [sig       ] [1245/3606] Completed FIZZ in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-28T20:21:00.650267] [INFO ] [sig       ] [1246/3606] Forecasting FJP...
[2025-11-28T20:21:00.650295] [INFO ] [sig       ] Generating forecast for: FJP
[2025-11-28T20:21:00.650325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-11-28T20:21:00.661543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-11-28T20:21:00.661917] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-11-28T20:21:00.662740] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-11-28T20:21:00.662791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:00.662824] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:00.662850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:00.662906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:00.720438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:00.721238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:00.721318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:00.721350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:00.832494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:00.832621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:00.832661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:00.832690] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:00.835961] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=67.56%)
[2025-11-28T20:21:00.836256] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-11-28T20:21:00.836383] [INFO ] [sig       ] FJP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:00.977065] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FJP.txt
[2025-11-28T20:21:00.977204] [INFO ] [sig       ] [1246/3606] Completed FJP in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-28T20:21:00.977243] [INFO ] [sig       ] [1247/3606] Forecasting FLEX...
[2025-11-28T20:21:00.977272] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-11-28T20:21:00.977301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-11-28T20:21:00.987988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-11-28T20:21:00.988336] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-11-28T20:21:00.989093] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-11-28T20:21:00.989144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:00.989175] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:00.989202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:00.989256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:01.044702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:01.045508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:01.045608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:01.045645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:01.165011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:01.165117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:01.165156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:01.165184] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:01.168605] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-11-28T20:21:01.168871] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-11-28T20:21:01.168993] [INFO ] [sig       ] FLEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:01.309986] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FLEX.txt
[2025-11-28T20:21:01.310114] [INFO ] [sig       ] [1247/3606] Completed FLEX in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-28T20:21:01.310153] [INFO ] [sig       ] [1248/3606] Forecasting FLGC...
[2025-11-28T20:21:01.310182] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-11-28T20:21:01.310211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-11-28T20:21:01.320902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-11-28T20:21:01.321218] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-11-28T20:21:01.321955] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-11-28T20:21:01.322005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:01.322035] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:01.322063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:01.322118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:01.380842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:01.381857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:01.381975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:01.382009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:01.500975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:01.501100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:01.501141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:01.501171] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:01.504447] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-11-28T20:21:01.504734] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-11-28T20:21:01.504854] [INFO ] [sig       ] FLGC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:01.644287] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FLGC.txt
[2025-11-28T20:21:01.644408] [INFO ] [sig       ] [1248/3606] Completed FLGC in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-28T20:21:01.644447] [INFO ] [sig       ] [1249/3606] Forecasting FLL...
[2025-11-28T20:21:01.644478] [INFO ] [sig       ] Generating forecast for: FLL
[2025-11-28T20:21:01.644509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-11-28T20:21:01.655291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-11-28T20:21:01.655599] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-11-28T20:21:01.656317] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-11-28T20:21:01.656366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:01.656412] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:01.656439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:01.656494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:01.711128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:01.711739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:01.711814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:01.711845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:01.832098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:01.832268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:01.832316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:01.832354] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:01.837431] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=44.47%)
[2025-11-28T20:21:01.837893] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-11-28T20:21:01.838093] [INFO ] [sig       ] FLL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:01.998901] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FLL.txt
[2025-11-28T20:21:01.999069] [INFO ] [sig       ] [1249/3606] Completed FLL in 0.4s | 2.98 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-28T20:21:01.999109] [INFO ] [sig       ] [1250/3606] Forecasting FLNC...
[2025-11-28T20:21:01.999139] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-11-28T20:21:01.999167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-11-28T20:21:02.010973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-11-28T20:21:02.011348] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-11-28T20:21:02.012145] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-11-28T20:21:02.012196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:02.012230] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:02.012261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:02.012331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:02.069168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:02.070056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:02.070150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:02.070185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:02.191334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:02.191484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:02.191522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:02.191549] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:02.195014] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=62.67%)
[2025-11-28T20:21:02.195346] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-11-28T20:21:02.195482] [INFO ] [sig       ] FLNC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:02.338260] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FLNC.txt
[2025-11-28T20:21:02.338415] [INFO ] [sig       ] [1250/3606] Completed FLNC in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-28T20:21:02.338455] [INFO ] [sig       ] [1251/3606] Forecasting FLNG...
[2025-11-28T20:21:02.338487] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-11-28T20:21:02.338518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-11-28T20:21:02.349969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-11-28T20:21:02.350366] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-11-28T20:21:02.351126] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-11-28T20:21:02.351185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:02.351216] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:02.351241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:02.351295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:02.406626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:02.407471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:02.407552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:02.407610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:02.525392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:02.525538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:02.525593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:02.525624] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:02.528943] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=7.49%)
[2025-11-28T20:21:02.529233] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-11-28T20:21:02.529379] [INFO ] [sig       ] FLNG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:02.676389] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FLNG.txt
[2025-11-28T20:21:02.676592] [INFO ] [sig       ] [1251/3606] Completed FLNG in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-28T20:21:02.676634] [INFO ] [sig       ] [1252/3606] Forecasting FLO...
[2025-11-28T20:21:02.676664] [INFO ] [sig       ] Generating forecast for: FLO
[2025-11-28T20:21:02.676693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-11-28T20:21:02.688254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-11-28T20:21:02.688647] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-11-28T20:21:02.689400] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-11-28T20:21:02.689449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:02.689480] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:02.689507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:02.689564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:02.746025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:02.746892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:02.746972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:02.747004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:02.866515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:02.866685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:02.866725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:02.866754] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:02.870141] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: UP (p=82.86%)
[2025-11-28T20:21:02.870425] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-11-28T20:21:02.870551] [INFO ] [sig       ] FLO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:03.013947] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FLO.txt
[2025-11-28T20:21:03.014096] [INFO ] [sig       ] [1252/3606] Completed FLO in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-28T20:21:03.014133] [INFO ] [sig       ] [1253/3606] Forecasting FLS...
[2025-11-28T20:21:03.014171] [INFO ] [sig       ] Generating forecast for: FLS
[2025-11-28T20:21:03.014202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-11-28T20:21:03.026196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-11-28T20:21:03.026470] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-11-28T20:21:03.027228] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-11-28T20:21:03.027278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:03.027310] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:03.027337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:03.027398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:03.084603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:03.085180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:03.085256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:03.085289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:03.205096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:03.205233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:03.205272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:03.205300] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:03.208589] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2025-11-28T20:21:03.208853] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-11-28T20:21:03.208969] [INFO ] [sig       ] FLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:03.351138] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FLS.txt
[2025-11-28T20:21:03.351261] [INFO ] [sig       ] [1253/3606] Completed FLS in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-28T20:21:03.351300] [INFO ] [sig       ] [1254/3606] Forecasting FLUX...
[2025-11-28T20:21:03.351329] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-11-28T20:21:03.351357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-11-28T20:21:03.362764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-11-28T20:21:03.363033] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-11-28T20:21:03.363768] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-11-28T20:21:03.363816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:03.363847] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:03.363873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:03.363927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:03.422037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:03.422666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:03.422740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:03.422771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:03.542013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:03.542125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:03.542160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:03.542187] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:03.545293] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-11-28T20:21:03.545544] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-11-28T20:21:03.545676] [INFO ] [sig       ] FLUX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:03.685896] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FLUX.txt
[2025-11-28T20:21:03.686007] [INFO ] [sig       ] [1254/3606] Completed FLUX in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-28T20:21:03.686043] [INFO ] [sig       ] [1255/3606] Forecasting FLWS...
[2025-11-28T20:21:03.686071] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-11-28T20:21:03.686100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-11-28T20:21:03.697687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-11-28T20:21:03.697952] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-11-28T20:21:03.698736] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-11-28T20:21:03.698783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:03.698840] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:03.698866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:03.698920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:03.755194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:03.755920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:03.755994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:03.756026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:03.875278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:03.875412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:03.875447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:03.875475] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:03.878635] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=39.34%)
[2025-11-28T20:21:03.878889] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-11-28T20:21:03.879002] [INFO ] [sig       ] FLWS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:04.016286] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FLWS.txt
[2025-11-28T20:21:04.016443] [INFO ] [sig       ] [1255/3606] Completed FLWS in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-28T20:21:04.016483] [INFO ] [sig       ] [1256/3606] Forecasting FLXS...
[2025-11-28T20:21:04.016512] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-11-28T20:21:04.016770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-11-28T20:21:04.029252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-11-28T20:21:04.029645] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-11-28T20:21:04.030388] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-11-28T20:21:04.030437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:04.030467] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:04.030493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:04.030548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:04.086515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:04.087358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:04.087441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:04.087474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:04.208127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:04.208285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:04.208336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:04.208393] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:04.212525] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-11-28T20:21:04.212817] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-11-28T20:21:04.212950] [INFO ] [sig       ] FLXS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:04.373060] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FLXS.txt
[2025-11-28T20:21:04.373210] [INFO ] [sig       ] [1256/3606] Completed FLXS in 0.4s | 2.98 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-28T20:21:04.373251] [INFO ] [sig       ] [1257/3606] Forecasting FLYE...
[2025-11-28T20:21:04.373286] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-11-28T20:21:04.373323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-11-28T20:21:04.384880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-11-28T20:21:04.385264] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-11-28T20:21:04.386080] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-11-28T20:21:04.386132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:04.386163] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:04.386189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:04.386246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:04.446253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:04.447126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:04.447208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:04.447241] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:04.563595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:04.563747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:04.563784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:04.563811] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:04.567052] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2025-11-28T20:21:04.567313] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-11-28T20:21:04.567431] [INFO ] [sig       ] FLYE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:04.705849] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FLYE.txt
[2025-11-28T20:21:04.705990] [INFO ] [sig       ] [1257/3606] Completed FLYE in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-28T20:21:04.706029] [INFO ] [sig       ] [1258/3606] Forecasting FMAO...
[2025-11-28T20:21:04.706059] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-11-28T20:21:04.706090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-11-28T20:21:04.728081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-11-28T20:21:04.728450] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-11-28T20:21:04.729234] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-11-28T20:21:04.729286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:04.729318] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:04.729345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:04.729402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:04.786022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:04.786776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:04.786857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:04.786908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:04.899781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:04.899932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:04.899971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:04.900030] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:04.903461] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-11-28T20:21:04.903769] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-11-28T20:21:04.903895] [INFO ] [sig       ] FMAO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:05.047587] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FMAO.txt
[2025-11-28T20:21:05.047754] [INFO ] [sig       ] [1258/3606] Completed FMAO in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-28T20:21:05.047795] [INFO ] [sig       ] [1259/3606] Forecasting FMB...
[2025-11-28T20:21:05.047825] [INFO ] [sig       ] Generating forecast for: FMB
[2025-11-28T20:21:05.047856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-11-28T20:21:05.068449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-11-28T20:21:05.068829] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-11-28T20:21:05.069560] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-11-28T20:21:05.069627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:05.069657] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:05.069682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:05.069736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:05.126829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:05.127859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:05.127980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:05.128019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:05.247320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:05.247473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:05.247512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:05.247539] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:05.250814] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-11-28T20:21:05.251070] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-11-28T20:21:05.251185] [INFO ] [sig       ] FMB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:05.386372] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FMB.txt
[2025-11-28T20:21:05.386521] [INFO ] [sig       ] [1259/3606] Completed FMB in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-28T20:21:05.386557] [INFO ] [sig       ] [1260/3606] Forecasting FMBH...
[2025-11-28T20:21:05.386605] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-11-28T20:21:05.386637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-11-28T20:21:05.402174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-11-28T20:21:05.402485] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-11-28T20:21:05.403218] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-11-28T20:21:05.403266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:05.403295] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:05.403334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:05.403391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:05.457799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:05.458506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:05.458602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:05.458636] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:05.590070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:05.590230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:05.590270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:05.590303] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:05.593769] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-11-28T20:21:05.594060] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-11-28T20:21:05.594184] [INFO ] [sig       ] FMBH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:05.741164] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FMBH.txt
[2025-11-28T20:21:05.741320] [INFO ] [sig       ] [1260/3606] Completed FMBH in 0.4s | 2.98 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-28T20:21:05.741363] [INFO ] [sig       ] [1261/3606] Forecasting FMC...
[2025-11-28T20:21:05.741395] [INFO ] [sig       ] Generating forecast for: FMC
[2025-11-28T20:21:05.741438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-11-28T20:21:05.769751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-11-28T20:21:05.770209] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-11-28T20:21:05.771266] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-11-28T20:21:05.771332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:05.771375] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:05.771411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:05.771487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:05.840279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:05.841143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:05.841232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:05.841263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:05.963975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:05.964120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:05.964158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:05.964185] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:05.967380] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=80.24%)
[2025-11-28T20:21:05.967658] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-11-28T20:21:05.967774] [INFO ] [sig       ] FMC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:06.105919] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FMC.txt
[2025-11-28T20:21:06.106069] [INFO ] [sig       ] [1261/3606] Completed FMC in 0.4s | 2.98 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-28T20:21:06.106110] [INFO ] [sig       ] [1262/3606] Forecasting FMHI...
[2025-11-28T20:21:06.106138] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-11-28T20:21:06.106167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-11-28T20:21:06.117494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-11-28T20:21:06.117895] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-11-28T20:21:06.118769] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-11-28T20:21:06.118823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:06.118855] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:06.118882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:06.118939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:06.176087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:06.176953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:06.177039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:06.177073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:06.316428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:06.316595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:06.316636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:06.316663] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:06.320099] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-11-28T20:21:06.320385] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-11-28T20:21:06.320508] [INFO ] [sig       ] FMHI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:06.460500] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FMHI.txt
[2025-11-28T20:21:06.460671] [INFO ] [sig       ] [1262/3606] Completed FMHI in 0.4s | 2.98 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-28T20:21:06.460713] [INFO ] [sig       ] [1263/3606] Forecasting FMN...
[2025-11-28T20:21:06.460743] [INFO ] [sig       ] Generating forecast for: FMN
[2025-11-28T20:21:06.460773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-11-28T20:21:06.476322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-11-28T20:21:06.476834] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-11-28T20:21:06.477996] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-11-28T20:21:06.478091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:06.478143] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:06.478188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:06.478279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:06.543552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:06.544397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:06.544477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:06.544510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:06.659388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:06.659552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:06.659616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:06.659652] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:06.663788] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-11-28T20:21:06.664118] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-11-28T20:21:06.664264] [INFO ] [sig       ] FMN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:06.805613] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FMN.txt
[2025-11-28T20:21:06.805744] [INFO ] [sig       ] [1263/3606] Completed FMN in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-28T20:21:06.805783] [INFO ] [sig       ] [1264/3606] Forecasting FMNB...
[2025-11-28T20:21:06.805812] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-11-28T20:21:06.805852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-11-28T20:21:06.818805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-11-28T20:21:06.819081] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-11-28T20:21:06.819823] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-11-28T20:21:06.819871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:06.819901] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:06.819927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:06.819981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:06.876393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:06.877225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:06.877303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:06.877337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:06.989879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:06.990029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:06.990067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:06.990094] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:06.993320] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-11-28T20:21:06.993592] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-11-28T20:21:06.993705] [INFO ] [sig       ] FMNB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:07.132061] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FMNB.txt
[2025-11-28T20:21:07.132200] [INFO ] [sig       ] [1264/3606] Completed FMNB in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-28T20:21:07.132237] [INFO ] [sig       ] [1265/3606] Forecasting FMS...
[2025-11-28T20:21:07.132267] [INFO ] [sig       ] Generating forecast for: FMS
[2025-11-28T20:21:07.132296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-11-28T20:21:07.152349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-11-28T20:21:07.152796] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-11-28T20:21:07.153601] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-11-28T20:21:07.153659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:07.153696] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:07.153725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:07.153781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:07.210730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:07.211592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:07.211705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:07.211739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:07.334780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:07.334934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:07.334972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:07.334999] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:07.338652] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=14.93%)
[2025-11-28T20:21:07.338927] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-11-28T20:21:07.339048] [INFO ] [sig       ] FMS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:07.478624] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FMS.txt
[2025-11-28T20:21:07.478786] [INFO ] [sig       ] [1265/3606] Completed FMS in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-28T20:21:07.478826] [INFO ] [sig       ] [1266/3606] Forecasting FMX...
[2025-11-28T20:21:07.478854] [INFO ] [sig       ] Generating forecast for: FMX
[2025-11-28T20:21:07.478884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-11-28T20:21:07.490208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-11-28T20:21:07.490606] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-11-28T20:21:07.491372] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-11-28T20:21:07.491423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:07.491454] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:07.491479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:07.491533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:07.550989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:07.552030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:07.552112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:07.552145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:07.678310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:07.678470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:07.678510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:07.678538] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:07.682271] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-11-28T20:21:07.682552] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-11-28T20:21:07.682704] [INFO ] [sig       ] FMX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:07.823532] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FMX.txt
[2025-11-28T20:21:07.823733] [INFO ] [sig       ] [1266/3606] Completed FMX in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-28T20:21:07.823775] [INFO ] [sig       ] [1267/3606] Forecasting FN...
[2025-11-28T20:21:07.823803] [INFO ] [sig       ] Generating forecast for: FN
[2025-11-28T20:21:07.823833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-11-28T20:21:07.835022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-11-28T20:21:07.835384] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-11-28T20:21:07.836131] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-11-28T20:21:07.836179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:07.836209] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:07.836234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:07.836287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:07.892300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:07.893107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:07.893184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:07.893217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:08.013942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:08.014095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:08.014132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:08.014159] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:08.017410] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-11-28T20:21:08.017750] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-11-28T20:21:08.017878] [INFO ] [sig       ] FN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:08.155674] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FN.txt
[2025-11-28T20:21:08.155828] [INFO ] [sig       ] [1267/3606] Completed FN in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-28T20:21:08.155870] [INFO ] [sig       ] [1268/3606] Forecasting FNB...
[2025-11-28T20:21:08.155901] [INFO ] [sig       ] Generating forecast for: FNB
[2025-11-28T20:21:08.155933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-11-28T20:21:08.168269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-11-28T20:21:08.168606] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-11-28T20:21:08.169373] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-11-28T20:21:08.169423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:08.169455] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:08.169480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:08.169536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:08.227564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:08.228666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:08.228748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:08.228781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:08.347748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:08.347894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:08.347932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:08.347961] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:08.351202] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-11-28T20:21:08.351484] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-11-28T20:21:08.351637] [INFO ] [sig       ] FNB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:08.489146] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FNB.txt
[2025-11-28T20:21:08.489306] [INFO ] [sig       ] [1268/3606] Completed FNB in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-28T20:21:08.489346] [INFO ] [sig       ] [1269/3606] Forecasting FND...
[2025-11-28T20:21:08.489375] [INFO ] [sig       ] Generating forecast for: FND
[2025-11-28T20:21:08.489405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-11-28T20:21:08.501235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-11-28T20:21:08.501635] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-11-28T20:21:08.502380] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-11-28T20:21:08.502428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:08.502459] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:08.502485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:08.502540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:08.559349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:08.560267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:08.560372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:08.560408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:08.676711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:08.676898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:08.676939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:08.676967] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:08.680429] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2025-11-28T20:21:08.680797] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-11-28T20:21:08.680939] [INFO ] [sig       ] FND: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:08.833103] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FND.txt
[2025-11-28T20:21:08.833251] [INFO ] [sig       ] [1269/3606] Completed FND in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-28T20:21:08.833290] [INFO ] [sig       ] [1270/3606] Forecasting FNF...
[2025-11-28T20:21:08.833319] [INFO ] [sig       ] Generating forecast for: FNF
[2025-11-28T20:21:08.833350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-11-28T20:21:08.847244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-11-28T20:21:08.847736] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-11-28T20:21:08.848709] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-11-28T20:21:08.848768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:08.848803] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:08.848840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:08.848913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:08.917919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:08.918948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:08.919046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:08.919087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:09.043822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:09.043985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:09.044024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:09.044052] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:09.047317] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-11-28T20:21:09.047622] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-11-28T20:21:09.047746] [INFO ] [sig       ] FNF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:09.189501] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FNF.txt
[2025-11-28T20:21:09.189675] [INFO ] [sig       ] [1270/3606] Completed FNF in 0.4s | 2.98 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-28T20:21:09.189717] [INFO ] [sig       ] [1271/3606] Forecasting FNKO...
[2025-11-28T20:21:09.189746] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-11-28T20:21:09.189774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-11-28T20:21:09.204359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-11-28T20:21:09.204785] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-11-28T20:21:09.206116] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-11-28T20:21:09.206177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:09.206215] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:09.206251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:09.206326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:09.272249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:09.273145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:09.273230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:09.273264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:09.391725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:09.391894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:09.391933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:09.391962] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:09.395384] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=65.07%)
[2025-11-28T20:21:09.395705] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-11-28T20:21:09.395834] [INFO ] [sig       ] FNKO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:09.534070] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FNKO.txt
[2025-11-28T20:21:09.534196] [INFO ] [sig       ] [1271/3606] Completed FNKO in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-28T20:21:09.534233] [INFO ] [sig       ] [1272/3606] Forecasting FNLC...
[2025-11-28T20:21:09.534261] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-11-28T20:21:09.534290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-11-28T20:21:09.547054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-11-28T20:21:09.547403] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-11-28T20:21:09.548413] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-11-28T20:21:09.548464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:09.548521] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:09.548548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:09.548624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:09.603283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:09.603941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:09.604019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:09.604051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:09.707390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:09.707545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:09.707599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:09.707629] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:09.710967] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-11-28T20:21:09.711226] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-11-28T20:21:09.711342] [INFO ] [sig       ] FNLC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:09.848894] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FNLC.txt
[2025-11-28T20:21:09.849021] [INFO ] [sig       ] [1272/3606] Completed FNLC in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-28T20:21:09.849060] [INFO ] [sig       ] [1273/3606] Forecasting FNX...
[2025-11-28T20:21:09.849089] [INFO ] [sig       ] Generating forecast for: FNX
[2025-11-28T20:21:09.849117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-11-28T20:21:09.859955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-11-28T20:21:09.860224] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-11-28T20:21:09.860962] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-11-28T20:21:09.861011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:09.861052] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:09.861080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:09.861134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:09.915210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:09.915795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:09.915868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:09.915899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:10.031615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:10.031737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:10.031772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:10.031800] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:10.034886] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-11-28T20:21:10.035138] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-11-28T20:21:10.035251] [INFO ] [sig       ] FNX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:10.168916] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FNX.txt
[2025-11-28T20:21:10.169041] [INFO ] [sig       ] [1273/3606] Completed FNX in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-28T20:21:10.169083] [INFO ] [sig       ] [1274/3606] Forecasting FNY...
[2025-11-28T20:21:10.169112] [INFO ] [sig       ] Generating forecast for: FNY
[2025-11-28T20:21:10.169142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-11-28T20:21:10.180121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-11-28T20:21:10.180428] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-11-28T20:21:10.181166] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-11-28T20:21:10.181214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:10.181244] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:10.181270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:10.181324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:10.237909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:10.238590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:10.238667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:10.238699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:10.355778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:10.355926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:10.355964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:10.355991] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:10.359191] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: UP (p=81.01%)
[2025-11-28T20:21:10.359453] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-11-28T20:21:10.359567] [INFO ] [sig       ] FNY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:10.498312] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FNY.txt
[2025-11-28T20:21:10.498474] [INFO ] [sig       ] [1274/3606] Completed FNY in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-28T20:21:10.498513] [INFO ] [sig       ] [1275/3606] Forecasting FOA...
[2025-11-28T20:21:10.498542] [INFO ] [sig       ] Generating forecast for: FOA
[2025-11-28T20:21:10.498588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-11-28T20:21:10.510248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-11-28T20:21:10.510642] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-11-28T20:21:10.511374] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-11-28T20:21:10.511425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:10.511458] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:10.511484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:10.511538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:10.567686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:10.568544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:10.568649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:10.568682] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:10.691242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:10.691385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:10.691423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:10.691484] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:10.694778] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=44.49%)
[2025-11-28T20:21:10.695055] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-11-28T20:21:10.695174] [INFO ] [sig       ] FOA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:10.832346] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FOA.txt
[2025-11-28T20:21:10.832498] [INFO ] [sig       ] [1275/3606] Completed FOA in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-28T20:21:10.832538] [INFO ] [sig       ] [1276/3606] Forecasting FOF...
[2025-11-28T20:21:10.832565] [INFO ] [sig       ] Generating forecast for: FOF
[2025-11-28T20:21:10.832617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-11-28T20:21:10.844035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-11-28T20:21:10.844401] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-11-28T20:21:10.845251] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-11-28T20:21:10.845307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:10.845339] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:10.845366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:10.845422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:10.902687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:10.903485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:10.903564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:10.903616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:11.017397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:11.017543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:11.017608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:11.017638] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:11.020948] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=26.50%)
[2025-11-28T20:21:11.021226] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-11-28T20:21:11.021352] [INFO ] [sig       ] FOF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:11.161226] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FOF.txt
[2025-11-28T20:21:11.161372] [INFO ] [sig       ] [1276/3606] Completed FOF in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-28T20:21:11.161420] [INFO ] [sig       ] [1277/3606] Forecasting FOLD...
[2025-11-28T20:21:11.161449] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-11-28T20:21:11.161482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-11-28T20:21:11.175381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-11-28T20:21:11.175798] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-11-28T20:21:11.176843] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-11-28T20:21:11.176904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:11.176947] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:11.176986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:11.177071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:11.238461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:11.239274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:11.239353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:11.239385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:11.357225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:11.357368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:11.357406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:11.357435] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:11.360670] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2025-11-28T20:21:11.360932] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-11-28T20:21:11.361049] [INFO ] [sig       ] FOLD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:11.509145] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FOLD.txt
[2025-11-28T20:21:11.509298] [INFO ] [sig       ] [1277/3606] Completed FOLD in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-28T20:21:11.509340] [INFO ] [sig       ] [1278/3606] Forecasting FORM...
[2025-11-28T20:21:11.509369] [INFO ] [sig       ] Generating forecast for: FORM
[2025-11-28T20:21:11.509400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-11-28T20:21:11.522171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-11-28T20:21:11.522637] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-11-28T20:21:11.523511] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-11-28T20:21:11.523604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:11.523641] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:11.523667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:11.523728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:11.588266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:11.589116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:11.589196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:11.589229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:11.724586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:11.724740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:11.724781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:11.724810] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:11.728329] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=63.74%)
[2025-11-28T20:21:11.728630] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-11-28T20:21:11.728772] [INFO ] [sig       ] FORM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:11.871171] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FORM.txt
[2025-11-28T20:21:11.871323] [INFO ] [sig       ] [1278/3606] Completed FORM in 0.4s | 2.98 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-28T20:21:11.871361] [INFO ] [sig       ] [1279/3606] Forecasting FOSL...
[2025-11-28T20:21:11.871390] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-11-28T20:21:11.871419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-11-28T20:21:11.882780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-11-28T20:21:11.883122] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-11-28T20:21:11.883884] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-11-28T20:21:11.883932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:11.883963] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:11.883988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:11.884042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:11.938533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:11.939313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:11.939391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:11.939423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:12.059493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:12.059671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:12.059730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:12.059764] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:12.063307] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-11-28T20:21:12.063630] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-11-28T20:21:12.063766] [INFO ] [sig       ] FOSL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:12.205229] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FOSL.txt
[2025-11-28T20:21:12.205352] [INFO ] [sig       ] [1279/3606] Completed FOSL in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-28T20:21:12.205390] [INFO ] [sig       ] [1280/3606] Forecasting FOX...
[2025-11-28T20:21:12.205418] [INFO ] [sig       ] Generating forecast for: FOX
[2025-11-28T20:21:12.205447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-11-28T20:21:12.217044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-11-28T20:21:12.217389] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-11-28T20:21:12.218191] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-11-28T20:21:12.218242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:12.218273] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:12.218299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:12.218353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:12.274622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:12.275327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:12.275404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:12.275437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:12.396737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:12.396891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:12.396930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:12.396978] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:12.400301] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-11-28T20:21:12.400627] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-11-28T20:21:12.400759] [INFO ] [sig       ] FOX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:12.540145] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FOX.txt
[2025-11-28T20:21:12.540292] [INFO ] [sig       ] [1280/3606] Completed FOX in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-28T20:21:12.540330] [INFO ] [sig       ] [1281/3606] Forecasting FOXA...
[2025-11-28T20:21:12.540359] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-11-28T20:21:12.540388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-11-28T20:21:12.552350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-11-28T20:21:12.552750] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-11-28T20:21:12.553527] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-11-28T20:21:12.553599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:12.553637] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:12.553675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:12.553738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:12.610200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:12.611000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:12.611093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:12.611131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:12.732908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:12.733053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:12.733089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:12.733116] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:12.736457] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2025-11-28T20:21:12.736749] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-11-28T20:21:12.736886] [INFO ] [sig       ] FOXA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:12.877947] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FOXA.txt
[2025-11-28T20:21:12.878116] [INFO ] [sig       ] [1281/3606] Completed FOXA in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-28T20:21:12.878157] [INFO ] [sig       ] [1282/3606] Forecasting FOXF...
[2025-11-28T20:21:12.878185] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-11-28T20:21:12.878213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-11-28T20:21:12.889447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-11-28T20:21:12.889791] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-11-28T20:21:12.890514] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-11-28T20:21:12.890563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:12.890613] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:12.890639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:12.890699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:12.944612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:12.945369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:12.945501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:12.945535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:13.066080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:13.066223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:13.066262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:13.066290] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:13.069506] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=57.91%)
[2025-11-28T20:21:13.069783] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-11-28T20:21:13.069901] [INFO ] [sig       ] FOXF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:13.205319] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FOXF.txt
[2025-11-28T20:21:13.205468] [INFO ] [sig       ] [1282/3606] Completed FOXF in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-28T20:21:13.205508] [INFO ] [sig       ] [1283/3606] Forecasting FPF...
[2025-11-28T20:21:13.205537] [INFO ] [sig       ] Generating forecast for: FPF
[2025-11-28T20:21:13.205567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-11-28T20:21:13.217915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-11-28T20:21:13.218362] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-11-28T20:21:13.219198] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-11-28T20:21:13.219251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:13.219283] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:13.219311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:13.219370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:13.276185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:13.277107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:13.277184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:13.277217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:13.396496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:13.396661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:13.396702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:13.396736] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:13.399996] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-11-28T20:21:13.400253] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-11-28T20:21:13.400368] [INFO ] [sig       ] FPF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:13.536425] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FPF.txt
[2025-11-28T20:21:13.536561] [INFO ] [sig       ] [1283/3606] Completed FPF in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-28T20:21:13.536617] [INFO ] [sig       ] [1284/3606] Forecasting FPH...
[2025-11-28T20:21:13.536648] [INFO ] [sig       ] Generating forecast for: FPH
[2025-11-28T20:21:13.536677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-11-28T20:21:13.549081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-11-28T20:21:13.549365] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-11-28T20:21:13.550125] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-11-28T20:21:13.550173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:13.550203] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:13.550242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:13.550298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:13.608291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:13.609132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:13.609212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:13.609244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:13.727495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:13.727655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:13.727693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:13.727720] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:13.731006] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=32.34%)
[2025-11-28T20:21:13.731262] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-11-28T20:21:13.731379] [INFO ] [sig       ] FPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:13.868611] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FPH.txt
[2025-11-28T20:21:13.868740] [INFO ] [sig       ] [1284/3606] Completed FPH in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-28T20:21:13.868779] [INFO ] [sig       ] [1285/3606] Forecasting FPI...
[2025-11-28T20:21:13.868808] [INFO ] [sig       ] Generating forecast for: FPI
[2025-11-28T20:21:13.868837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-11-28T20:21:13.880149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-11-28T20:21:13.880424] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-11-28T20:21:13.881154] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-11-28T20:21:13.881202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:13.881232] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:13.881257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:13.881312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:13.942968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:13.943786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:13.943871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:13.943905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:14.062020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:14.062178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:14.062219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:14.062249] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:14.065820] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-11-28T20:21:14.066145] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-11-28T20:21:14.066282] [INFO ] [sig       ] FPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:14.209606] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FPI.txt
[2025-11-28T20:21:14.210035] [INFO ] [sig       ] [1285/3606] Completed FPI in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-28T20:21:14.210094] [INFO ] [sig       ] [1286/3606] Forecasting FPXI...
[2025-11-28T20:21:14.210126] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-11-28T20:21:14.210156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-11-28T20:21:14.224074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-11-28T20:21:14.224532] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-11-28T20:21:14.225561] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-11-28T20:21:14.225653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:14.225695] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:14.225730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:14.225809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:14.286934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:14.287831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:14.287910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:14.287944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:14.394149] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:14.394299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:14.394340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:14.394369] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:14.397726] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-11-28T20:21:14.397990] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-11-28T20:21:14.398137] [INFO ] [sig       ] FPXI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:14.534882] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FPXI.txt
[2025-11-28T20:21:14.535026] [INFO ] [sig       ] [1286/3606] Completed FPXI in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-28T20:21:14.535068] [INFO ] [sig       ] [1287/3606] Forecasting FRA...
[2025-11-28T20:21:14.535099] [INFO ] [sig       ] Generating forecast for: FRA
[2025-11-28T20:21:14.535131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-11-28T20:21:14.546973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-11-28T20:21:14.547256] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-11-28T20:21:14.548000] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-11-28T20:21:14.548069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:14.548100] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:14.548126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:14.548180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:14.602420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:14.603012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:14.603084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:14.603114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:14.725856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:14.726004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:14.726042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:14.726070] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:14.729355] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-11-28T20:21:14.729633] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-11-28T20:21:14.729749] [INFO ] [sig       ] FRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:14.866254] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FRA.txt
[2025-11-28T20:21:14.866376] [INFO ] [sig       ] [1287/3606] Completed FRA in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-28T20:21:14.866412] [INFO ] [sig       ] [1288/3606] Forecasting FRBA...
[2025-11-28T20:21:14.866442] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-11-28T20:21:14.866478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-11-28T20:21:14.878958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-11-28T20:21:14.879438] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-11-28T20:21:14.880377] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-11-28T20:21:14.880425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:14.880455] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:14.880481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:14.880534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:14.934872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:14.935430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:14.935504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:14.935535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:15.051393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:15.051543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:15.051598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:15.051629] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:15.054937] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-11-28T20:21:15.055251] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-11-28T20:21:15.055376] [INFO ] [sig       ] FRBA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:15.193426] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FRBA.txt
[2025-11-28T20:21:15.193547] [INFO ] [sig       ] [1288/3606] Completed FRBA in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-28T20:21:15.193605] [INFO ] [sig       ] [1289/3606] Forecasting FRGE...
[2025-11-28T20:21:15.193635] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-11-28T20:21:15.193666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-11-28T20:21:15.205861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-11-28T20:21:15.206285] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-11-28T20:21:15.207152] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-11-28T20:21:15.207212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:15.207301] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:15.207341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:15.207404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:15.265525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:15.266441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:15.266529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:15.266563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:15.391959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:15.392125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:15.392167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:15.392196] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:15.395707] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-11-28T20:21:15.395999] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-11-28T20:21:15.396129] [INFO ] [sig       ] FRGE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:15.535310] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FRGE.txt
[2025-11-28T20:21:15.535468] [INFO ] [sig       ] [1289/3606] Completed FRGE in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-28T20:21:15.535507] [INFO ] [sig       ] [1290/3606] Forecasting FRHC...
[2025-11-28T20:21:15.535536] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-11-28T20:21:15.535589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-11-28T20:21:15.548252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-11-28T20:21:15.548670] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-11-28T20:21:15.549445] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-11-28T20:21:15.549493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:15.549524] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:15.549550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:15.549638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:15.605040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:15.605885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:15.605965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:15.605995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:15.722497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:15.722666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:15.722704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:15.722731] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:15.725977] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-11-28T20:21:15.726237] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-11-28T20:21:15.726351] [INFO ] [sig       ] FRHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:15.862153] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FRHC.txt
[2025-11-28T20:21:15.862297] [INFO ] [sig       ] [1290/3606] Completed FRHC in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-28T20:21:15.862336] [INFO ] [sig       ] [1291/3606] Forecasting FRME...
[2025-11-28T20:21:15.862364] [INFO ] [sig       ] Generating forecast for: FRME
[2025-11-28T20:21:15.862395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-11-28T20:21:15.873794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-11-28T20:21:15.874050] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-11-28T20:21:15.874787] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-11-28T20:21:15.874835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:15.874866] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:15.874892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:15.874945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:15.931815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:15.932453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:15.932528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:15.932560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:16.055718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:16.056074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:16.056112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:16.056166] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:16.059532] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=21.59%)
[2025-11-28T20:21:16.059813] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-11-28T20:21:16.059932] [INFO ] [sig       ] FRME: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:16.196244] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FRME.txt
[2025-11-28T20:21:16.196364] [INFO ] [sig       ] [1291/3606] Completed FRME in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-28T20:21:16.196401] [INFO ] [sig       ] [1292/3606] Forecasting FRO...
[2025-11-28T20:21:16.196429] [INFO ] [sig       ] Generating forecast for: FRO
[2025-11-28T20:21:16.196459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-11-28T20:21:16.209130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-11-28T20:21:16.209519] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-11-28T20:21:16.210478] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-11-28T20:21:16.210530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:16.210562] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:16.210612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:16.210671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:16.272063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:16.272973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:16.273056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:16.273090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:16.393396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:16.393548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:16.393606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:16.393674] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:16.398222] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=41.29%)
[2025-11-28T20:21:16.398523] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-11-28T20:21:16.398686] [INFO ] [sig       ] FRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:16.536079] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FRO.txt
[2025-11-28T20:21:16.536219] [INFO ] [sig       ] [1292/3606] Completed FRO in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-28T20:21:16.536257] [INFO ] [sig       ] [1293/3606] Forecasting FROG...
[2025-11-28T20:21:16.536285] [INFO ] [sig       ] Generating forecast for: FROG
[2025-11-28T20:21:16.536315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-11-28T20:21:16.547711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-11-28T20:21:16.547998] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-11-28T20:21:16.548779] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-11-28T20:21:16.548830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:16.548863] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:16.548890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:16.548947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:16.605653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:16.606384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:16.606461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:16.606495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:16.723591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:16.723733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:16.723770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:16.723797] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:16.726955] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-11-28T20:21:16.727212] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-11-28T20:21:16.727327] [INFO ] [sig       ] FROG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:16.861388] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FROG.txt
[2025-11-28T20:21:16.861506] [INFO ] [sig       ] [1293/3606] Completed FROG in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-28T20:21:16.861543] [INFO ] [sig       ] [1294/3606] Forecasting FRPH...
[2025-11-28T20:21:16.861586] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-11-28T20:21:16.861619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-11-28T20:21:16.872983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-11-28T20:21:16.873378] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-11-28T20:21:16.874152] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-11-28T20:21:16.874201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:16.874232] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:16.874257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:16.874312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:16.929230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:16.930061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:16.930141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:16.930171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:17.048631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:17.048791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:17.048830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:17.048860] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:17.052620] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-11-28T20:21:17.052914] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-11-28T20:21:17.053042] [INFO ] [sig       ] FRPH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:17.195416] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FRPH.txt
[2025-11-28T20:21:17.195590] [INFO ] [sig       ] [1294/3606] Completed FRPH in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-28T20:21:17.195638] [INFO ] [sig       ] [1295/3606] Forecasting FRSH...
[2025-11-28T20:21:17.195674] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-11-28T20:21:17.195712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-11-28T20:21:17.207015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-11-28T20:21:17.207365] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-11-28T20:21:17.208134] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-11-28T20:21:17.208183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:17.208212] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:17.208237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:17.208307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:17.264252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:17.265083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:17.265162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:17.265194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:17.391270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:17.391463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:17.391507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:17.391543] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:17.394820] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=35.82%)
[2025-11-28T20:21:17.395099] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-11-28T20:21:17.395236] [INFO ] [sig       ] FRSH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:17.532549] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FRSH.txt
[2025-11-28T20:21:17.532715] [INFO ] [sig       ] [1295/3606] Completed FRSH in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-28T20:21:17.532753] [INFO ] [sig       ] [1296/3606] Forecasting FRSX...
[2025-11-28T20:21:17.532781] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-11-28T20:21:17.532811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-11-28T20:21:17.543969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-11-28T20:21:17.544339] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-11-28T20:21:17.545109] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-11-28T20:21:17.545157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:17.545187] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:17.545212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:17.545266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:17.600187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:17.600998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:17.601077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:17.601108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:17.714063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:17.714207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:17.714244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:17.714273] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:17.717470] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=48.29%)
[2025-11-28T20:21:17.717768] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-11-28T20:21:17.717888] [INFO ] [sig       ] FRSX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:17.853432] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FRSX.txt
[2025-11-28T20:21:17.853590] [INFO ] [sig       ] [1296/3606] Completed FRSX in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-28T20:21:17.853631] [INFO ] [sig       ] [1297/3606] Forecasting FSBC...
[2025-11-28T20:21:17.853659] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-11-28T20:21:17.853689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-11-28T20:21:17.865753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-11-28T20:21:17.866150] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-11-28T20:21:17.867158] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-11-28T20:21:17.867235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:17.867279] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:17.867312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:17.867388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:17.932955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:17.933785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:17.933863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:17.933895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:18.052961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:18.053107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:18.053143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:18.053170] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:18.056391] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=34.38%)
[2025-11-28T20:21:18.056692] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-11-28T20:21:18.056813] [INFO ] [sig       ] FSBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:18.194942] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FSBC.txt
[2025-11-28T20:21:18.195070] [INFO ] [sig       ] [1297/3606] Completed FSBC in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-28T20:21:18.195108] [INFO ] [sig       ] [1298/3606] Forecasting FSCO...
[2025-11-28T20:21:18.195136] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-11-28T20:21:18.195165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-11-28T20:21:18.207307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-11-28T20:21:18.207729] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-11-28T20:21:18.208521] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-11-28T20:21:18.208587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:18.208628] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:18.208660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:18.208728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:18.265507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:18.266536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:18.266651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:18.266684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:18.385037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:18.385191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:18.385230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:18.385258] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:18.388565] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=39.76%)
[2025-11-28T20:21:18.388901] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-11-28T20:21:18.389026] [INFO ] [sig       ] FSCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:18.528786] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FSCO.txt
[2025-11-28T20:21:18.528939] [INFO ] [sig       ] [1298/3606] Completed FSCO in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-28T20:21:18.528978] [INFO ] [sig       ] [1299/3606] Forecasting FSK...
[2025-11-28T20:21:18.529007] [INFO ] [sig       ] Generating forecast for: FSK
[2025-11-28T20:21:18.529037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-11-28T20:21:18.540622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-11-28T20:21:18.540983] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-11-28T20:21:18.541736] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-11-28T20:21:18.541784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:18.541814] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:18.541841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:18.541896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:18.597108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:18.597920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:18.598047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:18.598080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:18.713439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:18.713604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:18.713645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:18.713673] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:18.716902] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=83.97%)
[2025-11-28T20:21:18.717174] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-11-28T20:21:18.717296] [INFO ] [sig       ] FSK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:18.855863] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FSK.txt
[2025-11-28T20:21:18.856009] [INFO ] [sig       ] [1299/3606] Completed FSK in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-28T20:21:18.856047] [INFO ] [sig       ] [1300/3606] Forecasting FSLY...
[2025-11-28T20:21:18.856075] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-11-28T20:21:18.856104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-11-28T20:21:18.866702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-11-28T20:21:18.867057] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-11-28T20:21:18.867840] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-11-28T20:21:18.867888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:18.867918] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:18.867944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:18.867998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:18.925644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:18.926457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:18.926538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:18.926590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:19.049663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:19.049812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:19.049850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:19.049877] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:19.053116] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-11-28T20:21:19.053380] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-11-28T20:21:19.053497] [INFO ] [sig       ] FSLY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:19.195690] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FSLY.txt
[2025-11-28T20:21:19.195866] [INFO ] [sig       ] [1300/3606] Completed FSLY in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-28T20:21:19.195906] [INFO ] [sig       ] [1301/3606] Forecasting FSM...
[2025-11-28T20:21:19.195935] [INFO ] [sig       ] Generating forecast for: FSM
[2025-11-28T20:21:19.195964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-11-28T20:21:19.207002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-11-28T20:21:19.207401] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-11-28T20:21:19.208197] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-11-28T20:21:19.208248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:19.208277] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:19.208302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:19.208356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:19.263716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:19.264469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:19.264546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:19.264596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:19.382301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:19.382453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:19.382491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:19.382518] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:19.385808] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-11-28T20:21:19.386078] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-11-28T20:21:19.386201] [INFO ] [sig       ] FSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:19.524082] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FSM.txt
[2025-11-28T20:21:19.524231] [INFO ] [sig       ] [1301/3606] Completed FSM in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-28T20:21:19.524269] [INFO ] [sig       ] [1302/3606] Forecasting FSS...
[2025-11-28T20:21:19.524299] [INFO ] [sig       ] Generating forecast for: FSS
[2025-11-28T20:21:19.524328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-11-28T20:21:19.535980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-11-28T20:21:19.536282] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-11-28T20:21:19.537028] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-11-28T20:21:19.537077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:19.537107] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:19.537133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:19.537188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:19.593311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:19.593985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:19.594061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:19.594092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:19.717224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:19.717374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:19.717411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:19.717439] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:19.721097] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=63.39%)
[2025-11-28T20:21:19.721408] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-11-28T20:21:19.721532] [INFO ] [sig       ] FSS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:19.856988] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FSS.txt
[2025-11-28T20:21:19.857133] [INFO ] [sig       ] [1302/3606] Completed FSS in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-28T20:21:19.857170] [INFO ] [sig       ] [1303/3606] Forecasting FTA...
[2025-11-28T20:21:19.857199] [INFO ] [sig       ] Generating forecast for: FTA
[2025-11-28T20:21:19.857233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-11-28T20:21:19.868126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-11-28T20:21:19.868396] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-11-28T20:21:19.869128] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-11-28T20:21:19.869176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:19.869206] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:19.869231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:19.869285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:19.923711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:19.924450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:19.924526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:19.924557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:20.038819] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:20.038964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:20.039000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:20.039028] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:20.042210] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-11-28T20:21:20.042466] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-11-28T20:21:20.042593] [INFO ] [sig       ] FTA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:20.180587] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTA.txt
[2025-11-28T20:21:20.180725] [INFO ] [sig       ] [1303/3606] Completed FTA in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-28T20:21:20.180770] [INFO ] [sig       ] [1304/3606] Forecasting FTAI...
[2025-11-28T20:21:20.180805] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-11-28T20:21:20.180840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-11-28T20:21:20.191863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-11-28T20:21:20.192149] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-11-28T20:21:20.192890] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-11-28T20:21:20.192938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:20.192967] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:20.192993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:20.193047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:20.247099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:20.247737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:20.247828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:20.247861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:20.367951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:20.368130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:20.368169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:20.368197] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:20.371417] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-11-28T20:21:20.371692] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-11-28T20:21:20.371809] [INFO ] [sig       ] FTAI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:20.506543] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTAI.txt
[2025-11-28T20:21:20.506707] [INFO ] [sig       ] [1304/3606] Completed FTAI in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-28T20:21:20.506744] [INFO ] [sig       ] [1305/3606] Forecasting FTC...
[2025-11-28T20:21:20.506773] [INFO ] [sig       ] Generating forecast for: FTC
[2025-11-28T20:21:20.506800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-11-28T20:21:20.519142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-11-28T20:21:20.519533] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-11-28T20:21:20.520332] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-11-28T20:21:20.520382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:20.520413] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:20.520439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:20.520493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:20.575337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:20.576153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:20.576237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:20.576270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:20.696417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:20.696563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:20.696620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:20.696649] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:20.699901] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2025-11-28T20:21:20.700164] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-11-28T20:21:20.700281] [INFO ] [sig       ] FTC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:20.838460] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTC.txt
[2025-11-28T20:21:20.838625] [INFO ] [sig       ] [1305/3606] Completed FTC in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-28T20:21:20.838665] [INFO ] [sig       ] [1306/3606] Forecasting FTCI...
[2025-11-28T20:21:20.838695] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-11-28T20:21:20.838725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-11-28T20:21:20.853087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-11-28T20:21:20.853507] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-11-28T20:21:20.854482] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-11-28T20:21:20.854542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:20.854641] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:20.854679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:20.854755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:20.916698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:20.917523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:20.917622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:20.917656] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:21.036479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:21.036644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:21.036682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:21.036710] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:21.039956] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=41.27%)
[2025-11-28T20:21:21.040222] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-11-28T20:21:21.040340] [INFO ] [sig       ] FTCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:21.183893] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTCI.txt
[2025-11-28T20:21:21.184042] [INFO ] [sig       ] [1306/3606] Completed FTCI in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-28T20:21:21.184082] [INFO ] [sig       ] [1307/3606] Forecasting FTCS...
[2025-11-28T20:21:21.184112] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-11-28T20:21:21.184142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-11-28T20:21:21.196188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-11-28T20:21:21.196620] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-11-28T20:21:21.197527] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-11-28T20:21:21.197609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:21.197657] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:21.197687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:21.197746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:21.254620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:21.255453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:21.255536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:21.255568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:21.371747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:21.371898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:21.371936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:21.371964] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:21.375224] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-11-28T20:21:21.375509] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-11-28T20:21:21.375648] [INFO ] [sig       ] FTCS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:21.512444] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTCS.txt
[2025-11-28T20:21:21.512590] [INFO ] [sig       ] [1307/3606] Completed FTCS in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-28T20:21:21.512631] [INFO ] [sig       ] [1308/3606] Forecasting FTEK...
[2025-11-28T20:21:21.512659] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-11-28T20:21:21.512688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-11-28T20:21:21.524153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-11-28T20:21:21.524411] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-11-28T20:21:21.525316] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-11-28T20:21:21.525364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:21.525406] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:21.525432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:21.525486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:21.581120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:21.581715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:21.581792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:21.581822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:21.696336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:21.696445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:21.696480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:21.696507] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:21.699614] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-11-28T20:21:21.699891] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-11-28T20:21:21.700004] [INFO ] [sig       ] FTEK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:21.836029] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTEK.txt
[2025-11-28T20:21:21.836155] [INFO ] [sig       ] [1308/3606] Completed FTEK in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-28T20:21:21.836192] [INFO ] [sig       ] [1309/3606] Forecasting FTGC...
[2025-11-28T20:21:21.836220] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-11-28T20:21:21.836250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-11-28T20:21:21.846323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-11-28T20:21:21.846604] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-11-28T20:21:21.847349] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-11-28T20:21:21.847397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:21.847427] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:21.847453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:21.847507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:21.902881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:21.903441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:21.903513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:21.903544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:22.020105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:22.020247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:22.020283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:22.020340] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:22.023595] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=90.45%)
[2025-11-28T20:21:22.023855] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-11-28T20:21:22.024149] [INFO ] [sig       ] FTGC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:22.200896] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FTGC.txt
[2025-11-28T20:21:22.201024] [INFO ] [sig       ] [1309/3606] Completed FTGC in 0.4s | 2.98 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-28T20:21:22.201061] [INFO ] [sig       ] [1310/3606] Forecasting FTGS...
[2025-11-28T20:21:22.201089] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-11-28T20:21:22.201119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-11-28T20:21:22.212098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-11-28T20:21:22.212357] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-11-28T20:21:22.213088] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-11-28T20:21:22.213137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:22.213166] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:22.213192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:22.213245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:22.268164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:22.268734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:22.268808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:22.268838] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:22.387758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:22.387871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:22.387906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:22.387932] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:22.391060] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=39.22%)
[2025-11-28T20:21:22.391314] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-11-28T20:21:22.391427] [INFO ] [sig       ] FTGS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:22.526818] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTGS.txt
[2025-11-28T20:21:22.526921] [INFO ] [sig       ] [1310/3606] Completed FTGS in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-28T20:21:22.526957] [INFO ] [sig       ] [1311/3606] Forecasting FTHI...
[2025-11-28T20:21:22.526985] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-11-28T20:21:22.527014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-11-28T20:21:22.538003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-11-28T20:21:22.538288] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-11-28T20:21:22.539017] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-11-28T20:21:22.539065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:22.539095] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:22.539120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:22.539175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:22.594099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:22.594693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:22.594765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:22.594797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:22.711868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:22.711993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:22.712029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:22.712057] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:22.715244] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-11-28T20:21:22.715501] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-11-28T20:21:22.715631] [INFO ] [sig       ] FTHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:22.850895] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTHI.txt
[2025-11-28T20:21:22.851002] [INFO ] [sig       ] [1311/3606] Completed FTHI in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-28T20:21:22.851053] [INFO ] [sig       ] [1312/3606] Forecasting FTHM...
[2025-11-28T20:21:22.851083] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-11-28T20:21:22.851112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-11-28T20:21:22.862358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-11-28T20:21:22.862664] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-11-28T20:21:22.863381] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-11-28T20:21:22.863428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:22.863458] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:22.863483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:22.863537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:22.918128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:22.918720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:22.918791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:22.918822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:23.033926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:23.034066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:23.034103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:23.034130] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:23.037284] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=65.95%)
[2025-11-28T20:21:23.037537] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-11-28T20:21:23.037666] [INFO ] [sig       ] FTHM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:23.172156] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FTHM.txt
[2025-11-28T20:21:23.172265] [INFO ] [sig       ] [1312/3606] Completed FTHM in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-28T20:21:23.172302] [INFO ] [sig       ] [1313/3606] Forecasting FTHY...
[2025-11-28T20:21:23.172331] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-11-28T20:21:23.172359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-11-28T20:21:23.183744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-11-28T20:21:23.184032] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-11-28T20:21:23.184819] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-11-28T20:21:23.184868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:23.184900] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:23.184926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:23.184981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:23.240529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:23.241131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:23.241204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:23.241236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:23.355502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:23.355641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:23.355677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:23.355704] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:23.359280] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-11-28T20:21:23.359546] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-11-28T20:21:23.359700] [INFO ] [sig       ] FTHY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:23.495720] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTHY.txt
[2025-11-28T20:21:23.495833] [INFO ] [sig       ] [1313/3606] Completed FTHY in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-28T20:21:23.496058] [INFO ] [sig       ] [1314/3606] Forecasting FTI...
[2025-11-28T20:21:23.496086] [INFO ] [sig       ] Generating forecast for: FTI
[2025-11-28T20:21:23.496115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-11-28T20:21:23.507356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-11-28T20:21:23.507634] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-11-28T20:21:23.508378] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-11-28T20:21:23.508426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:23.508456] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:23.508482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:23.508535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:23.563013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:23.563556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:23.563644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:23.563676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:23.681303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:23.681424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:23.681460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:23.681487] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:23.684609] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=50.97%)
[2025-11-28T20:21:23.684860] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-11-28T20:21:23.684973] [INFO ] [sig       ] FTI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:23.820292] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FTI.txt
[2025-11-28T20:21:23.820396] [INFO ] [sig       ] [1314/3606] Completed FTI in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-28T20:21:23.820433] [INFO ] [sig       ] [1315/3606] Forecasting FTK...
[2025-11-28T20:21:23.820460] [INFO ] [sig       ] Generating forecast for: FTK
[2025-11-28T20:21:23.820488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-11-28T20:21:23.831454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-11-28T20:21:23.831746] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-11-28T20:21:23.832475] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-11-28T20:21:23.832522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:23.832553] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:23.832599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:23.832655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:23.886727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:23.887295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:23.887366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:23.887397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:24.004720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:24.004875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:24.004939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:24.004969] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:24.008154] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2025-11-28T20:21:24.008408] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-11-28T20:21:24.008520] [INFO ] [sig       ] FTK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:24.146381] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTK.txt
[2025-11-28T20:21:24.146487] [INFO ] [sig       ] [1315/3606] Completed FTK in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-28T20:21:24.146523] [INFO ] [sig       ] [1316/3606] Forecasting FTLF...
[2025-11-28T20:21:24.146551] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-11-28T20:21:24.146597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-11-28T20:21:24.157750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-11-28T20:21:24.158060] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-11-28T20:21:24.158788] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-11-28T20:21:24.158836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:24.158866] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:24.158892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:24.158946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:24.216784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:24.217407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:24.217501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:24.217533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:24.327450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:24.327592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:24.327635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:24.327665] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:24.331145] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=46.90%)
[2025-11-28T20:21:24.331449] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-11-28T20:21:24.331589] [INFO ] [sig       ] FTLF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:24.468859] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTLF.txt
[2025-11-28T20:21:24.468976] [INFO ] [sig       ] [1316/3606] Completed FTLF in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-28T20:21:24.469013] [INFO ] [sig       ] [1317/3606] Forecasting FTQI...
[2025-11-28T20:21:24.469040] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-11-28T20:21:24.469068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-11-28T20:21:24.480264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-11-28T20:21:24.480527] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-11-28T20:21:24.481268] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-11-28T20:21:24.481317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:24.481348] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:24.481373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:24.481428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:24.536793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:24.537494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:24.537566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:24.537615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:24.650911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:24.651025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:24.651059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:24.651086] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:24.654165] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-11-28T20:21:24.654417] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-11-28T20:21:24.654529] [INFO ] [sig       ] FTQI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:24.789632] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTQI.txt
[2025-11-28T20:21:24.789738] [INFO ] [sig       ] [1317/3606] Completed FTQI in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-28T20:21:24.789774] [INFO ] [sig       ] [1318/3606] Forecasting FTRE...
[2025-11-28T20:21:24.789801] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-11-28T20:21:24.789829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-11-28T20:21:24.801286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-11-28T20:21:24.801546] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-11-28T20:21:24.802630] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-11-28T20:21:24.802679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:24.802709] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:24.802735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:24.802793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:24.857529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:24.858256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:24.858331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:24.858362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:24.977998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:24.978134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:24.978171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:24.978197] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:24.981298] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: UP (p=85.94%)
[2025-11-28T20:21:24.981548] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-11-28T20:21:24.981680] [INFO ] [sig       ] FTRE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:25.126228] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FTRE.txt
[2025-11-28T20:21:25.126420] [INFO ] [sig       ] [1318/3606] Completed FTRE in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-28T20:21:25.126480] [INFO ] [sig       ] [1319/3606] Forecasting FTRI...
[2025-11-28T20:21:25.126524] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-11-28T20:21:25.126569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-11-28T20:21:25.141249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-11-28T20:21:25.141674] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-11-28T20:21:25.142453] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-11-28T20:21:25.142503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:25.142552] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:25.142599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:25.142658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:25.206776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:25.207614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:25.207694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:25.207724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:25.331337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:25.331467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:25.331506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:25.331534] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:25.334727] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=18.28%)
[2025-11-28T20:21:25.334982] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-11-28T20:21:25.335097] [INFO ] [sig       ] FTRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:25.469897] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTRI.txt
[2025-11-28T20:21:25.470029] [INFO ] [sig       ] [1319/3606] Completed FTRI in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-28T20:21:25.470066] [INFO ] [sig       ] [1320/3606] Forecasting FTS...
[2025-11-28T20:21:25.470095] [INFO ] [sig       ] Generating forecast for: FTS
[2025-11-28T20:21:25.470124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-11-28T20:21:25.480675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-11-28T20:21:25.480931] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-11-28T20:21:25.481661] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-11-28T20:21:25.481709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:25.481739] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:25.481765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:25.481823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:25.535698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:25.536268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:25.536340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:25.536370] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:25.657398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:25.657497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:25.657533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:25.657560] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:25.660680] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=55.52%)
[2025-11-28T20:21:25.660932] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-11-28T20:21:25.661045] [INFO ] [sig       ] FTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:25.798374] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FTS.txt
[2025-11-28T20:21:25.798522] [INFO ] [sig       ] [1320/3606] Completed FTS in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-28T20:21:25.798561] [INFO ] [sig       ] [1321/3606] Forecasting FTSL...
[2025-11-28T20:21:25.798609] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-11-28T20:21:25.798640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-11-28T20:21:25.809918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-11-28T20:21:25.810284] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-11-28T20:21:25.811062] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-11-28T20:21:25.811111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:25.811140] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:25.811165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:25.811219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:25.865566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:25.866407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:25.866485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:25.866517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:25.979595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:25.979739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:25.979776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:25.979803] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:25.983000] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-11-28T20:21:25.983261] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-11-28T20:21:25.983379] [INFO ] [sig       ] FTSL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:26.118768] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FTSL.txt
[2025-11-28T20:21:26.118928] [INFO ] [sig       ] [1321/3606] Completed FTSL in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-28T20:21:26.118967] [INFO ] [sig       ] [1322/3606] Forecasting FTSM...
[2025-11-28T20:21:26.118996] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-11-28T20:21:26.119024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-11-28T20:21:26.134247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-11-28T20:21:26.134751] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-11-28T20:21:26.135948] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-11-28T20:21:26.136015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:26.136067] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:26.136113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:26.136205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:26.212532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:26.213439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:26.213527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:26.213560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:26.347494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:26.347705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:26.347770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:26.347817] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:26.352828] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: DOWN (p=48.11%)
[2025-11-28T20:21:26.353295] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-11-28T20:21:26.353486] [INFO ] [sig       ] FTSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:26.556014] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTSM.txt
[2025-11-28T20:21:26.556183] [INFO ] [sig       ] [1322/3606] Completed FTSM in 0.4s | 2.98 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-28T20:21:26.556223] [INFO ] [sig       ] [1323/3606] Forecasting FTXG...
[2025-11-28T20:21:26.556270] [INFO ] [sig       ] Generating forecast for: FTXG
[2025-11-28T20:21:26.556316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'.
[2025-11-28T20:21:26.568894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXG'.
[2025-11-28T20:21:26.569320] [INFO ] [FORECASTER] Starting predict_future for FTXG
[2025-11-28T20:21:26.570171] [DEBUG] [LOCAL     ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt
[2025-11-28T20:21:26.570222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:26.570277] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:26.570304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:26.570359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:26.634337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:26.635263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:26.635347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:26.635379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:26.774878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:26.775057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:26.775119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:26.775167] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:26.780431] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-11-28T20:21:26.780978] [INFO ] [FORECASTER] Completed predict_future for FTXG
[2025-11-28T20:21:26.781178] [INFO ] [sig       ] FTXG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:26.980382] [INFO ] [LOCAL     ] Saved forecast: FTXG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FTXG.txt
[2025-11-28T20:21:26.980544] [INFO ] [sig       ] [1323/3606] Completed FTXG in 0.4s | 2.98 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-28T20:21:26.980607] [INFO ] [sig       ] [1324/3606] Forecasting FTXL...
[2025-11-28T20:21:26.980640] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-11-28T20:21:26.980671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-11-28T20:21:26.993136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-11-28T20:21:26.993519] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-11-28T20:21:26.994311] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-11-28T20:21:26.994362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:26.994394] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:26.994420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:26.994475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:27.055268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:27.056111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:27.056193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:27.056229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:27.192961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:27.193112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:27.193159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:27.193196] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:27.197309] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=75.80%)
[2025-11-28T20:21:27.197735] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-11-28T20:21:27.197890] [INFO ] [sig       ] FTXL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:27.354237] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FTXL.txt
[2025-11-28T20:21:27.354393] [INFO ] [sig       ] [1324/3606] Completed FTXL in 0.4s | 2.98 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-28T20:21:27.354432] [INFO ] [sig       ] [1325/3606] Forecasting FTXN...
[2025-11-28T20:21:27.354460] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-11-28T20:21:27.354488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-11-28T20:21:27.366978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-11-28T20:21:27.367332] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-11-28T20:21:27.368118] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-11-28T20:21:27.368167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:27.368198] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:27.368224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:27.368278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:27.423344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:27.424208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:27.424295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:27.424325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:27.545392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:27.545536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:27.545590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:27.545620] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:27.548874] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-11-28T20:21:27.549146] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-11-28T20:21:27.549259] [INFO ] [sig       ] FTXN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:27.685649] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FTXN.txt
[2025-11-28T20:21:27.685753] [INFO ] [sig       ] [1325/3606] Completed FTXN in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-28T20:21:27.685789] [INFO ] [sig       ] [1326/3606] Forecasting FTXO...
[2025-11-28T20:21:27.685816] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-11-28T20:21:27.685844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-11-28T20:21:27.698160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-11-28T20:21:27.698402] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-11-28T20:21:27.699125] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-11-28T20:21:27.699173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:27.699204] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:27.699229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:27.699283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:27.759657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:27.760395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:27.760473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:27.760506] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:27.890672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:27.890820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:27.890858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:27.890936] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:27.894220] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-11-28T20:21:27.894478] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-11-28T20:21:27.894613] [INFO ] [sig       ] FTXO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:28.030769] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTXO.txt
[2025-11-28T20:21:28.030919] [INFO ] [sig       ] [1326/3606] Completed FTXO in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-28T20:21:28.030957] [INFO ] [sig       ] [1327/3606] Forecasting FUBO...
[2025-11-28T20:21:28.030986] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-11-28T20:21:28.031016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-11-28T20:21:28.042301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-11-28T20:21:28.042541] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-11-28T20:21:28.043260] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-11-28T20:21:28.043308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:28.043339] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:28.043364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:28.043418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:28.097364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:28.097922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:28.097995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:28.098026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:28.217534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:28.217652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:28.217686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:28.217713] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:28.220733] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=75.16%)
[2025-11-28T20:21:28.220981] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-11-28T20:21:28.221092] [INFO ] [sig       ] FUBO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:28.357622] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FUBO.txt
[2025-11-28T20:21:28.357737] [INFO ] [sig       ] [1327/3606] Completed FUBO in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-28T20:21:28.357775] [INFO ] [sig       ] [1328/3606] Forecasting FUL...
[2025-11-28T20:21:28.357803] [INFO ] [sig       ] Generating forecast for: FUL
[2025-11-28T20:21:28.357832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-11-28T20:21:28.369439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-11-28T20:21:28.369722] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-11-28T20:21:28.370429] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-11-28T20:21:28.370477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:28.370507] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:28.370532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:28.370608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:28.424745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:28.425310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:28.425380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:28.425425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:28.543546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:28.543666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:28.543700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:28.543728] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:28.546759] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-11-28T20:21:28.547012] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-11-28T20:21:28.547126] [INFO ] [sig       ] FUL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:28.685069] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FUL.txt
[2025-11-28T20:21:28.685197] [INFO ] [sig       ] [1328/3606] Completed FUL in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-28T20:21:28.685235] [INFO ] [sig       ] [1329/3606] Forecasting FULC...
[2025-11-28T20:21:28.685263] [INFO ] [sig       ] Generating forecast for: FULC
[2025-11-28T20:21:28.685293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-11-28T20:21:28.696637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-11-28T20:21:28.696909] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-11-28T20:21:28.697632] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-11-28T20:21:28.697680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:28.697710] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:28.697736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:28.697790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:28.753428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:28.754043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:28.754116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:28.754147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:28.877599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:28.877743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:28.877780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:28.877808] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:28.881072] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2025-11-28T20:21:28.881325] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-11-28T20:21:28.881438] [INFO ] [sig       ] FULC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:29.018959] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FULC.txt
[2025-11-28T20:21:29.019113] [INFO ] [sig       ] [1329/3606] Completed FULC in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-28T20:21:29.019152] [INFO ] [sig       ] [1330/3606] Forecasting FUN...
[2025-11-28T20:21:29.019180] [INFO ] [sig       ] Generating forecast for: FUN
[2025-11-28T20:21:29.019209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-11-28T20:21:29.029966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-11-28T20:21:29.030236] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-11-28T20:21:29.030971] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-11-28T20:21:29.031019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:29.031050] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:29.031088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:29.031144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:29.085430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:29.086176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:29.086251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:29.086283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:29.202325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:29.202473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:29.202510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:29.202537] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:29.205778] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=62.48%)
[2025-11-28T20:21:29.206042] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-11-28T20:21:29.206158] [INFO ] [sig       ] FUN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:29.341833] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FUN.txt
[2025-11-28T20:21:29.341983] [INFO ] [sig       ] [1330/3606] Completed FUN in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-28T20:21:29.342025] [INFO ] [sig       ] [1331/3606] Forecasting FUNC...
[2025-11-28T20:21:29.342053] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-11-28T20:21:29.342082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-11-28T20:21:29.354124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-11-28T20:21:29.354499] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-11-28T20:21:29.355264] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-11-28T20:21:29.355314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:29.355345] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:29.355371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:29.355427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:29.412591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:29.413410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:29.413494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:29.413527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:29.528736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:29.528883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:29.528921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:29.528948] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:29.532188] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-11-28T20:21:29.532481] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-11-28T20:21:29.532625] [INFO ] [sig       ] FUNC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:29.670252] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FUNC.txt
[2025-11-28T20:21:29.670404] [INFO ] [sig       ] [1331/3606] Completed FUNC in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-28T20:21:29.670443] [INFO ] [sig       ] [1332/3606] Forecasting FUND...
[2025-11-28T20:21:29.670470] [INFO ] [sig       ] Generating forecast for: FUND
[2025-11-28T20:21:29.670499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-11-28T20:21:29.683102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-11-28T20:21:29.683518] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-11-28T20:21:29.684329] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-11-28T20:21:29.684379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:29.684410] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:29.684435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:29.684490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:29.741531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:29.742387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:29.742468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:29.742500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:29.861586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:29.861736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:29.861776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:29.861805] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:29.865645] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=36.19%)
[2025-11-28T20:21:29.865944] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-11-28T20:21:29.866069] [INFO ] [sig       ] FUND: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:30.008092] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FUND.txt
[2025-11-28T20:21:30.008244] [INFO ] [sig       ] [1332/3606] Completed FUND in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-28T20:21:30.008287] [INFO ] [sig       ] [1333/3606] Forecasting FVCB...
[2025-11-28T20:21:30.008316] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-11-28T20:21:30.008344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-11-28T20:21:30.019834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-11-28T20:21:30.020177] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-11-28T20:21:30.020926] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-11-28T20:21:30.020975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:30.021005] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:30.021032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:30.021086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:30.077424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:30.078279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:30.078388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:30.078422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:30.186889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:30.187037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:30.187077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:30.187107] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:30.190380] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=24.66%)
[2025-11-28T20:21:30.190669] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-11-28T20:21:30.190789] [INFO ] [sig       ] FVCB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:30.330994] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FVCB.txt
[2025-11-28T20:21:30.331130] [INFO ] [sig       ] [1333/3606] Completed FVCB in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-28T20:21:30.331169] [INFO ] [sig       ] [1334/3606] Forecasting FWONA...
[2025-11-28T20:21:30.331198] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-11-28T20:21:30.331236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-11-28T20:21:30.342249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-11-28T20:21:30.342547] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-11-28T20:21:30.343282] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-11-28T20:21:30.343331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:30.343361] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:30.343386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:30.343441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:30.401326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:30.402099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:30.402181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:30.402213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:30.525790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:30.525942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:30.525982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:30.526011] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:30.529388] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-11-28T20:21:30.529680] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-11-28T20:21:30.529803] [INFO ] [sig       ] FWONA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:30.673021] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FWONA.txt
[2025-11-28T20:21:30.673162] [INFO ] [sig       ] [1334/3606] Completed FWONA in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-28T20:21:30.673201] [INFO ] [sig       ] [1335/3606] Forecasting FWONK...
[2025-11-28T20:21:30.673229] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-11-28T20:21:30.673256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-11-28T20:21:30.684196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-11-28T20:21:30.684505] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-11-28T20:21:30.685248] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-11-28T20:21:30.685297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:30.685327] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:30.685352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:30.685405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:30.739216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:30.739974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:30.740054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:30.740086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:30.853407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:30.853550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:30.853602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:30.853631] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:30.856806] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-11-28T20:21:30.857062] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-11-28T20:21:30.857175] [INFO ] [sig       ] FWONK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:30.993015] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FWONK.txt
[2025-11-28T20:21:30.993169] [INFO ] [sig       ] [1335/3606] Completed FWONK in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-28T20:21:30.993404] [INFO ] [sig       ] [1336/3606] Forecasting FWRD...
[2025-11-28T20:21:30.993433] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-11-28T20:21:30.993461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-11-28T20:21:31.006357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-11-28T20:21:31.006739] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-11-28T20:21:31.007479] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-11-28T20:21:31.007528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:31.007558] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:31.007603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:31.007659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:31.065021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:31.065865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:31.065947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:31.065981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:31.191458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:31.191626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:31.191667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:31.191696] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:31.195334] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2025-11-28T20:21:31.195622] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-11-28T20:21:31.195741] [INFO ] [sig       ] FWRD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:31.346671] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FWRD.txt
[2025-11-28T20:21:31.346848] [INFO ] [sig       ] [1336/3606] Completed FWRD in 0.4s | 2.98 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-28T20:21:31.346890] [INFO ] [sig       ] [1337/3606] Forecasting FWRG...
[2025-11-28T20:21:31.346920] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-11-28T20:21:31.346949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-11-28T20:21:31.359220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-11-28T20:21:31.359619] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-11-28T20:21:31.360382] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-11-28T20:21:31.360432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:31.360462] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:31.360486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:31.360541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:31.414978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:31.415790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:31.415866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:31.415900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:31.536430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:31.536589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:31.536628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:31.536697] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:31.539933] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=63.49%)
[2025-11-28T20:21:31.540228] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-11-28T20:21:31.540352] [INFO ] [sig       ] FWRG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:31.677147] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FWRG.txt
[2025-11-28T20:21:31.677284] [INFO ] [sig       ] [1337/3606] Completed FWRG in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-28T20:21:31.677322] [INFO ] [sig       ] [1338/3606] Forecasting FYC...
[2025-11-28T20:21:31.677351] [INFO ] [sig       ] Generating forecast for: FYC
[2025-11-28T20:21:31.677381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-11-28T20:21:31.688651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-11-28T20:21:31.689000] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-11-28T20:21:31.689760] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-11-28T20:21:31.689810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:31.689840] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:31.689866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:31.689921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:31.747370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:31.748225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:31.748309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:31.748342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:31.872658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:31.872807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:31.872845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:31.872873] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:31.876322] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-11-28T20:21:31.876599] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-11-28T20:21:31.876716] [INFO ] [sig       ] FYC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:32.014117] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FYC.txt
[2025-11-28T20:21:32.014269] [INFO ] [sig       ] [1338/3606] Completed FYC in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-28T20:21:32.014308] [INFO ] [sig       ] [1339/3606] Forecasting FYX...
[2025-11-28T20:21:32.014339] [INFO ] [sig       ] Generating forecast for: FYX
[2025-11-28T20:21:32.014368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-11-28T20:21:32.027108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-11-28T20:21:32.027490] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-11-28T20:21:32.028283] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-11-28T20:21:32.028333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:32.028363] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:32.028389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:32.028445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:32.083918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:32.084714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:32.084790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:32.084822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:32.207499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:32.207703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:32.207743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:32.207769] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:32.211081] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=28.54%)
[2025-11-28T20:21:32.211335] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-11-28T20:21:32.211448] [INFO ] [sig       ] FYX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:32.350255] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FYX.txt
[2025-11-28T20:21:32.350398] [INFO ] [sig       ] [1339/3606] Completed FYX in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-28T20:21:32.350436] [INFO ] [sig       ] [1340/3606] Forecasting G...
[2025-11-28T20:21:32.350465] [INFO ] [sig       ] Generating forecast for: G
[2025-11-28T20:21:32.350494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-11-28T20:21:32.361467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-11-28T20:21:32.361768] [INFO ] [FORECASTER] Starting predict_future for G
[2025-11-28T20:21:32.362507] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-11-28T20:21:32.362594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:32.362628] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:32.362654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:32.362709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:32.429101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:32.429925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:32.430012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:32.430044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:32.552411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:32.552558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:32.552611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:32.552640] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:32.555847] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=28.44%)
[2025-11-28T20:21:32.556101] [INFO ] [FORECASTER] Completed predict_future for G
[2025-11-28T20:21:32.556219] [INFO ] [sig       ] G: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:32.693727] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/G.txt
[2025-11-28T20:21:32.693876] [INFO ] [sig       ] [1340/3606] Completed G in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-28T20:21:32.693916] [INFO ] [sig       ] [1341/3606] Forecasting GAB...
[2025-11-28T20:21:32.693944] [INFO ] [sig       ] Generating forecast for: GAB
[2025-11-28T20:21:32.693976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-11-28T20:21:32.704527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-11-28T20:21:32.704808] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-11-28T20:21:32.705533] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-11-28T20:21:32.705599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:32.705631] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:32.705656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:32.705722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:32.761313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:32.762129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:32.762210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:32.762241] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:32.880255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:32.880402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:32.880440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:32.880469] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:32.883790] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=22.60%)
[2025-11-28T20:21:32.884073] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-11-28T20:21:32.884193] [INFO ] [sig       ] GAB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:33.020640] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GAB.txt
[2025-11-28T20:21:33.020788] [INFO ] [sig       ] [1341/3606] Completed GAB in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-28T20:21:33.020826] [INFO ] [sig       ] [1342/3606] Forecasting GABC...
[2025-11-28T20:21:33.020856] [INFO ] [sig       ] Generating forecast for: GABC
[2025-11-28T20:21:33.020886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-11-28T20:21:33.031951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-11-28T20:21:33.032317] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-11-28T20:21:33.033104] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-11-28T20:21:33.033154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:33.033186] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:33.033214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:33.033269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:33.087884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:33.088696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:33.088772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:33.088803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:33.202451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:33.202618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:33.202660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:33.202689] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:33.206174] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-11-28T20:21:33.206471] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-11-28T20:21:33.206620] [INFO ] [sig       ] GABC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:33.345071] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GABC.txt
[2025-11-28T20:21:33.345221] [INFO ] [sig       ] [1342/3606] Completed GABC in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-28T20:21:33.345260] [INFO ] [sig       ] [1343/3606] Forecasting GAIA...
[2025-11-28T20:21:33.345290] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-11-28T20:21:33.345319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-11-28T20:21:33.356138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-11-28T20:21:33.356452] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-11-28T20:21:33.357214] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-11-28T20:21:33.357275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:33.357306] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:33.357330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:33.357384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:33.424809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:33.425661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:33.425742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:33.425776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:33.541830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:33.541973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:33.542040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:33.542069] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:33.545275] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2025-11-28T20:21:33.545536] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-11-28T20:21:33.545669] [INFO ] [sig       ] GAIA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:33.685321] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GAIA.txt
[2025-11-28T20:21:33.685470] [INFO ] [sig       ] [1343/3606] Completed GAIA in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-28T20:21:33.685510] [INFO ] [sig       ] [1344/3606] Forecasting GAIN...
[2025-11-28T20:21:33.685539] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-11-28T20:21:33.685584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-11-28T20:21:33.696498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-11-28T20:21:33.696880] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-11-28T20:21:33.697700] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-11-28T20:21:33.697752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:33.697785] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:33.697811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:33.697866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:33.754506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:33.755347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:33.755430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:33.755462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:33.873288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:33.873436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:33.873475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:33.873503] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:33.877124] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-11-28T20:21:33.877432] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-11-28T20:21:33.877561] [INFO ] [sig       ] GAIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:34.024428] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GAIN.txt
[2025-11-28T20:21:34.024603] [INFO ] [sig       ] [1344/3606] Completed GAIN in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-28T20:21:34.024642] [INFO ] [sig       ] [1345/3606] Forecasting GAM...
[2025-11-28T20:21:34.024672] [INFO ] [sig       ] Generating forecast for: GAM
[2025-11-28T20:21:34.024701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-11-28T20:21:34.035688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-11-28T20:21:34.036050] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-11-28T20:21:34.036837] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-11-28T20:21:34.036888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:34.036918] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:34.036944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:34.036998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:34.091949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:34.092753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:34.092829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:34.092863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:34.205043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:34.205156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:34.205196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:34.205223] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:34.208820] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=17.32%)
[2025-11-28T20:21:34.209123] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-11-28T20:21:34.209248] [INFO ] [sig       ] GAM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:34.348658] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GAM.txt
[2025-11-28T20:21:34.348802] [INFO ] [sig       ] [1345/3606] Completed GAM in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-28T20:21:34.348840] [INFO ] [sig       ] [1346/3606] Forecasting GAMB...
[2025-11-28T20:21:34.348870] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-11-28T20:21:34.348899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-11-28T20:21:34.363618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-11-28T20:21:34.363933] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-11-28T20:21:34.364747] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-11-28T20:21:34.364798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:34.364828] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:34.364855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:34.364910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:34.421822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:34.422640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:34.422719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:34.422751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:34.542122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:34.542268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:34.542305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:34.542332] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:34.545653] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-11-28T20:21:34.545916] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-11-28T20:21:34.546032] [INFO ] [sig       ] GAMB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:34.686301] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GAMB.txt
[2025-11-28T20:21:34.686455] [INFO ] [sig       ] [1346/3606] Completed GAMB in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-28T20:21:34.686495] [INFO ] [sig       ] [1347/3606] Forecasting GANX...
[2025-11-28T20:21:34.686558] [INFO ] [sig       ] Generating forecast for: GANX
[2025-11-28T20:21:34.686622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-11-28T20:21:34.697761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-11-28T20:21:34.698148] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-11-28T20:21:34.698900] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-11-28T20:21:34.698948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:34.698979] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:34.699004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:34.699057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:34.753669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:34.754443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:34.754520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:34.754552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:34.874322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:34.874465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:34.874503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:34.874530] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:34.877798] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=48.66%)
[2025-11-28T20:21:34.878121] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-11-28T20:21:34.878248] [INFO ] [sig       ] GANX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:35.015112] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GANX.txt
[2025-11-28T20:21:35.015235] [INFO ] [sig       ] [1347/3606] Completed GANX in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-28T20:21:35.015271] [INFO ] [sig       ] [1348/3606] Forecasting GASS...
[2025-11-28T20:21:35.015300] [INFO ] [sig       ] Generating forecast for: GASS
[2025-11-28T20:21:35.015328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-11-28T20:21:35.025950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-11-28T20:21:35.026220] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-11-28T20:21:35.026950] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-11-28T20:21:35.026999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:35.027029] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:35.027055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:35.027109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:35.083335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:35.084175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:35.084255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:35.084287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:35.202690] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:35.202846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:35.202886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:35.202914] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:35.206181] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-11-28T20:21:35.206495] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-11-28T20:21:35.206644] [INFO ] [sig       ] GASS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:35.343352] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GASS.txt
[2025-11-28T20:21:35.343499] [INFO ] [sig       ] [1348/3606] Completed GASS in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-28T20:21:35.343535] [INFO ] [sig       ] [1349/3606] Forecasting GATX...
[2025-11-28T20:21:35.343564] [INFO ] [sig       ] Generating forecast for: GATX
[2025-11-28T20:21:35.343618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-11-28T20:21:35.354733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-11-28T20:21:35.355045] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-11-28T20:21:35.355849] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-11-28T20:21:35.355899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:35.355930] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:35.355956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:35.356011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:35.411430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:35.412229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:35.412308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:35.412340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:35.533967] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:35.534130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:35.534180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:35.534211] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:35.537684] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=29.12%)
[2025-11-28T20:21:35.537948] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-11-28T20:21:35.538088] [INFO ] [sig       ] GATX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:35.678207] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GATX.txt
[2025-11-28T20:21:35.678354] [INFO ] [sig       ] [1349/3606] Completed GATX in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-28T20:21:35.678393] [INFO ] [sig       ] [1350/3606] Forecasting GAUZ...
[2025-11-28T20:21:35.678421] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-11-28T20:21:35.678450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-11-28T20:21:35.689724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-11-28T20:21:35.690099] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-11-28T20:21:35.690865] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-11-28T20:21:35.690914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:35.690944] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:35.690969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:35.691053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:35.748362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:35.749204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:35.749283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:35.749314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:35.883637] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:35.883799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:35.883838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:35.883866] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:35.887215] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-11-28T20:21:35.887514] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-11-28T20:21:35.887658] [INFO ] [sig       ] GAUZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:36.022959] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GAUZ.txt
[2025-11-28T20:21:36.023103] [INFO ] [sig       ] [1350/3606] Completed GAUZ in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-28T20:21:36.023144] [INFO ] [sig       ] [1351/3606] Forecasting GBAB...
[2025-11-28T20:21:36.023172] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-11-28T20:21:36.023202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-11-28T20:21:36.037975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-11-28T20:21:36.038424] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-11-28T20:21:36.039536] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-11-28T20:21:36.039621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:36.039674] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:36.039722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:36.039810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:36.105404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:36.106210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:36.106287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:36.106319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:36.223737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:36.223891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:36.223928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:36.223956] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:36.227158] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=40.12%)
[2025-11-28T20:21:36.227419] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-11-28T20:21:36.227534] [INFO ] [sig       ] GBAB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:36.363133] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GBAB.txt
[2025-11-28T20:21:36.363249] [INFO ] [sig       ] [1351/3606] Completed GBAB in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-28T20:21:36.363287] [INFO ] [sig       ] [1352/3606] Forecasting GBCI...
[2025-11-28T20:21:36.363316] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-11-28T20:21:36.363345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-11-28T20:21:36.374040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-11-28T20:21:36.374295] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-11-28T20:21:36.375024] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-11-28T20:21:36.375073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:36.375103] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:36.375129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:36.375183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:36.429988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:36.430560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:36.430650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:36.430680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:36.548862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:36.548996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:36.549040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:36.549076] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:36.552271] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-11-28T20:21:36.552527] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-11-28T20:21:36.552661] [INFO ] [sig       ] GBCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:36.688714] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GBCI.txt
[2025-11-28T20:21:36.688833] [INFO ] [sig       ] [1352/3606] Completed GBCI in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.6m
[2025-11-28T20:21:36.688871] [INFO ] [sig       ] [1353/3606] Forecasting GBDC...
[2025-11-28T20:21:36.688899] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-11-28T20:21:36.688928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-11-28T20:21:36.699614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-11-28T20:21:36.699872] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-11-28T20:21:36.700595] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-11-28T20:21:36.700645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:36.700677] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:36.700703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:36.700757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:36.755355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:36.756176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:36.756253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:36.756284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:36.873544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:36.873693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:36.873729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:36.873757] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:36.876920] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-11-28T20:21:36.877209] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-11-28T20:21:36.877325] [INFO ] [sig       ] GBDC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:37.014358] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GBDC.txt
[2025-11-28T20:21:37.014480] [INFO ] [sig       ] [1353/3606] Completed GBDC in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.6m
[2025-11-28T20:21:37.014518] [INFO ] [sig       ] [1354/3606] Forecasting GBIO...
[2025-11-28T20:21:37.014546] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-11-28T20:21:37.014590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-11-28T20:21:37.025751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-11-28T20:21:37.026013] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-11-28T20:21:37.026751] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-11-28T20:21:37.026811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:37.026842] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:37.026869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:37.026924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:37.082102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:37.082709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:37.082784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:37.082816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:37.199791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:37.199927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:37.199966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:37.199994] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:37.203235] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: UP (p=53.90%)
[2025-11-28T20:21:37.203495] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-11-28T20:21:37.203631] [INFO ] [sig       ] GBIO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:37.339822] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GBIO.txt
[2025-11-28T20:21:37.339933] [INFO ] [sig       ] [1354/3606] Completed GBIO in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.6m
[2025-11-28T20:21:37.339970] [INFO ] [sig       ] [1355/3606] Forecasting GBTG...
[2025-11-28T20:21:37.339998] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-11-28T20:21:37.340027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-11-28T20:21:37.350796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-11-28T20:21:37.351072] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-11-28T20:21:37.351802] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-11-28T20:21:37.351850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:37.351880] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:37.351906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:37.351960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:37.407184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:37.407818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:37.407892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:37.407924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:37.526734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:37.526853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:37.526890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:37.526918] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:37.530081] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=55.89%)
[2025-11-28T20:21:37.530335] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-11-28T20:21:37.530447] [INFO ] [sig       ] GBTG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:37.667012] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GBTG.txt
[2025-11-28T20:21:37.667145] [INFO ] [sig       ] [1355/3606] Completed GBTG in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.6m
[2025-11-28T20:21:37.667182] [INFO ] [sig       ] [1356/3606] Forecasting GBX...
[2025-11-28T20:21:37.667210] [INFO ] [sig       ] Generating forecast for: GBX
[2025-11-28T20:21:37.667239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-11-28T20:21:37.678456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-11-28T20:21:37.678742] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-11-28T20:21:37.679455] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-11-28T20:21:37.679503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:37.679533] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:37.679559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:37.679631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:37.734819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:37.735399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:37.735471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:37.735501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:37.847183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:37.847324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:37.847361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:37.847388] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:37.850593] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-11-28T20:21:37.850846] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-11-28T20:21:37.850959] [INFO ] [sig       ] GBX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:37.987122] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GBX.txt
[2025-11-28T20:21:37.987237] [INFO ] [sig       ] [1356/3606] Completed GBX in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.6m
[2025-11-28T20:21:37.987273] [INFO ] [sig       ] [1357/3606] Forecasting GCBC...
[2025-11-28T20:21:37.987302] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-11-28T20:21:37.987330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-11-28T20:21:37.997736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-11-28T20:21:37.998079] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-11-28T20:21:37.998814] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-11-28T20:21:37.998861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:37.998891] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:37.998917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:37.998971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:38.054792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:38.055399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:38.055471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:38.055502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:38.161931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:38.162059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:38.162101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:38.162127] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:38.165245] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=33.01%)
[2025-11-28T20:21:38.165499] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-11-28T20:21:38.165635] [INFO ] [sig       ] GCBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:38.301881] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GCBC.txt
[2025-11-28T20:21:38.302000] [INFO ] [sig       ] [1357/3606] Completed GCBC in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.6m
[2025-11-28T20:21:38.302046] [INFO ] [sig       ] [1358/3606] Forecasting GCMG...
[2025-11-28T20:21:38.302075] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-11-28T20:21:38.302107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-11-28T20:21:38.313378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-11-28T20:21:38.313695] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-11-28T20:21:38.314434] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-11-28T20:21:38.314490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:38.314530] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:38.314560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:38.314636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:38.370131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:38.370968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:38.371049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:38.371083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:38.493073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:38.493217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:38.493254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:38.493281] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:38.496785] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=82.49%)
[2025-11-28T20:21:38.497040] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-11-28T20:21:38.497155] [INFO ] [sig       ] GCMG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:38.643178] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GCMG.txt
[2025-11-28T20:21:38.643295] [INFO ] [sig       ] [1358/3606] Completed GCMG in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.6m
[2025-11-28T20:21:38.643332] [INFO ] [sig       ] [1359/3606] Forecasting GCO...
[2025-11-28T20:21:38.643360] [INFO ] [sig       ] Generating forecast for: GCO
[2025-11-28T20:21:38.643389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-11-28T20:21:38.654157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-11-28T20:21:38.654436] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-11-28T20:21:38.655182] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-11-28T20:21:38.655230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:38.655259] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:38.655284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:38.655528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:38.709759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:38.710380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:38.710457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:38.710489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:38.833792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:38.833926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:38.833962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:38.833989] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:38.837144] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=14.64%)
[2025-11-28T20:21:38.837400] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-11-28T20:21:38.837530] [INFO ] [sig       ] GCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:38.979921] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GCO.txt
[2025-11-28T20:21:38.980044] [INFO ] [sig       ] [1359/3606] Completed GCO in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.6m
[2025-11-28T20:21:38.980081] [INFO ] [sig       ] [1360/3606] Forecasting GD...
[2025-11-28T20:21:38.980111] [INFO ] [sig       ] Generating forecast for: GD
[2025-11-28T20:21:38.980141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-11-28T20:21:38.991411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-11-28T20:21:38.991696] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-11-28T20:21:38.992413] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-11-28T20:21:38.992461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:38.992491] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:38.992516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:38.992587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:39.046859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:39.047689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:39.047763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:39.047794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:39.164818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:39.164961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:39.164999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:39.165027] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:39.168225] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=32.65%)
[2025-11-28T20:21:39.168497] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-11-28T20:21:39.168637] [INFO ] [sig       ] GD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:39.304625] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GD.txt
[2025-11-28T20:21:39.304764] [INFO ] [sig       ] [1360/3606] Completed GD in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-28T20:21:39.304802] [INFO ] [sig       ] [1361/3606] Forecasting GDC...
[2025-11-28T20:21:39.304830] [INFO ] [sig       ] Generating forecast for: GDC
[2025-11-28T20:21:39.304859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-11-28T20:21:39.315391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-11-28T20:21:39.315721] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-11-28T20:21:39.316440] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-11-28T20:21:39.316488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:39.316519] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:39.316545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:39.316618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:39.370794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:39.371396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:39.371470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:39.371500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:39.491630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:39.491781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:39.491818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:39.491864] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:39.495110] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=15.67%)
[2025-11-28T20:21:39.495386] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-11-28T20:21:39.495505] [INFO ] [sig       ] GDC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:39.631652] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GDC.txt
[2025-11-28T20:21:39.631802] [INFO ] [sig       ] [1361/3606] Completed GDC in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-28T20:21:39.631842] [INFO ] [sig       ] [1362/3606] Forecasting GDDY...
[2025-11-28T20:21:39.631870] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-11-28T20:21:39.631899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-11-28T20:21:39.642698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-11-28T20:21:39.642973] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-11-28T20:21:39.643706] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-11-28T20:21:39.643755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:39.643784] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:39.643809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:39.643863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:39.698562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:39.699191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:39.699263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:39.699294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:39.818433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:39.818583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:39.818621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:39.818649] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:39.821808] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=32.63%)
[2025-11-28T20:21:39.822062] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-11-28T20:21:39.822180] [INFO ] [sig       ] GDDY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:39.958543] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GDDY.txt
[2025-11-28T20:21:39.958704] [INFO ] [sig       ] [1362/3606] Completed GDDY in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-28T20:21:39.958747] [INFO ] [sig       ] [1363/3606] Forecasting GDEN...
[2025-11-28T20:21:39.958777] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-11-28T20:21:39.958809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-11-28T20:21:39.969188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-11-28T20:21:39.969474] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-11-28T20:21:39.970265] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-11-28T20:21:39.970316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:39.970346] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:39.970372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:39.970428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:40.027514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:40.028309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:40.028407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:40.028440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:40.146169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:40.146303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:40.146339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:40.146367] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:40.149544] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: UP (p=52.43%)
[2025-11-28T20:21:40.149817] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-11-28T20:21:40.149933] [INFO ] [sig       ] GDEN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:40.284986] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GDEN.txt
[2025-11-28T20:21:40.285106] [INFO ] [sig       ] [1363/3606] Completed GDEN in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-28T20:21:40.285169] [INFO ] [sig       ] [1364/3606] Forecasting GDHG...
[2025-11-28T20:21:40.285198] [INFO ] [sig       ] Generating forecast for: GDHG
[2025-11-28T20:21:40.285227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDHG' from 'https://tdm.silogroup.org/data/derivative_storage/GDHG.csv'.
[2025-11-28T20:21:40.295693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDHG'.
[2025-11-28T20:21:40.296000] [INFO ] [FORECASTER] Starting predict_future for GDHG
[2025-11-28T20:21:40.296752] [DEBUG] [LOCAL     ] No optimal features file found for GDHG: ./output/feature-sets/GDHG.txt
[2025-11-28T20:21:40.296801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:40.296833] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:40.296860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:40.296916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:40.352739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:40.353388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:40.353464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:40.353497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:40.466104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:40.466250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:40.466287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:40.466313] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:40.469568] [DEBUG] [FORECASTER] GDHG: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-11-28T20:21:40.469840] [INFO ] [FORECASTER] Completed predict_future for GDHG
[2025-11-28T20:21:40.469954] [INFO ] [sig       ] GDHG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:40.609014] [INFO ] [LOCAL     ] Saved forecast: GDHG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GDHG.txt
[2025-11-28T20:21:40.609163] [INFO ] [sig       ] [1364/3606] Completed GDHG in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-28T20:21:40.609202] [INFO ] [sig       ] [1365/3606] Forecasting GDRX...
[2025-11-28T20:21:40.609232] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-11-28T20:21:40.609263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-11-28T20:21:40.628911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-11-28T20:21:40.629257] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-11-28T20:21:40.630007] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-11-28T20:21:40.630056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:40.630101] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:40.630128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:40.630183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:40.684631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:40.685393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:40.685467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:40.685499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:40.803036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:40.803173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:40.803210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:40.803237] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:40.806386] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=85.81%)
[2025-11-28T20:21:40.806661] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-11-28T20:21:40.806777] [INFO ] [sig       ] GDRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:40.941112] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GDRX.txt
[2025-11-28T20:21:40.941237] [INFO ] [sig       ] [1365/3606] Completed GDRX in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-28T20:21:40.941274] [INFO ] [sig       ] [1366/3606] Forecasting GDS...
[2025-11-28T20:21:40.941304] [INFO ] [sig       ] Generating forecast for: GDS
[2025-11-28T20:21:40.941333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-11-28T20:21:40.956359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-11-28T20:21:40.956686] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-11-28T20:21:40.957422] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-11-28T20:21:40.957472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:40.957504] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:40.957531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:40.957606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:41.012966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:41.013680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:41.013760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:41.013791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:41.135890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:41.136035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:41.136075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:41.136104] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:41.139354] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-11-28T20:21:41.139634] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-11-28T20:21:41.139753] [INFO ] [sig       ] GDS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:41.276044] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GDS.txt
[2025-11-28T20:21:41.276169] [INFO ] [sig       ] [1366/3606] Completed GDS in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-28T20:21:41.276207] [INFO ] [sig       ] [1367/3606] Forecasting GDYN...
[2025-11-28T20:21:41.276236] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-11-28T20:21:41.276264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-11-28T20:21:41.287875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-11-28T20:21:41.288204] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-11-28T20:21:41.288962] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-11-28T20:21:41.289012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:41.289043] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:41.289094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:41.289153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:41.344832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:41.345511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:41.345607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:41.345642] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:41.468730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:41.468876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:41.468917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:41.468945] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:41.472657] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-11-28T20:21:41.472923] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-11-28T20:21:41.473041] [INFO ] [sig       ] GDYN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:41.612551] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GDYN.txt
[2025-11-28T20:21:41.612691] [INFO ] [sig       ] [1367/3606] Completed GDYN in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-28T20:21:41.612728] [INFO ] [sig       ] [1368/3606] Forecasting GE...
[2025-11-28T20:21:41.612757] [INFO ] [sig       ] Generating forecast for: GE
[2025-11-28T20:21:41.612786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-11-28T20:21:41.624172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-11-28T20:21:41.624474] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-11-28T20:21:41.625210] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-11-28T20:21:41.625257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:41.625287] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:41.625313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:41.625367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:41.681825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:41.682690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:41.682786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:41.682824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:41.807918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:41.808093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:41.808134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:41.808163] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:41.811479] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=78.39%)
[2025-11-28T20:21:41.811761] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-11-28T20:21:41.811879] [INFO ] [sig       ] GE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:41.948831] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GE.txt
[2025-11-28T20:21:41.948956] [INFO ] [sig       ] [1368/3606] Completed GE in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-28T20:21:41.948994] [INFO ] [sig       ] [1369/3606] Forecasting GEHC...
[2025-11-28T20:21:41.949021] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-11-28T20:21:41.949079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-11-28T20:21:41.960088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-11-28T20:21:41.960392] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-11-28T20:21:41.961216] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-11-28T20:21:41.961280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:41.961314] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:41.961342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:41.961398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:42.017167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:42.017906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:42.017982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:42.018015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:42.140995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:42.141141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:42.141181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:42.141208] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:42.144747] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: DOWN (p=43.41%)
[2025-11-28T20:21:42.145011] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-11-28T20:21:42.145131] [INFO ] [sig       ] GEHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:42.285486] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GEHC.txt
[2025-11-28T20:21:42.285630] [INFO ] [sig       ] [1369/3606] Completed GEHC in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-28T20:21:42.285671] [INFO ] [sig       ] [1370/3606] Forecasting GEL...
[2025-11-28T20:21:42.285699] [INFO ] [sig       ] Generating forecast for: GEL
[2025-11-28T20:21:42.285728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-11-28T20:21:42.296679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-11-28T20:21:42.296958] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-11-28T20:21:42.297691] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-11-28T20:21:42.297739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:42.297769] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:42.297794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:42.297848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:42.353923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:42.354666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:42.354745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:42.354777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:42.473359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:42.473499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:42.473537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:42.473565] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:42.476802] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2025-11-28T20:21:42.477056] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-11-28T20:21:42.477168] [INFO ] [sig       ] GEL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:42.613112] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GEL.txt
[2025-11-28T20:21:42.613247] [INFO ] [sig       ] [1370/3606] Completed GEL in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.5m
[2025-11-28T20:21:42.613286] [INFO ] [sig       ] [1371/3606] Forecasting GEN...
[2025-11-28T20:21:42.613314] [INFO ] [sig       ] Generating forecast for: GEN
[2025-11-28T20:21:42.613343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-11-28T20:21:42.624397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-11-28T20:21:42.624733] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-11-28T20:21:42.625469] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-11-28T20:21:42.625519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:42.625549] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:42.625594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:42.625654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:42.682861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:42.683594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:42.683671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:42.683703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:42.806890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:42.807047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:42.807087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:42.807116] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:42.810725] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-11-28T20:21:42.811006] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-11-28T20:21:42.811132] [INFO ] [sig       ] GEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:42.949086] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GEN.txt
[2025-11-28T20:21:42.949210] [INFO ] [sig       ] [1371/3606] Completed GEN in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.5m
[2025-11-28T20:21:42.949248] [INFO ] [sig       ] [1372/3606] Forecasting GENI...
[2025-11-28T20:21:42.949276] [INFO ] [sig       ] Generating forecast for: GENI
[2025-11-28T20:21:42.949305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-11-28T20:21:42.960377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-11-28T20:21:42.960664] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-11-28T20:21:42.961446] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-11-28T20:21:42.961496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:42.961525] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:42.961551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:42.961627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:43.016854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:43.017617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:43.017693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:43.017725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:43.133649] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:43.133800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:43.133846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:43.133902] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:43.137253] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=59.23%)
[2025-11-28T20:21:43.137518] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-11-28T20:21:43.137655] [INFO ] [sig       ] GENI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:43.275199] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GENI.txt
[2025-11-28T20:21:43.275338] [INFO ] [sig       ] [1372/3606] Completed GENI in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.5m
[2025-11-28T20:21:43.275377] [INFO ] [sig       ] [1373/3606] Forecasting GENK...
[2025-11-28T20:21:43.275406] [INFO ] [sig       ] Generating forecast for: GENK
[2025-11-28T20:21:43.275435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-11-28T20:21:43.286816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-11-28T20:21:43.287148] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-11-28T20:21:43.288183] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-11-28T20:21:43.288235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:43.288266] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:43.288292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:43.288348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:43.348302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:43.349016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:43.349096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:43.349131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:43.484596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:43.484743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:43.484788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:43.484826] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:43.488405] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=92.84%)
[2025-11-28T20:21:43.488698] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-11-28T20:21:43.488822] [INFO ] [sig       ] GENK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:43.632346] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GENK.txt
[2025-11-28T20:21:43.632491] [INFO ] [sig       ] [1373/3606] Completed GENK in 0.4s | 2.98 sym/s | Total: 7.7m | ETA: 12.5m
[2025-11-28T20:21:43.632558] [INFO ] [sig       ] [1374/3606] Forecasting GEOS...
[2025-11-28T20:21:43.632620] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-11-28T20:21:43.632665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-11-28T20:21:43.643823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-11-28T20:21:43.644109] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-11-28T20:21:43.644931] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-11-28T20:21:43.644983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:43.645016] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:43.645044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:43.645103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:43.702943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:43.703601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:43.703677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:43.703709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:43.841749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:43.841897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:43.841936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:43.841965] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:43.845229] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-11-28T20:21:43.845502] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-11-28T20:21:43.845641] [INFO ] [sig       ] GEOS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:43.986073] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GEOS.txt
[2025-11-28T20:21:43.986227] [INFO ] [sig       ] [1374/3606] Completed GEOS in 0.4s | 2.98 sym/s | Total: 7.7m | ETA: 12.5m
[2025-11-28T20:21:43.986273] [INFO ] [sig       ] [1375/3606] Forecasting GERN...
[2025-11-28T20:21:43.986309] [INFO ] [sig       ] Generating forecast for: GERN
[2025-11-28T20:21:43.986344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-11-28T20:21:43.997107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-11-28T20:21:43.997361] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-11-28T20:21:43.998109] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-11-28T20:21:43.998157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:43.998187] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:43.998213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:43.998268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:44.054644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:44.055281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:44.055358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:44.055392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:44.174006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:44.174138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:44.174174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:44.174202] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:44.177481] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=91.46%)
[2025-11-28T20:21:44.177752] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-11-28T20:21:44.177868] [INFO ] [sig       ] GERN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:44.315662] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GERN.txt
[2025-11-28T20:21:44.315781] [INFO ] [sig       ] [1375/3606] Completed GERN in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.5m
[2025-11-28T20:21:44.315818] [INFO ] [sig       ] [1376/3606] Forecasting GES...
[2025-11-28T20:21:44.315845] [INFO ] [sig       ] Generating forecast for: GES
[2025-11-28T20:21:44.315874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-11-28T20:21:44.326841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-11-28T20:21:44.327124] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-11-28T20:21:44.327886] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-11-28T20:21:44.327937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:44.327968] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:44.327996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:44.328105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:44.385502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:44.386127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:44.386202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:44.386242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:44.504209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:44.504333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:44.504370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:44.504398] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:44.507598] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=33.76%)
[2025-11-28T20:21:44.507857] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-11-28T20:21:44.507970] [INFO ] [sig       ] GES: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:44.645035] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GES.txt
[2025-11-28T20:21:44.645155] [INFO ] [sig       ] [1376/3606] Completed GES in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.5m
[2025-11-28T20:21:44.645193] [INFO ] [sig       ] [1377/3606] Forecasting GEVO...
[2025-11-28T20:21:44.645221] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-11-28T20:21:44.645254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-11-28T20:21:44.656286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-11-28T20:21:44.656564] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-11-28T20:21:44.657299] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-11-28T20:21:44.657347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:44.657377] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:44.657404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:44.657458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:44.712967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:44.713546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:44.713657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:44.713690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:44.831961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:44.832091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:44.832128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:44.832156] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:44.835375] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=31.60%)
[2025-11-28T20:21:44.835653] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-11-28T20:21:44.835771] [INFO ] [sig       ] GEVO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:44.978307] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GEVO.txt
[2025-11-28T20:21:44.978467] [INFO ] [sig       ] [1377/3606] Completed GEVO in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-28T20:21:44.978505] [INFO ] [sig       ] [1378/3606] Forecasting GFF...
[2025-11-28T20:21:44.978535] [INFO ] [sig       ] Generating forecast for: GFF
[2025-11-28T20:21:44.978565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-11-28T20:21:44.992218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-11-28T20:21:44.992624] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-11-28T20:21:44.993550] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-11-28T20:21:44.993653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:44.993699] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:44.993742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:44.993821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:45.057704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:45.058540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:45.058639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:45.058672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:45.172269] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:45.172411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:45.172450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:45.172477] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:45.175747] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-11-28T20:21:45.176005] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-11-28T20:21:45.176117] [INFO ] [sig       ] GFF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:45.312646] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GFF.txt
[2025-11-28T20:21:45.312758] [INFO ] [sig       ] [1378/3606] Completed GFF in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-28T20:21:45.312795] [INFO ] [sig       ] [1379/3606] Forecasting GFI...
[2025-11-28T20:21:45.312823] [INFO ] [sig       ] Generating forecast for: GFI
[2025-11-28T20:21:45.312852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-11-28T20:21:45.323945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-11-28T20:21:45.324220] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-11-28T20:21:45.324986] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-11-28T20:21:45.325035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:45.325065] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:45.325090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:45.325145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:45.381462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:45.382276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:45.382356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:45.382387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:45.506743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:45.506873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:45.506908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:45.506936] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:45.510119] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=64.92%)
[2025-11-28T20:21:45.510403] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-11-28T20:21:45.510518] [INFO ] [sig       ] GFI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:45.648859] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GFI.txt
[2025-11-28T20:21:45.648969] [INFO ] [sig       ] [1379/3606] Completed GFI in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-28T20:21:45.649006] [INFO ] [sig       ] [1380/3606] Forecasting GFL...
[2025-11-28T20:21:45.649033] [INFO ] [sig       ] Generating forecast for: GFL
[2025-11-28T20:21:45.649061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-11-28T20:21:45.659774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-11-28T20:21:45.660051] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-11-28T20:21:45.660843] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-11-28T20:21:45.660893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:45.660925] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:45.660951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:45.661006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:45.717031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:45.717664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:45.717738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:45.717769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:45.841349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:45.841499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:45.841537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:45.841567] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:45.844946] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=40.70%)
[2025-11-28T20:21:45.845208] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-11-28T20:21:45.845328] [INFO ] [sig       ] GFL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:45.985238] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GFL.txt
[2025-11-28T20:21:45.985424] [INFO ] [sig       ] [1380/3606] Completed GFL in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-28T20:21:45.985490] [INFO ] [sig       ] [1381/3606] Forecasting GFS...
[2025-11-28T20:21:45.985532] [INFO ] [sig       ] Generating forecast for: GFS
[2025-11-28T20:21:45.985598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-11-28T20:21:45.996939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-11-28T20:21:45.997274] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-11-28T20:21:45.998073] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-11-28T20:21:45.998125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:45.998157] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:45.998185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:45.998241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:46.054055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:46.054861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:46.054941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:46.054972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:46.170855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:46.171013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:46.171051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:46.171078] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:46.174324] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=85.70%)
[2025-11-28T20:21:46.174636] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-11-28T20:21:46.174764] [INFO ] [sig       ] GFS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:46.313468] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GFS.txt
[2025-11-28T20:21:46.313654] [INFO ] [sig       ] [1381/3606] Completed GFS in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-28T20:21:46.313697] [INFO ] [sig       ] [1382/3606] Forecasting GGAL...
[2025-11-28T20:21:46.313728] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-11-28T20:21:46.313759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-11-28T20:21:46.328774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-11-28T20:21:46.329147] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-11-28T20:21:46.329991] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-11-28T20:21:46.330043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:46.330074] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:46.330099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:46.330153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:46.386651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:46.387541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:46.387637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:46.387670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:46.506830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:46.506974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:46.507012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:46.507039] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:46.510429] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-11-28T20:21:46.510716] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-11-28T20:21:46.510857] [INFO ] [sig       ] GGAL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:46.649778] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GGAL.txt
[2025-11-28T20:21:46.649914] [INFO ] [sig       ] [1382/3606] Completed GGAL in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-28T20:21:46.649952] [INFO ] [sig       ] [1383/3606] Forecasting GGB...
[2025-11-28T20:21:46.649981] [INFO ] [sig       ] Generating forecast for: GGB
[2025-11-28T20:21:46.650022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-11-28T20:21:46.661604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-11-28T20:21:46.661946] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-11-28T20:21:46.662703] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-11-28T20:21:46.662752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:46.662783] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:46.662808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:46.662862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:46.724063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:46.724921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:46.725015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:46.725057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:46.870630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:46.870789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:46.870839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:46.870878] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:46.875051] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-11-28T20:21:46.875412] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-11-28T20:21:46.875561] [INFO ] [sig       ] GGB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:47.034772] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GGB.txt
[2025-11-28T20:21:47.034940] [INFO ] [sig       ] [1383/3606] Completed GGB in 0.4s | 2.98 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-28T20:21:47.034980] [INFO ] [sig       ] [1384/3606] Forecasting GGG...
[2025-11-28T20:21:47.035009] [INFO ] [sig       ] Generating forecast for: GGG
[2025-11-28T20:21:47.035039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-11-28T20:21:47.046313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-11-28T20:21:47.046642] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-11-28T20:21:47.047390] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-11-28T20:21:47.047439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:47.047494] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:47.047522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:47.047595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:47.103764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:47.104536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:47.104630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:47.104662] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:47.225703] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:47.225845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:47.225881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:47.225909] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:47.229084] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2025-11-28T20:21:47.229360] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-11-28T20:21:47.229485] [INFO ] [sig       ] GGG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:47.366275] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GGG.txt
[2025-11-28T20:21:47.366393] [INFO ] [sig       ] [1384/3606] Completed GGG in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-28T20:21:47.366432] [INFO ] [sig       ] [1385/3606] Forecasting GGLL...
[2025-11-28T20:21:47.366459] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-11-28T20:21:47.366488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-11-28T20:21:47.377197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-11-28T20:21:47.377506] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-11-28T20:21:47.378339] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-11-28T20:21:47.378406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:47.378444] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:47.378470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:47.378525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:47.435205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:47.435813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:47.435887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:47.435918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:47.553168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:47.553271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:47.553328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:47.553361] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:47.556670] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-11-28T20:21:47.556933] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-11-28T20:21:47.557049] [INFO ] [sig       ] GGLL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:47.698743] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GGLL.txt
[2025-11-28T20:21:47.698864] [INFO ] [sig       ] [1385/3606] Completed GGLL in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-28T20:21:47.698901] [INFO ] [sig       ] [1386/3606] Forecasting GGLS...
[2025-11-28T20:21:47.698930] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-11-28T20:21:47.698959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-11-28T20:21:47.709770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-11-28T20:21:47.710094] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-11-28T20:21:47.710865] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-11-28T20:21:47.710915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:47.710946] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:47.710971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:47.711024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:47.767652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:47.768315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:47.768391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:47.768423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:47.889328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:47.889475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:47.889514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:47.889540] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:47.892905] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=14.41%)
[2025-11-28T20:21:47.893165] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-11-28T20:21:47.893288] [INFO ] [sig       ] GGLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:48.031617] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GGLS.txt
[2025-11-28T20:21:48.031765] [INFO ] [sig       ] [1386/3606] Completed GGLS in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-28T20:21:48.031802] [INFO ] [sig       ] [1387/3606] Forecasting GH...
[2025-11-28T20:21:48.031830] [INFO ] [sig       ] Generating forecast for: GH
[2025-11-28T20:21:48.031861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-11-28T20:21:48.042643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-11-28T20:21:48.042913] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-11-28T20:21:48.043651] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-11-28T20:21:48.043700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:48.043729] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:48.043754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:48.043808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:48.099854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:48.100490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:48.100564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:48.100615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:48.224130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:48.224271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:48.224310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:48.224371] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:48.227696] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=58.11%)
[2025-11-28T20:21:48.227958] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-11-28T20:21:48.228117] [INFO ] [sig       ] GH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:48.366644] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GH.txt
[2025-11-28T20:21:48.366776] [INFO ] [sig       ] [1387/3606] Completed GH in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-28T20:21:48.366814] [INFO ] [sig       ] [1388/3606] Forecasting GHI...
[2025-11-28T20:21:48.366843] [INFO ] [sig       ] Generating forecast for: GHI
[2025-11-28T20:21:48.366873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-11-28T20:21:48.381043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-11-28T20:21:48.381325] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-11-28T20:21:48.382054] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-11-28T20:21:48.382102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:48.382132] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:48.382157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:48.382211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:48.436601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:48.437235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:48.437308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:48.437338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:48.551793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:48.551923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:48.551961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:48.551988] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:48.555273] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=38.83%)
[2025-11-28T20:21:48.555535] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-11-28T20:21:48.555667] [INFO ] [sig       ] GHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:48.693589] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GHI.txt
[2025-11-28T20:21:48.693713] [INFO ] [sig       ] [1388/3606] Completed GHI in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.4m
[2025-11-28T20:21:48.693750] [INFO ] [sig       ] [1389/3606] Forecasting GHM...
[2025-11-28T20:21:48.693779] [INFO ] [sig       ] Generating forecast for: GHM
[2025-11-28T20:21:48.693808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-11-28T20:21:48.705044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-11-28T20:21:48.705318] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-11-28T20:21:48.706049] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-11-28T20:21:48.706097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:48.706138] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:48.706169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:48.706226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:48.762818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:48.763487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:48.763563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:48.763615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:48.884477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:48.884640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:48.884679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:48.884708] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:48.888059] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=85.70%)
[2025-11-28T20:21:48.888332] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-11-28T20:21:48.888456] [INFO ] [sig       ] GHM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:49.029277] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GHM.txt
[2025-11-28T20:21:49.029429] [INFO ] [sig       ] [1389/3606] Completed GHM in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.4m
[2025-11-28T20:21:49.029470] [INFO ] [sig       ] [1390/3606] Forecasting GHRS...
[2025-11-28T20:21:49.029499] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-11-28T20:21:49.029530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-11-28T20:21:49.040589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-11-28T20:21:49.040864] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-11-28T20:21:49.041616] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-11-28T20:21:49.041665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:49.041696] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:49.041722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:49.041778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:49.097561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:49.098284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:49.098362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:49.098394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:49.218104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:49.218240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:49.218277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:49.218304] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:49.221564] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2025-11-28T20:21:49.221859] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-11-28T20:21:49.221987] [INFO ] [sig       ] GHRS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:49.359925] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GHRS.txt
[2025-11-28T20:21:49.360048] [INFO ] [sig       ] [1390/3606] Completed GHRS in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.4m
[2025-11-28T20:21:49.360087] [INFO ] [sig       ] [1391/3606] Forecasting GHY...
[2025-11-28T20:21:49.360115] [INFO ] [sig       ] Generating forecast for: GHY
[2025-11-28T20:21:49.360144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-11-28T20:21:49.370726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-11-28T20:21:49.370999] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-11-28T20:21:49.371720] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-11-28T20:21:49.371769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:49.371799] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:49.371825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:49.371879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:49.426404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:49.426995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:49.427065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:49.427096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:49.543631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:49.543759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:49.543794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:49.543822] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:49.546927] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=81.30%)
[2025-11-28T20:21:49.547182] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-11-28T20:21:49.547297] [INFO ] [sig       ] GHY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:49.684169] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GHY.txt
[2025-11-28T20:21:49.684283] [INFO ] [sig       ] [1391/3606] Completed GHY in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.4m
[2025-11-28T20:21:49.684320] [INFO ] [sig       ] [1392/3606] Forecasting GIB...
[2025-11-28T20:21:49.684348] [INFO ] [sig       ] Generating forecast for: GIB
[2025-11-28T20:21:49.684380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-11-28T20:21:49.695953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-11-28T20:21:49.696222] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-11-28T20:21:49.696994] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-11-28T20:21:49.697043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:49.697072] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:49.697098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:49.697152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:49.754191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:49.754822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:49.754895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:49.754925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:49.872979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:49.873105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:49.873148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:49.873175] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:49.877257] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-11-28T20:21:49.877513] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-11-28T20:21:49.877652] [INFO ] [sig       ] GIB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:50.018593] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GIB.txt
[2025-11-28T20:21:50.018718] [INFO ] [sig       ] [1392/3606] Completed GIB in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.4m
[2025-11-28T20:21:50.018754] [INFO ] [sig       ] [1393/3606] Forecasting GIFI...
[2025-11-28T20:21:50.018808] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-11-28T20:21:50.018839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-11-28T20:21:50.029742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-11-28T20:21:50.030032] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-11-28T20:21:50.030961] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-11-28T20:21:50.031009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:50.031039] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:50.031064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:50.031117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:50.085744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:50.086320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:50.086399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:50.086429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:50.201012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:50.201150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:50.201186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:50.201213] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:50.204366] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-11-28T20:21:50.204636] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-11-28T20:21:50.204749] [INFO ] [sig       ] GIFI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:50.342957] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GIFI.txt
[2025-11-28T20:21:50.343075] [INFO ] [sig       ] [1393/3606] Completed GIFI in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.4m
[2025-11-28T20:21:50.343112] [INFO ] [sig       ] [1394/3606] Forecasting GIII...
[2025-11-28T20:21:50.343140] [INFO ] [sig       ] Generating forecast for: GIII
[2025-11-28T20:21:50.343169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-11-28T20:21:50.354014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-11-28T20:21:50.354300] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-11-28T20:21:50.355041] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-11-28T20:21:50.355089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:50.355119] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:50.355145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:50.355199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:50.411529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:50.412164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:50.412262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:50.412296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:50.531453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:50.531604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:50.531641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:50.531670] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:50.534882] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-11-28T20:21:50.535137] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-11-28T20:21:50.535252] [INFO ] [sig       ] GIII: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:50.671902] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GIII.txt
[2025-11-28T20:21:50.672025] [INFO ] [sig       ] [1394/3606] Completed GIII in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.4m
[2025-11-28T20:21:50.672063] [INFO ] [sig       ] [1395/3606] Forecasting GIL...
[2025-11-28T20:21:50.672092] [INFO ] [sig       ] Generating forecast for: GIL
[2025-11-28T20:21:50.672121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-11-28T20:21:50.683108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-11-28T20:21:50.683389] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-11-28T20:21:50.684121] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-11-28T20:21:50.684169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:50.684199] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:50.684225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:50.684279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:50.740222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:50.740878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:50.740951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:50.740981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:50.863337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:50.863494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:50.863537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:50.863566] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:50.866943] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2025-11-28T20:21:50.867197] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-11-28T20:21:50.867309] [INFO ] [sig       ] GIL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:51.006034] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GIL.txt
[2025-11-28T20:21:51.006168] [INFO ] [sig       ] [1395/3606] Completed GIL in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-28T20:21:51.006207] [INFO ] [sig       ] [1396/3606] Forecasting GILD...
[2025-11-28T20:21:51.006237] [INFO ] [sig       ] Generating forecast for: GILD
[2025-11-28T20:21:51.006266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-11-28T20:21:51.017453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-11-28T20:21:51.017760] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-11-28T20:21:51.018543] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-11-28T20:21:51.018612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:51.018644] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:51.018670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:51.018725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:51.075857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:51.076490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:51.076564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:51.076801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:51.202596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:51.202748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:51.202788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:51.202834] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:51.206169] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-11-28T20:21:51.206436] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-11-28T20:21:51.206593] [INFO ] [sig       ] GILD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:51.344984] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GILD.txt
[2025-11-28T20:21:51.345110] [INFO ] [sig       ] [1396/3606] Completed GILD in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-28T20:21:51.345146] [INFO ] [sig       ] [1397/3606] Forecasting GIS...
[2025-11-28T20:21:51.345175] [INFO ] [sig       ] Generating forecast for: GIS
[2025-11-28T20:21:51.345204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-11-28T20:21:51.356480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-11-28T20:21:51.356763] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-11-28T20:21:51.357467] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-11-28T20:21:51.357516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:51.357546] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:51.357590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:51.357648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:51.412687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:51.413321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:51.413395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:51.413430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:51.529821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:51.529960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:51.529997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:51.530025] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:51.533204] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=73.58%)
[2025-11-28T20:21:51.533463] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-11-28T20:21:51.533591] [INFO ] [sig       ] GIS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:51.670449] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GIS.txt
[2025-11-28T20:21:51.670623] [INFO ] [sig       ] [1397/3606] Completed GIS in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-28T20:21:51.670663] [INFO ] [sig       ] [1398/3606] Forecasting GKOS...
[2025-11-28T20:21:51.670691] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-11-28T20:21:51.670720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-11-28T20:21:51.681777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-11-28T20:21:51.682047] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-11-28T20:21:51.682805] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-11-28T20:21:51.682855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:51.682887] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:51.682915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:51.682971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:51.740726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:51.741319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:51.741393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:51.741440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:51.866405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:51.866550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:51.866605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:51.866637] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:51.870011] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-11-28T20:21:51.870277] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-11-28T20:21:51.870395] [INFO ] [sig       ] GKOS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:52.021090] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GKOS.txt
[2025-11-28T20:21:52.021241] [INFO ] [sig       ] [1398/3606] Completed GKOS in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-28T20:21:52.021280] [INFO ] [sig       ] [1399/3606] Forecasting GL...
[2025-11-28T20:21:52.021308] [INFO ] [sig       ] Generating forecast for: GL
[2025-11-28T20:21:52.021339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-11-28T20:21:52.035013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-11-28T20:21:52.035370] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-11-28T20:21:52.036404] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-11-28T20:21:52.036475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:52.036522] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:52.036564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:52.036675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:52.093741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:52.094545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:52.094638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:52.094673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:52.219215] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:52.219341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:52.219379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:52.219407] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:52.222595] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=35.69%)
[2025-11-28T20:21:52.222856] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-11-28T20:21:52.222971] [INFO ] [sig       ] GL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:52.359255] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GL.txt
[2025-11-28T20:21:52.359378] [INFO ] [sig       ] [1399/3606] Completed GL in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-28T20:21:52.359416] [INFO ] [sig       ] [1400/3606] Forecasting GLAD...
[2025-11-28T20:21:52.359444] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-11-28T20:21:52.359473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-11-28T20:21:52.370796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-11-28T20:21:52.371118] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-11-28T20:21:52.371863] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-11-28T20:21:52.371912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:52.371942] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:52.371967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:52.372034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:52.427319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:52.428174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:52.428257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:52.428288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:52.542530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:52.542690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:52.542729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:52.542758] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:52.545966] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-11-28T20:21:52.546219] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-11-28T20:21:52.546330] [INFO ] [sig       ] GLAD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:52.684267] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GLAD.txt
[2025-11-28T20:21:52.684384] [INFO ] [sig       ] [1400/3606] Completed GLAD in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-28T20:21:52.684420] [INFO ] [sig       ] [1401/3606] Forecasting GLBE...
[2025-11-28T20:21:52.684448] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-11-28T20:21:52.684477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-11-28T20:21:52.695556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-11-28T20:21:52.695831] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-11-28T20:21:52.696530] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-11-28T20:21:52.696595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:52.696649] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:52.696676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:52.696731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:52.752061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:52.752918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:52.753000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:52.753032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:52.873972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:52.874115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:52.874152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:52.874179] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:52.877503] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-11-28T20:21:52.877789] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-11-28T20:21:52.877902] [INFO ] [sig       ] GLBE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:53.017215] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GLBE.txt
[2025-11-28T20:21:53.017367] [INFO ] [sig       ] [1401/3606] Completed GLBE in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-28T20:21:53.017406] [INFO ] [sig       ] [1402/3606] Forecasting GLBS...
[2025-11-28T20:21:53.017436] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-11-28T20:21:53.017465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-11-28T20:21:53.029596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-11-28T20:21:53.029995] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-11-28T20:21:53.030775] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-11-28T20:21:53.030824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:53.030854] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:53.030880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:53.030935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:53.086016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:53.086864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:53.086943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:53.086975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:53.195490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:53.195654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:53.195694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:53.195723] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:53.199104] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-11-28T20:21:53.199378] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-11-28T20:21:53.199500] [INFO ] [sig       ] GLBS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:53.338277] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GLBS.txt
[2025-11-28T20:21:53.338426] [INFO ] [sig       ] [1402/3606] Completed GLBS in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-28T20:21:53.338464] [INFO ] [sig       ] [1403/3606] Forecasting GLDD...
[2025-11-28T20:21:53.338492] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-11-28T20:21:53.338522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-11-28T20:21:53.350193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-11-28T20:21:53.350505] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-11-28T20:21:53.351233] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-11-28T20:21:53.351282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:53.351313] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:53.351338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:53.351392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:53.406124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:53.406760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:53.406832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:53.406863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:53.525765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:53.525895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:53.525931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:53.525957] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:53.529174] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-11-28T20:21:53.529427] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-11-28T20:21:53.529539] [INFO ] [sig       ] GLDD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:53.668172] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GLDD.txt
[2025-11-28T20:21:53.668287] [INFO ] [sig       ] [1403/3606] Completed GLDD in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-28T20:21:53.668324] [INFO ] [sig       ] [1404/3606] Forecasting GLNG...
[2025-11-28T20:21:53.668352] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-11-28T20:21:53.668390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-11-28T20:21:53.680131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-11-28T20:21:53.680476] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-11-28T20:21:53.681224] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-11-28T20:21:53.681276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:53.681310] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:53.681335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:53.681388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:53.736679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:53.737320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:53.737395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:53.737426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:53.855745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:53.855880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:53.855916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:53.855973] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:53.859120] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-11-28T20:21:53.859375] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-11-28T20:21:53.859492] [INFO ] [sig       ] GLNG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:53.995795] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GLNG.txt
[2025-11-28T20:21:53.995944] [INFO ] [sig       ] [1404/3606] Completed GLNG in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-28T20:21:53.995981] [INFO ] [sig       ] [1405/3606] Forecasting GLOB...
[2025-11-28T20:21:53.996011] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-11-28T20:21:53.996040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-11-28T20:21:54.008384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-11-28T20:21:54.008732] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-11-28T20:21:54.009450] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-11-28T20:21:54.009499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:54.009530] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:54.009556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:54.009630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:54.066371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:54.066991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:54.067065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:54.067095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:54.184068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:54.184213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:54.184251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:54.184278] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:54.187507] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2025-11-28T20:21:54.187780] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-11-28T20:21:54.187894] [INFO ] [sig       ] GLOB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:54.325984] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GLOB.txt
[2025-11-28T20:21:54.326116] [INFO ] [sig       ] [1405/3606] Completed GLOB in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-28T20:21:54.326153] [INFO ] [sig       ] [1406/3606] Forecasting GLP...
[2025-11-28T20:21:54.326182] [INFO ] [sig       ] Generating forecast for: GLP
[2025-11-28T20:21:54.326210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-11-28T20:21:54.336721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-11-28T20:21:54.336959] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-11-28T20:21:54.337706] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-11-28T20:21:54.337753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:54.337783] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:54.337808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:54.337862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:54.395131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:54.395764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:54.395842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:54.395874] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:54.517717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:54.517864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:54.517901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:54.517929] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:54.521235] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=44.03%)
[2025-11-28T20:21:54.521496] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-11-28T20:21:54.521629] [INFO ] [sig       ] GLP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:54.657212] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GLP.txt
[2025-11-28T20:21:54.657333] [INFO ] [sig       ] [1406/3606] Completed GLP in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.3m
[2025-11-28T20:21:54.657371] [INFO ] [sig       ] [1407/3606] Forecasting GLPG...
[2025-11-28T20:21:54.657407] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-11-28T20:21:54.657438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-11-28T20:21:54.669400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-11-28T20:21:54.669832] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-11-28T20:21:54.670608] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-11-28T20:21:54.670657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:54.670687] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:54.670711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:54.670765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:54.728751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:54.729660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:54.729748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:54.729779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:54.863212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:54.863373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:54.863410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:54.863437] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:54.866731] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-11-28T20:21:54.866998] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-11-28T20:21:54.867119] [INFO ] [sig       ] GLPG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:55.007290] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GLPG.txt
[2025-11-28T20:21:55.007442] [INFO ] [sig       ] [1407/3606] Completed GLPG in 0.4s | 2.98 sym/s | Total: 7.9m | ETA: 12.3m
[2025-11-28T20:21:55.007489] [INFO ] [sig       ] [1408/3606] Forecasting GLPI...
[2025-11-28T20:21:55.007524] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-11-28T20:21:55.007559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-11-28T20:21:55.019252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-11-28T20:21:55.019675] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-11-28T20:21:55.020437] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-11-28T20:21:55.020487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:55.020519] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:55.020544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:55.020619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:55.078169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:55.079120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:55.079205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:55.079238] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:55.196259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:55.196414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:55.196456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:55.196490] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:55.200210] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=49.01%)
[2025-11-28T20:21:55.200553] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-11-28T20:21:55.200708] [INFO ] [sig       ] GLPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:55.339512] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GLPI.txt
[2025-11-28T20:21:55.339695] [INFO ] [sig       ] [1408/3606] Completed GLPI in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.3m
[2025-11-28T20:21:55.339736] [INFO ] [sig       ] [1409/3606] Forecasting GLRE...
[2025-11-28T20:21:55.339767] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-11-28T20:21:55.339795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-11-28T20:21:55.353648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-11-28T20:21:55.354143] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-11-28T20:21:55.355056] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-11-28T20:21:55.355116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:55.355148] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:55.355175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:55.355233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:55.412380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:55.413529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:55.413700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:55.413753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:55.534317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:55.534536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:55.534595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:55.534627] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:55.538364] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-11-28T20:21:55.538678] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-11-28T20:21:55.538805] [INFO ] [sig       ] GLRE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:55.677105] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GLRE.txt
[2025-11-28T20:21:55.677341] [INFO ] [sig       ] [1409/3606] Completed GLRE in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.3m
[2025-11-28T20:21:55.677388] [INFO ] [sig       ] [1410/3606] Forecasting GLSI...
[2025-11-28T20:21:55.677418] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-11-28T20:21:55.677450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-11-28T20:21:55.695666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-11-28T20:21:55.696214] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-11-28T20:21:55.697110] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-11-28T20:21:55.697161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:55.697192] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:55.697217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:55.697279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:55.755261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:55.756489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:55.756608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:55.756645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:55.878357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:55.878605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:55.878649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:55.878677] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:55.882491] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=30.64%)
[2025-11-28T20:21:55.882814] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-11-28T20:21:55.882947] [INFO ] [sig       ] GLSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:56.020722] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GLSI.txt
[2025-11-28T20:21:56.020928] [INFO ] [sig       ] [1410/3606] Completed GLSI in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.3m
[2025-11-28T20:21:56.020970] [INFO ] [sig       ] [1411/3606] Forecasting GLTO...
[2025-11-28T20:21:56.020999] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-11-28T20:21:56.021030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-11-28T20:21:56.037224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-11-28T20:21:56.037838] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-11-28T20:21:56.038922] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-11-28T20:21:56.038985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:56.039028] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:56.039066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:56.039143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:56.098850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:56.099792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:56.099909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:56.099941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:56.209887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:56.210034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:56.210074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:56.210102] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:56.213409] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=59.30%)
[2025-11-28T20:21:56.213733] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-11-28T20:21:56.213855] [INFO ] [sig       ] GLTO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:56.352089] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GLTO.txt
[2025-11-28T20:21:56.352244] [INFO ] [sig       ] [1411/3606] Completed GLTO in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.3m
[2025-11-28T20:21:56.352283] [INFO ] [sig       ] [1412/3606] Forecasting GLUE...
[2025-11-28T20:21:56.352313] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-11-28T20:21:56.352343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-11-28T20:21:56.363788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-11-28T20:21:56.364090] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-11-28T20:21:56.364863] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-11-28T20:21:56.364912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:56.364941] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:56.364966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:56.365019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:56.419740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:56.420313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:56.420385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:56.420415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:56.538489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:56.538664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:56.538703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:56.538730] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:56.541935] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=27.05%)
[2025-11-28T20:21:56.542187] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-11-28T20:21:56.542299] [INFO ] [sig       ] GLUE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:56.685312] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GLUE.txt
[2025-11-28T20:21:56.685561] [INFO ] [sig       ] [1412/3606] Completed GLUE in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.3m
[2025-11-28T20:21:56.685627] [INFO ] [sig       ] [1413/3606] Forecasting GMAB...
[2025-11-28T20:21:56.685850] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-11-28T20:21:56.685882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-11-28T20:21:56.698943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-11-28T20:21:56.699280] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-11-28T20:21:56.700071] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-11-28T20:21:56.700134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:56.700166] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:56.700191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:56.700245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:56.754007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:56.754600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:56.754679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:56.754709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:56.874819] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:56.874960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:56.874998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:56.875025] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:56.878388] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2025-11-28T20:21:56.878698] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-11-28T20:21:56.878821] [INFO ] [sig       ] GMAB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:57.012041] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GMAB.txt
[2025-11-28T20:21:57.012163] [INFO ] [sig       ] [1413/3606] Completed GMAB in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-28T20:21:57.012202] [INFO ] [sig       ] [1414/3606] Forecasting GME...
[2025-11-28T20:21:57.012231] [INFO ] [sig       ] Generating forecast for: GME
[2025-11-28T20:21:57.012261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-11-28T20:21:57.024554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-11-28T20:21:57.024998] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-11-28T20:21:57.025890] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-11-28T20:21:57.025942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:57.025975] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:57.026001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:57.026056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:57.087793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:57.089023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:57.089137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:57.089177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:57.210247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:57.210488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:57.210561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:57.210635] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:57.215364] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-11-28T20:21:57.215889] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-11-28T20:21:57.216093] [INFO ] [sig       ] GME: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:57.399156] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GME.txt
[2025-11-28T20:21:57.399408] [INFO ] [sig       ] [1414/3606] Completed GME in 0.4s | 2.98 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-28T20:21:57.399452] [INFO ] [sig       ] [1415/3606] Forecasting GMED...
[2025-11-28T20:21:57.399492] [INFO ] [sig       ] Generating forecast for: GMED
[2025-11-28T20:21:57.399527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-11-28T20:21:57.412933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-11-28T20:21:57.413490] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-11-28T20:21:57.414429] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-11-28T20:21:57.414482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:57.414516] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:57.414543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:57.414619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:57.471480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:57.472636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:57.472735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:57.472767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:57.598599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:57.598860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:57.598905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:57.598934] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:57.602941] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=34.35%)
[2025-11-28T20:21:57.603343] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-11-28T20:21:57.603502] [INFO ] [sig       ] GMED: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:57.765323] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GMED.txt
[2025-11-28T20:21:57.765594] [INFO ] [sig       ] [1415/3606] Completed GMED in 0.4s | 2.98 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-28T20:21:57.765659] [INFO ] [sig       ] [1416/3606] Forecasting GMM...
[2025-11-28T20:21:57.765695] [INFO ] [sig       ] Generating forecast for: GMM
[2025-11-28T20:21:57.765729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-11-28T20:21:57.779021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-11-28T20:21:57.779412] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-11-28T20:21:57.780197] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-11-28T20:21:57.780248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:57.780279] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:57.780305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:57.780360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:57.836930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:57.837530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:57.837640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:57.837681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:57.947678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:57.947818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:57.947857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:57.947884] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:57.951209] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=29.27%)
[2025-11-28T20:21:57.951466] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-11-28T20:21:57.951600] [INFO ] [sig       ] GMM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:58.088098] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GMM.txt
[2025-11-28T20:21:58.088231] [INFO ] [sig       ] [1416/3606] Completed GMM in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-28T20:21:58.088269] [INFO ] [sig       ] [1417/3606] Forecasting GMRE...
[2025-11-28T20:21:58.088297] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-11-28T20:21:58.088325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-11-28T20:21:58.099315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-11-28T20:21:58.099596] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-11-28T20:21:58.100309] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-11-28T20:21:58.100356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:58.100387] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:58.100412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:58.100466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:58.154937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:58.155507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:58.155598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:58.155631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:58.278971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:58.279119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:58.279157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:58.279186] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:58.282540] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=30.69%)
[2025-11-28T20:21:58.282825] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-11-28T20:21:58.282942] [INFO ] [sig       ] GMRE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:58.418665] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GMRE.txt
[2025-11-28T20:21:58.418784] [INFO ] [sig       ] [1417/3606] Completed GMRE in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-28T20:21:58.418820] [INFO ] [sig       ] [1418/3606] Forecasting GNE...
[2025-11-28T20:21:58.418848] [INFO ] [sig       ] Generating forecast for: GNE
[2025-11-28T20:21:58.418878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-11-28T20:21:58.430427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-11-28T20:21:58.430725] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-11-28T20:21:58.431437] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-11-28T20:21:58.431485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:58.431540] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:58.431581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:58.431641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:58.486669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:58.487239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:58.487311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:58.487342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:58.604597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:58.604722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:58.604757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:58.604785] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:58.607907] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-11-28T20:21:58.608197] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-11-28T20:21:58.608311] [INFO ] [sig       ] GNE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:58.742933] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GNE.txt
[2025-11-28T20:21:58.743045] [INFO ] [sig       ] [1418/3606] Completed GNE in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-28T20:21:58.743081] [INFO ] [sig       ] [1419/3606] Forecasting GNK...
[2025-11-28T20:21:58.743109] [INFO ] [sig       ] Generating forecast for: GNK
[2025-11-28T20:21:58.743139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-11-28T20:21:58.755075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-11-28T20:21:58.755444] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-11-28T20:21:58.756217] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-11-28T20:21:58.756266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:58.756295] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:58.756320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:58.756374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:58.811734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:58.812608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:58.812695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:58.812726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:58.933179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:58.933342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:58.933380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:58.933407] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:58.936736] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-11-28T20:21:58.937008] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-11-28T20:21:58.937128] [INFO ] [sig       ] GNK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:21:59.076969] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GNK.txt
[2025-11-28T20:21:59.077149] [INFO ] [sig       ] [1419/3606] Completed GNK in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-28T20:21:59.077190] [INFO ] [sig       ] [1420/3606] Forecasting GNL...
[2025-11-28T20:21:59.077219] [INFO ] [sig       ] Generating forecast for: GNL
[2025-11-28T20:21:59.077250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-11-28T20:21:59.088893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-11-28T20:21:59.089223] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-11-28T20:21:59.090038] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-11-28T20:21:59.090089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:59.090120] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:59.090148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:59.090203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:59.146665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:59.147255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:59.147328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:59.147361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:59.264107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:59.264234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:59.264288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:59.264317] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:59.267526] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=26.77%)
[2025-11-28T20:21:59.267807] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-11-28T20:21:59.267924] [INFO ] [sig       ] GNL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:59.407299] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GNL.txt
[2025-11-28T20:21:59.407414] [INFO ] [sig       ] [1420/3606] Completed GNL in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-28T20:21:59.407450] [INFO ] [sig       ] [1421/3606] Forecasting GNLN...
[2025-11-28T20:21:59.407478] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-11-28T20:21:59.407507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-11-28T20:21:59.419850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-11-28T20:21:59.420253] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-11-28T20:21:59.421040] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-11-28T20:21:59.421089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:59.421120] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:59.421145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:59.421199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:59.476639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:59.477508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:59.477615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:59.477650] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:59.585485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:59.585663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:59.585702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:59.585769] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:59.589265] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=38.67%)
[2025-11-28T20:21:59.589555] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-11-28T20:21:59.589714] [INFO ] [sig       ] GNLN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:21:59.728332] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GNLN.txt
[2025-11-28T20:21:59.728484] [INFO ] [sig       ] [1421/3606] Completed GNLN in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-28T20:21:59.728523] [INFO ] [sig       ] [1422/3606] Forecasting GNLX...
[2025-11-28T20:21:59.728555] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-11-28T20:21:59.728612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-11-28T20:21:59.739604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-11-28T20:21:59.739877] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-11-28T20:21:59.740606] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-11-28T20:21:59.740654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:21:59.740684] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:21:59.740709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:21:59.740764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:21:59.795668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:21:59.796244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:21:59.796316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:21:59.796347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:21:59.912830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:21:59.913062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:21:59.913105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:21:59.913133] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:21:59.916382] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-11-28T20:21:59.916664] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-11-28T20:21:59.916782] [INFO ] [sig       ] GNLX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:00.054944] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GNLX.txt
[2025-11-28T20:22:00.055080] [INFO ] [sig       ] [1422/3606] Completed GNLX in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-28T20:22:00.055120] [INFO ] [sig       ] [1423/3606] Forecasting GNMA...
[2025-11-28T20:22:00.055148] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-11-28T20:22:00.055177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-11-28T20:22:00.066345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-11-28T20:22:00.066664] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-11-28T20:22:00.067384] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-11-28T20:22:00.067433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:00.067463] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:00.067488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:00.067543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:00.125559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:00.126183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:00.126259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:00.126291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:00.247602] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:00.247741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:00.247777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:00.247803] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:00.251112] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=51.80%)
[2025-11-28T20:22:00.251373] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-11-28T20:22:00.251492] [INFO ] [sig       ] GNMA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:00.391684] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GNMA.txt
[2025-11-28T20:22:00.391798] [INFO ] [sig       ] [1423/3606] Completed GNMA in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-28T20:22:00.391834] [INFO ] [sig       ] [1424/3606] Forecasting GNOM...
[2025-11-28T20:22:00.391863] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-11-28T20:22:00.391892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-11-28T20:22:00.404409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-11-28T20:22:00.404768] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-11-28T20:22:00.405518] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-11-28T20:22:00.405568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:00.405639] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:00.405668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:00.405725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:00.462611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:00.463223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:00.463299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:00.463332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:00.579977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:00.580086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:00.580125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:00.580154] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:00.583538] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-11-28T20:22:00.583834] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-11-28T20:22:00.583957] [INFO ] [sig       ] GNOM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:00.725899] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GNOM.txt
[2025-11-28T20:22:00.726047] [INFO ] [sig       ] [1424/3606] Completed GNOM in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.2m
[2025-11-28T20:22:00.726085] [INFO ] [sig       ] [1425/3606] Forecasting GNPX...
[2025-11-28T20:22:00.726114] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-11-28T20:22:00.726144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-11-28T20:22:00.739853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-11-28T20:22:00.740215] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-11-28T20:22:00.741014] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-11-28T20:22:00.741069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:00.741100] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:00.741127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:00.741192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:00.801162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:00.801946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:00.802025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:00.802058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:00.915436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:00.915552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:00.915641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:00.915674] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:00.919017] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-11-28T20:22:00.919290] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-11-28T20:22:00.919412] [INFO ] [sig       ] GNPX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:01.061452] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GNPX.txt
[2025-11-28T20:22:01.061601] [INFO ] [sig       ] [1425/3606] Completed GNPX in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.2m
[2025-11-28T20:22:01.061644] [INFO ] [sig       ] [1426/3606] Forecasting GNRC...
[2025-11-28T20:22:01.061672] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-11-28T20:22:01.061702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-11-28T20:22:01.074656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-11-28T20:22:01.075224] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-11-28T20:22:01.076186] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-11-28T20:22:01.076235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:01.076264] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:01.076289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:01.076343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:01.136066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:01.136931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:01.137014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:01.137056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:01.265879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:01.266037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:01.266074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:01.266101] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:01.269418] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-11-28T20:22:01.269722] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-11-28T20:22:01.269849] [INFO ] [sig       ] GNRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:01.407079] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GNRC.txt
[2025-11-28T20:22:01.407231] [INFO ] [sig       ] [1426/3606] Completed GNRC in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.2m
[2025-11-28T20:22:01.407271] [INFO ] [sig       ] [1427/3606] Forecasting GNSS...
[2025-11-28T20:22:01.407300] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-11-28T20:22:01.407329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-11-28T20:22:01.423316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-11-28T20:22:01.423689] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-11-28T20:22:01.424461] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-11-28T20:22:01.424513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:01.424543] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:01.424593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:01.424654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:01.481778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:01.482613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:01.482697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:01.482731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:01.608997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:01.609147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:01.609186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:01.609214] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:01.612733] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=40.14%)
[2025-11-28T20:22:01.613009] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-11-28T20:22:01.613130] [INFO ] [sig       ] GNSS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:01.815271] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GNSS.txt
[2025-11-28T20:22:01.815472] [INFO ] [sig       ] [1427/3606] Completed GNSS in 0.4s | 2.98 sym/s | Total: 8.0m | ETA: 12.2m
[2025-11-28T20:22:01.815541] [INFO ] [sig       ] [1428/3606] Forecasting GNTX...
[2025-11-28T20:22:01.815613] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-11-28T20:22:01.815665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-11-28T20:22:01.830834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-11-28T20:22:01.831284] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-11-28T20:22:01.832355] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-11-28T20:22:01.832420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:01.832467] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:01.832511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:01.832617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:01.900933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:01.901831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:01.901945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:01.901979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:02.018983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:02.019133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:02.019172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:02.019200] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:02.022486] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=74.18%)
[2025-11-28T20:22:02.022803] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-11-28T20:22:02.022930] [INFO ] [sig       ] GNTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:02.162562] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GNTX.txt
[2025-11-28T20:22:02.162734] [INFO ] [sig       ] [1428/3606] Completed GNTX in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.2m
[2025-11-28T20:22:02.162774] [INFO ] [sig       ] [1429/3606] Forecasting GO...
[2025-11-28T20:22:02.162802] [INFO ] [sig       ] Generating forecast for: GO
[2025-11-28T20:22:02.162832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-11-28T20:22:02.175367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-11-28T20:22:02.175781] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-11-28T20:22:02.176567] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-11-28T20:22:02.176637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:02.176669] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:02.176694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:02.176749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:02.233916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:02.234771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:02.234853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:02.234886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:02.358960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:02.359105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:02.359143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:02.359171] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:02.362392] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-11-28T20:22:02.362681] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-11-28T20:22:02.362821] [INFO ] [sig       ] GO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:02.501648] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GO.txt
[2025-11-28T20:22:02.501806] [INFO ] [sig       ] [1429/3606] Completed GO in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.2m
[2025-11-28T20:22:02.501847] [INFO ] [sig       ] [1430/3606] Forecasting GOCO...
[2025-11-28T20:22:02.501875] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-11-28T20:22:02.501906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-11-28T20:22:02.513073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-11-28T20:22:02.513448] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-11-28T20:22:02.514264] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-11-28T20:22:02.514315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:02.514346] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:02.514373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:02.514429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:02.570838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:02.571678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:02.571761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:02.571793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:02.691240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:02.691386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:02.691426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:02.691455] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:02.694749] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=71.42%)
[2025-11-28T20:22:02.695020] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-11-28T20:22:02.695142] [INFO ] [sig       ] GOCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:02.831199] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GOCO.txt
[2025-11-28T20:22:02.831356] [INFO ] [sig       ] [1430/3606] Completed GOCO in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.2m
[2025-11-28T20:22:02.831394] [INFO ] [sig       ] [1431/3606] Forecasting GOF...
[2025-11-28T20:22:02.831424] [INFO ] [sig       ] Generating forecast for: GOF
[2025-11-28T20:22:02.831455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-11-28T20:22:02.843150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-11-28T20:22:02.843510] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-11-28T20:22:02.844254] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-11-28T20:22:02.844303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:02.844335] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:02.844361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:02.844416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:02.899563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:02.900378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:02.900459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:02.900492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:03.022487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:03.022655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:03.022695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:03.022743] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:03.026163] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-11-28T20:22:03.026520] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-11-28T20:22:03.026686] [INFO ] [sig       ] GOF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:03.164024] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GOF.txt
[2025-11-28T20:22:03.164204] [INFO ] [sig       ] [1431/3606] Completed GOF in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-28T20:22:03.164257] [INFO ] [sig       ] [1432/3606] Forecasting GOGO...
[2025-11-28T20:22:03.164295] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-11-28T20:22:03.164334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-11-28T20:22:03.179616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-11-28T20:22:03.180011] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-11-28T20:22:03.181002] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-11-28T20:22:03.181063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:03.181110] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:03.181152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:03.181229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:03.248201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:03.249038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:03.249123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:03.249154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:03.370510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:03.370668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:03.370707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:03.370735] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:03.374214] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-11-28T20:22:03.374477] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-11-28T20:22:03.374612] [INFO ] [sig       ] GOGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:03.514344] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GOGO.txt
[2025-11-28T20:22:03.514467] [INFO ] [sig       ] [1432/3606] Completed GOGO in 0.4s | 2.98 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-28T20:22:03.514504] [INFO ] [sig       ] [1433/3606] Forecasting GOLF...
[2025-11-28T20:22:03.514533] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-11-28T20:22:03.514561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-11-28T20:22:03.526794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-11-28T20:22:03.527067] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-11-28T20:22:03.527835] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-11-28T20:22:03.527886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:03.527917] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:03.527944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:03.528001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:03.585959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:03.586597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:03.586688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:03.586720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:03.701360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:03.701499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:03.701537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:03.701565] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:03.704765] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=23.65%)
[2025-11-28T20:22:03.705021] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-11-28T20:22:03.705138] [INFO ] [sig       ] GOLF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:03.842480] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GOLF.txt
[2025-11-28T20:22:03.842616] [INFO ] [sig       ] [1433/3606] Completed GOLF in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-28T20:22:03.842656] [INFO ] [sig       ] [1434/3606] Forecasting GOOD...
[2025-11-28T20:22:03.842685] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-11-28T20:22:03.842714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-11-28T20:22:03.855322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-11-28T20:22:03.855712] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-11-28T20:22:03.856474] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-11-28T20:22:03.856525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:03.856558] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:03.856613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:03.856678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:03.912366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:03.913369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:03.913449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:03.913481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:04.033641] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:04.033787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:04.033823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:04.033852] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:04.037145] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=12.74%)
[2025-11-28T20:22:04.037418] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-11-28T20:22:04.037539] [INFO ] [sig       ] GOOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:04.180976] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GOOD.txt
[2025-11-28T20:22:04.181126] [INFO ] [sig       ] [1434/3606] Completed GOOD in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-28T20:22:04.181165] [INFO ] [sig       ] [1435/3606] Forecasting GOOG...
[2025-11-28T20:22:04.181194] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-11-28T20:22:04.181223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-11-28T20:22:04.193082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-11-28T20:22:04.193478] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-11-28T20:22:04.194271] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-11-28T20:22:04.194321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:04.194391] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:04.194421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:04.194482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:04.249757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:04.250560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:04.250654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:04.250686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:04.373766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:04.374065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:04.374102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:04.374129] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:04.377379] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=61.74%)
[2025-11-28T20:22:04.377683] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-11-28T20:22:04.377803] [INFO ] [sig       ] GOOG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:04.516927] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GOOG.txt
[2025-11-28T20:22:04.517077] [INFO ] [sig       ] [1435/3606] Completed GOOG in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-28T20:22:04.517116] [INFO ] [sig       ] [1436/3606] Forecasting GOOGL...
[2025-11-28T20:22:04.517145] [INFO ] [sig       ] Generating forecast for: GOOGL
[2025-11-28T20:22:04.517174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'.
[2025-11-28T20:22:04.529776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'.
[2025-11-28T20:22:04.530140] [INFO ] [FORECASTER] Starting predict_future for GOOGL
[2025-11-28T20:22:04.530957] [DEBUG] [LOCAL     ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt
[2025-11-28T20:22:04.531008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:04.531039] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:04.531067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:04.531123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:04.589298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:04.590155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:04.590239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:04.590272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:04.711614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:04.711765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:04.711803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:04.711832] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:04.715030] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: UP (p=52.64%)
[2025-11-28T20:22:04.715295] [INFO ] [FORECASTER] Completed predict_future for GOOGL
[2025-11-28T20:22:04.715410] [INFO ] [sig       ] GOOGL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:04.850035] [INFO ] [LOCAL     ] Saved forecast: GOOGL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GOOGL.txt
[2025-11-28T20:22:04.850179] [INFO ] [sig       ] [1436/3606] Completed GOOGL in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-28T20:22:04.850218] [INFO ] [sig       ] [1437/3606] Forecasting GOOS...
[2025-11-28T20:22:04.850247] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-11-28T20:22:04.850276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-11-28T20:22:04.862051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-11-28T20:22:04.862424] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-11-28T20:22:04.863180] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-11-28T20:22:04.863229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:04.863260] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:04.863286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:04.863340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:04.921382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:04.922256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:04.922343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:04.922375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:05.044680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:05.044829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:05.044879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:05.044912] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:05.048355] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-11-28T20:22:05.048660] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-11-28T20:22:05.048814] [INFO ] [sig       ] GOOS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:05.187696] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GOOS.txt
[2025-11-28T20:22:05.187854] [INFO ] [sig       ] [1437/3606] Completed GOOS in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-28T20:22:05.187893] [INFO ] [sig       ] [1438/3606] Forecasting GOSS...
[2025-11-28T20:22:05.187921] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-11-28T20:22:05.187951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-11-28T20:22:05.200428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-11-28T20:22:05.200911] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-11-28T20:22:05.202034] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-11-28T20:22:05.202111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:05.202156] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:05.202194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:05.202271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:05.258054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:05.258908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:05.258995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:05.259026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:05.380038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:05.380186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:05.380223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:05.380286] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:05.383563] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2025-11-28T20:22:05.383882] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-11-28T20:22:05.384011] [INFO ] [sig       ] GOSS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:05.527057] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GOSS.txt
[2025-11-28T20:22:05.527209] [INFO ] [sig       ] [1438/3606] Completed GOSS in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-28T20:22:05.527248] [INFO ] [sig       ] [1439/3606] Forecasting GOVI...
[2025-11-28T20:22:05.527287] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-11-28T20:22:05.527318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-11-28T20:22:05.539408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-11-28T20:22:05.539819] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-11-28T20:22:05.540565] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-11-28T20:22:05.540634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:05.540666] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:05.540693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:05.540749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:05.598409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:05.599209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:05.599288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:05.599319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:05.717676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:05.717843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:05.717885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:05.717912] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:05.721847] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-11-28T20:22:05.722233] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-11-28T20:22:05.722371] [INFO ] [sig       ] GOVI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:05.860209] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GOVI.txt
[2025-11-28T20:22:05.860360] [INFO ] [sig       ] [1439/3606] Completed GOVI in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-28T20:22:05.860400] [INFO ] [sig       ] [1440/3606] Forecasting GPC...
[2025-11-28T20:22:05.860430] [INFO ] [sig       ] Generating forecast for: GPC
[2025-11-28T20:22:05.860459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-11-28T20:22:05.872194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-11-28T20:22:05.872647] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-11-28T20:22:05.873462] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-11-28T20:22:05.873514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:05.873545] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:05.873592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:05.873666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:05.930087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:05.930915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:05.930996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:05.931029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:06.051073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:06.051218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:06.051254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:06.051282] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:06.054510] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=51.17%)
[2025-11-28T20:22:06.054790] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-11-28T20:22:06.054909] [INFO ] [sig       ] GPC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:06.236457] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GPC.txt
[2025-11-28T20:22:06.236623] [INFO ] [sig       ] [1440/3606] Completed GPC in 0.4s | 2.98 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-28T20:22:06.236665] [INFO ] [sig       ] [1441/3606] Forecasting GPI...
[2025-11-28T20:22:06.236693] [INFO ] [sig       ] Generating forecast for: GPI
[2025-11-28T20:22:06.236723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-11-28T20:22:06.248013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-11-28T20:22:06.248436] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-11-28T20:22:06.249277] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-11-28T20:22:06.249329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:06.249361] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:06.249388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:06.249445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:06.307422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:06.308271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:06.308347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:06.308379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:06.430448] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:06.430616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:06.430657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:06.430686] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:06.434279] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=8.18%)
[2025-11-28T20:22:06.434634] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-11-28T20:22:06.434775] [INFO ] [sig       ] GPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:06.573435] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GPI.txt
[2025-11-28T20:22:06.573604] [INFO ] [sig       ] [1441/3606] Completed GPI in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.1m
[2025-11-28T20:22:06.573646] [INFO ] [sig       ] [1442/3606] Forecasting GPIQ...
[2025-11-28T20:22:06.573676] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-11-28T20:22:06.573706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-11-28T20:22:06.586480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-11-28T20:22:06.587071] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-11-28T20:22:06.587986] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-11-28T20:22:06.588067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:06.588101] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:06.588129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:06.588187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:06.647615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:06.648440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:06.648526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:06.648559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:06.765445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:06.765613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:06.765652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:06.765718] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:06.768984] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-11-28T20:22:06.769257] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-11-28T20:22:06.769379] [INFO ] [sig       ] GPIQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:06.905873] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GPIQ.txt
[2025-11-28T20:22:06.906023] [INFO ] [sig       ] [1442/3606] Completed GPIQ in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.1m
[2025-11-28T20:22:06.906062] [INFO ] [sig       ] [1443/3606] Forecasting GPIX...
[2025-11-28T20:22:06.906091] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-11-28T20:22:06.906121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-11-28T20:22:06.917791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-11-28T20:22:06.918184] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-11-28T20:22:06.919007] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-11-28T20:22:06.919058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:06.919089] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:06.919117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:06.919172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:06.974805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:06.975613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:06.975698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:06.975729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:07.089014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:07.089156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:07.089193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:07.089220] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:07.092440] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-11-28T20:22:07.092734] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-11-28T20:22:07.092857] [INFO ] [sig       ] GPIX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:07.234041] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GPIX.txt
[2025-11-28T20:22:07.234189] [INFO ] [sig       ] [1443/3606] Completed GPIX in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.1m
[2025-11-28T20:22:07.234228] [INFO ] [sig       ] [1444/3606] Forecasting GPJA...
[2025-11-28T20:22:07.234257] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-11-28T20:22:07.234286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-11-28T20:22:07.248416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-11-28T20:22:07.248930] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-11-28T20:22:07.249770] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-11-28T20:22:07.249819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:07.249849] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:07.249874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:07.249927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:07.304386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:07.305300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:07.305383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:07.305435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:07.419408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:07.419566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:07.419626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:07.419655] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:07.423106] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=47.76%)
[2025-11-28T20:22:07.423376] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-11-28T20:22:07.423507] [INFO ] [sig       ] GPJA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:07.560726] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GPJA.txt
[2025-11-28T20:22:07.560868] [INFO ] [sig       ] [1444/3606] Completed GPJA in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.1m
[2025-11-28T20:22:07.560906] [INFO ] [sig       ] [1445/3606] Forecasting GPK...
[2025-11-28T20:22:07.560934] [INFO ] [sig       ] Generating forecast for: GPK
[2025-11-28T20:22:07.560962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-11-28T20:22:07.572176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-11-28T20:22:07.572440] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-11-28T20:22:07.573157] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-11-28T20:22:07.573204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:07.573234] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:07.573260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:07.573313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:07.627082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:07.627664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:07.627772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:07.627804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:07.746323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:07.746478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:07.746516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:07.746543] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:07.749814] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=14.81%)
[2025-11-28T20:22:07.750069] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-11-28T20:22:07.750183] [INFO ] [sig       ] GPK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:07.884015] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GPK.txt
[2025-11-28T20:22:07.884170] [INFO ] [sig       ] [1445/3606] Completed GPK in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.1m
[2025-11-28T20:22:07.884209] [INFO ] [sig       ] [1446/3606] Forecasting GPN...
[2025-11-28T20:22:07.884238] [INFO ] [sig       ] Generating forecast for: GPN
[2025-11-28T20:22:07.884267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-11-28T20:22:07.896084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-11-28T20:22:07.896396] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-11-28T20:22:07.897130] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-11-28T20:22:07.897178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:07.897208] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:07.897234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:07.897301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:07.952134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:07.952724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:07.952798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:07.952828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:08.076768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:08.076926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:08.076964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:08.076991] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:08.080271] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-11-28T20:22:08.080535] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-11-28T20:22:08.080666] [INFO ] [sig       ] GPN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:08.215011] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GPN.txt
[2025-11-28T20:22:08.215129] [INFO ] [sig       ] [1446/3606] Completed GPN in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.1m
[2025-11-28T20:22:08.215167] [INFO ] [sig       ] [1447/3606] Forecasting GPRE...
[2025-11-28T20:22:08.215195] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-11-28T20:22:08.215223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-11-28T20:22:08.227163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-11-28T20:22:08.227485] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-11-28T20:22:08.228295] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-11-28T20:22:08.228343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:08.228373] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:08.228397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:08.228450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:08.282996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:08.283601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:08.283677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:08.283707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:08.401404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:08.401561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:08.401619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:08.401646] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:08.404860] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-11-28T20:22:08.405120] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-11-28T20:22:08.405240] [INFO ] [sig       ] GPRE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:08.539821] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GPRE.txt
[2025-11-28T20:22:08.539977] [INFO ] [sig       ] [1447/3606] Completed GPRE in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.1m
[2025-11-28T20:22:08.540017] [INFO ] [sig       ] [1448/3606] Forecasting GPRK...
[2025-11-28T20:22:08.540045] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-11-28T20:22:08.540074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-11-28T20:22:08.551956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-11-28T20:22:08.552263] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-11-28T20:22:08.552990] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-11-28T20:22:08.553050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:08.553082] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:08.553108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:08.553163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:08.607975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:08.608566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:08.608655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:08.608686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:08.726214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:08.726365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:08.726402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:08.726429] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:08.729699] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-11-28T20:22:08.729968] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-11-28T20:22:08.730085] [INFO ] [sig       ] GPRK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:08.865345] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GPRK.txt
[2025-11-28T20:22:08.865489] [INFO ] [sig       ] [1448/3606] Completed GPRK in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.1m
[2025-11-28T20:22:08.865527] [INFO ] [sig       ] [1449/3606] Forecasting GPRO...
[2025-11-28T20:22:08.865555] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-11-28T20:22:08.865602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-11-28T20:22:08.876520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-11-28T20:22:08.876802] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-11-28T20:22:08.877512] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-11-28T20:22:08.877560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:08.877618] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:08.877645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:08.877699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:08.933934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:08.934535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:08.934624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:08.934657] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:09.056885] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:09.057030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:09.057065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:09.057092] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:09.060336] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-11-28T20:22:09.060605] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-11-28T20:22:09.060720] [INFO ] [sig       ] GPRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:09.202837] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GPRO.txt
[2025-11-28T20:22:09.202980] [INFO ] [sig       ] [1449/3606] Completed GPRO in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-28T20:22:09.203017] [INFO ] [sig       ] [1450/3606] Forecasting GRAB...
[2025-11-28T20:22:09.203045] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-11-28T20:22:09.203081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-11-28T20:22:09.214738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-11-28T20:22:09.215073] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-11-28T20:22:09.215810] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-11-28T20:22:09.215858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:09.215888] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:09.215913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:09.215967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:09.270639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:09.271240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:09.271316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:09.271348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:09.388205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:09.388352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:09.388388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:09.388415] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:09.391638] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=78.90%)
[2025-11-28T20:22:09.391892] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-11-28T20:22:09.392005] [INFO ] [sig       ] GRAB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:09.527599] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GRAB.txt
[2025-11-28T20:22:09.527722] [INFO ] [sig       ] [1450/3606] Completed GRAB in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-28T20:22:09.527760] [INFO ] [sig       ] [1451/3606] Forecasting GRAL...
[2025-11-28T20:22:09.527793] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-11-28T20:22:09.527828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-11-28T20:22:09.539285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-11-28T20:22:09.539596] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-11-28T20:22:09.540302] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-11-28T20:22:09.540350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:09.540382] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:09.540407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:09.540461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:09.595437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:09.596025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:09.596099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:09.596130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:09.715772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:09.715913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:09.715949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:09.715978] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:09.719168] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2025-11-28T20:22:09.719426] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-11-28T20:22:09.719539] [INFO ] [sig       ] GRAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:09.858959] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GRAL.txt
[2025-11-28T20:22:09.859126] [INFO ] [sig       ] [1451/3606] Completed GRAL in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-28T20:22:09.859167] [INFO ] [sig       ] [1452/3606] Forecasting GRBK...
[2025-11-28T20:22:09.859196] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-11-28T20:22:09.859225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-11-28T20:22:09.870330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-11-28T20:22:09.870822] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-11-28T20:22:09.871841] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-11-28T20:22:09.871890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:09.871944] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:09.871971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:09.872027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:09.926532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:09.927517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:09.927614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:09.927647] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:10.049635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:10.049789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:10.049826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:10.049853] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:10.053160] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=64.74%)
[2025-11-28T20:22:10.053425] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-11-28T20:22:10.053544] [INFO ] [sig       ] GRBK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:10.192458] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GRBK.txt
[2025-11-28T20:22:10.192634] [INFO ] [sig       ] [1452/3606] Completed GRBK in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-28T20:22:10.192676] [INFO ] [sig       ] [1453/3606] Forecasting GRC...
[2025-11-28T20:22:10.192705] [INFO ] [sig       ] Generating forecast for: GRC
[2025-11-28T20:22:10.192734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-11-28T20:22:10.203250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-11-28T20:22:10.203631] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-11-28T20:22:10.204347] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-11-28T20:22:10.204396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:10.204427] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:10.204453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:10.204507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:10.259146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:10.260016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:10.260104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:10.260136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:10.376036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:10.376182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:10.376219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:10.376246] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:10.379467] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-11-28T20:22:10.379740] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-11-28T20:22:10.379857] [INFO ] [sig       ] GRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:10.518380] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GRC.txt
[2025-11-28T20:22:10.518504] [INFO ] [sig       ] [1453/3606] Completed GRC in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-28T20:22:10.518541] [INFO ] [sig       ] [1454/3606] Forecasting GREE...
[2025-11-28T20:22:10.518585] [INFO ] [sig       ] Generating forecast for: GREE
[2025-11-28T20:22:10.518617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-11-28T20:22:10.529806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-11-28T20:22:10.530062] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-11-28T20:22:10.530805] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-11-28T20:22:10.530865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:10.530902] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:10.530933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:10.530995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:10.586460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:10.587238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:10.587312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:10.587342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:10.706391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:10.706534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:10.706586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:10.706617] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:10.709864] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-11-28T20:22:10.710135] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-11-28T20:22:10.710249] [INFO ] [sig       ] GREE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:10.847136] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GREE.txt
[2025-11-28T20:22:10.847250] [INFO ] [sig       ] [1454/3606] Completed GREE in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-28T20:22:10.847285] [INFO ] [sig       ] [1455/3606] Forecasting GRFS...
[2025-11-28T20:22:10.847314] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-11-28T20:22:10.847343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-11-28T20:22:10.858542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-11-28T20:22:10.858829] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-11-28T20:22:10.859541] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-11-28T20:22:10.859611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:10.859642] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:10.859667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:10.859722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:10.914629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:10.915299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:10.915377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:10.915408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:11.033469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:11.033647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:11.033687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:11.033740] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:11.036958] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=35.61%)
[2025-11-28T20:22:11.037213] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-11-28T20:22:11.037324] [INFO ] [sig       ] GRFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:11.176012] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GRFS.txt
[2025-11-28T20:22:11.176157] [INFO ] [sig       ] [1455/3606] Completed GRFS in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-28T20:22:11.176196] [INFO ] [sig       ] [1456/3606] Forecasting GRI...
[2025-11-28T20:22:11.176224] [INFO ] [sig       ] Generating forecast for: GRI
[2025-11-28T20:22:11.176253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'.
[2025-11-28T20:22:11.188547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRI'.
[2025-11-28T20:22:11.188912] [INFO ] [FORECASTER] Starting predict_future for GRI
[2025-11-28T20:22:11.189665] [DEBUG] [LOCAL     ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt
[2025-11-28T20:22:11.189714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:11.189744] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:11.189769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:11.189823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:11.244003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:11.244587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:11.244661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:11.244691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:11.358452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:11.358607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:11.358645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:11.358673] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:11.361834] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-11-28T20:22:11.362089] [INFO ] [FORECASTER] Completed predict_future for GRI
[2025-11-28T20:22:11.362201] [INFO ] [sig       ] GRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:11.499213] [INFO ] [LOCAL     ] Saved forecast: GRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GRI.txt
[2025-11-28T20:22:11.499338] [INFO ] [sig       ] [1456/3606] Completed GRI in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-28T20:22:11.499375] [INFO ] [sig       ] [1457/3606] Forecasting GRID...
[2025-11-28T20:22:11.499403] [INFO ] [sig       ] Generating forecast for: GRID
[2025-11-28T20:22:11.499432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-11-28T20:22:11.511825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-11-28T20:22:11.512143] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-11-28T20:22:11.512893] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-11-28T20:22:11.512941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:11.512972] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:11.512997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:11.513053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:11.569197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:11.570063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:11.570144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:11.570176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:11.691263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:11.691420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:11.691459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:11.691487] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:11.694717] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-11-28T20:22:11.694977] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-11-28T20:22:11.695093] [INFO ] [sig       ] GRID: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:11.832951] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GRID.txt
[2025-11-28T20:22:11.833099] [INFO ] [sig       ] [1457/3606] Completed GRID in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-28T20:22:11.833139] [INFO ] [sig       ] [1458/3606] Forecasting GRMN...
[2025-11-28T20:22:11.833167] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-11-28T20:22:11.833197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-11-28T20:22:11.845527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-11-28T20:22:11.845912] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-11-28T20:22:11.846852] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-11-28T20:22:11.846900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:11.846929] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:11.846953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:11.847201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:11.903347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:11.904088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:11.904162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:11.904193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:12.022890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:12.023023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:12.023058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:12.023085] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:12.026207] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-11-28T20:22:12.026461] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-11-28T20:22:12.026589] [INFO ] [sig       ] GRMN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:12.163242] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GRMN.txt
[2025-11-28T20:22:12.163393] [INFO ] [sig       ] [1458/3606] Completed GRMN in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-28T20:22:12.163432] [INFO ] [sig       ] [1459/3606] Forecasting GRND...
[2025-11-28T20:22:12.163460] [INFO ] [sig       ] Generating forecast for: GRND
[2025-11-28T20:22:12.163489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-11-28T20:22:12.174963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-11-28T20:22:12.175267] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-11-28T20:22:12.176013] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-11-28T20:22:12.176076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:12.176107] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:12.176133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:12.176186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:12.230856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:12.231412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:12.231483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:12.231513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:12.352543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:12.352714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:12.352752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:12.352778] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:12.355974] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=31.94%)
[2025-11-28T20:22:12.356229] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-11-28T20:22:12.356345] [INFO ] [sig       ] GRND: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:12.492518] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GRND.txt
[2025-11-28T20:22:12.492658] [INFO ] [sig       ] [1459/3606] Completed GRND in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-28T20:22:12.492697] [INFO ] [sig       ] [1460/3606] Forecasting GRPN...
[2025-11-28T20:22:12.492725] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-11-28T20:22:12.492755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-11-28T20:22:12.504441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-11-28T20:22:12.504728] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-11-28T20:22:12.505427] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-11-28T20:22:12.505475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:12.505505] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:12.505531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:12.505613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:12.560150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:12.560723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:12.560794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:12.560824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:12.679774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:12.679929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:12.679973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:12.680005] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:12.683282] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=78.82%)
[2025-11-28T20:22:12.683603] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-11-28T20:22:12.683725] [INFO ] [sig       ] GRPN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:12.820238] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GRPN.txt
[2025-11-28T20:22:12.820370] [INFO ] [sig       ] [1460/3606] Completed GRPN in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.0m
[2025-11-28T20:22:12.820407] [INFO ] [sig       ] [1461/3606] Forecasting GRVY...
[2025-11-28T20:22:12.820436] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-11-28T20:22:12.820465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-11-28T20:22:12.834338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-11-28T20:22:12.834872] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-11-28T20:22:12.835779] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-11-28T20:22:12.835832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:12.835867] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:12.835895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:12.835955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:12.892265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:12.893377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:12.893473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:12.893508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:13.002650] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:13.002891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:13.002945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:13.002981] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:13.007272] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=49.82%)
[2025-11-28T20:22:13.007752] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-11-28T20:22:13.007929] [INFO ] [sig       ] GRVY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:13.165005] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GRVY.txt
[2025-11-28T20:22:13.165212] [INFO ] [sig       ] [1461/3606] Completed GRVY in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.0m
[2025-11-28T20:22:13.165255] [INFO ] [sig       ] [1462/3606] Forecasting GRWG...
[2025-11-28T20:22:13.165286] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-11-28T20:22:13.165318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-11-28T20:22:13.178819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-11-28T20:22:13.179200] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-11-28T20:22:13.179951] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-11-28T20:22:13.180007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:13.180037] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:13.180063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:13.180117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:13.234855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:13.235482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:13.235599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:13.235633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:13.354711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:13.354888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:13.354951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:13.354998] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:13.359738] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-11-28T20:22:13.360048] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-11-28T20:22:13.360175] [INFO ] [sig       ] GRWG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:13.533516] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GRWG.txt
[2025-11-28T20:22:13.533745] [INFO ] [sig       ] [1462/3606] Completed GRWG in 0.4s | 2.98 sym/s | Total: 8.2m | ETA: 12.0m
[2025-11-28T20:22:13.533822] [INFO ] [sig       ] [1463/3606] Forecasting GRX...
[2025-11-28T20:22:13.533878] [INFO ] [sig       ] Generating forecast for: GRX
[2025-11-28T20:22:13.533931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-11-28T20:22:13.550166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-11-28T20:22:13.550681] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-11-28T20:22:13.551806] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-11-28T20:22:13.551874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:13.551925] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:13.551967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:13.552053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:13.627519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:13.628702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:13.628819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:13.628864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:13.759197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:13.759378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:13.759436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:13.759470] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:13.763235] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2025-11-28T20:22:13.763603] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-11-28T20:22:13.763741] [INFO ] [sig       ] GRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:13.918202] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GRX.txt
[2025-11-28T20:22:13.918375] [INFO ] [sig       ] [1463/3606] Completed GRX in 0.4s | 2.98 sym/s | Total: 8.2m | ETA: 12.0m
[2025-11-28T20:22:13.918417] [INFO ] [sig       ] [1464/3606] Forecasting GS...
[2025-11-28T20:22:13.918446] [INFO ] [sig       ] Generating forecast for: GS
[2025-11-28T20:22:13.918476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-11-28T20:22:13.930324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-11-28T20:22:13.930742] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-11-28T20:22:13.931549] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-11-28T20:22:13.931620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:13.931651] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:13.931676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:13.931730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:13.989192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:13.990235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:13.990335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:13.990368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:14.136103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:14.136283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:14.136344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:14.136389] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:14.141645] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-11-28T20:22:14.142164] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-11-28T20:22:14.142359] [INFO ] [sig       ] GS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:14.358698] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GS.txt
[2025-11-28T20:22:14.358862] [INFO ] [sig       ] [1464/3606] Completed GS in 0.4s | 2.98 sym/s | Total: 8.2m | ETA: 12.0m
[2025-11-28T20:22:14.358903] [INFO ] [sig       ] [1465/3606] Forecasting GSBC...
[2025-11-28T20:22:14.358930] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-11-28T20:22:14.358958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-11-28T20:22:14.372542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-11-28T20:22:14.373026] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-11-28T20:22:14.373941] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-11-28T20:22:14.373993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:14.374024] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:14.374051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:14.374106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:14.452280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:14.453140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:14.453221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:14.453253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:14.570328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:14.570478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:14.570521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:14.570551] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:14.574316] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=26.97%)
[2025-11-28T20:22:14.574624] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-11-28T20:22:14.574759] [INFO ] [sig       ] GSBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:14.714511] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GSBC.txt
[2025-11-28T20:22:14.714705] [INFO ] [sig       ] [1465/3606] Completed GSBC in 0.4s | 2.98 sym/s | Total: 8.2m | ETA: 12.0m
[2025-11-28T20:22:14.714746] [INFO ] [sig       ] [1466/3606] Forecasting GSBD...
[2025-11-28T20:22:14.714773] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-11-28T20:22:14.714801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-11-28T20:22:14.727148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-11-28T20:22:14.727716] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-11-28T20:22:14.728701] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-11-28T20:22:14.728750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:14.728780] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:14.728805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:14.728860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:14.785171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:14.785993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:14.786071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:14.786103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:14.906359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:14.906490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:14.906551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:14.906602] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:14.910180] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-11-28T20:22:14.910487] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-11-28T20:22:14.910639] [INFO ] [sig       ] GSBD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:15.051176] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GSBD.txt
[2025-11-28T20:22:15.051330] [INFO ] [sig       ] [1466/3606] Completed GSBD in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.0m
[2025-11-28T20:22:15.051368] [INFO ] [sig       ] [1467/3606] Forecasting GSHD...
[2025-11-28T20:22:15.051397] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-11-28T20:22:15.051425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-11-28T20:22:15.066334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-11-28T20:22:15.066818] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-11-28T20:22:15.067903] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-11-28T20:22:15.067968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:15.068013] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:15.068079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:15.068162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:15.144616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:15.145455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:15.145547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:15.145601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:15.268648] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:15.268800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:15.268838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:15.268866] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:15.272299] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=0.06%)
[2025-11-28T20:22:15.272635] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-11-28T20:22:15.272767] [INFO ] [sig       ] GSHD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:15.411926] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GSHD.txt
[2025-11-28T20:22:15.412060] [INFO ] [sig       ] [1467/3606] Completed GSHD in 0.4s | 2.98 sym/s | Total: 8.2m | ETA: 12.0m
[2025-11-28T20:22:15.412101] [INFO ] [sig       ] [1468/3606] Forecasting GSK...
[2025-11-28T20:22:15.412131] [INFO ] [sig       ] Generating forecast for: GSK
[2025-11-28T20:22:15.412161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-11-28T20:22:15.425643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-11-28T20:22:15.426241] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-11-28T20:22:15.427214] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-11-28T20:22:15.427268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:15.427301] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:15.427327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:15.427387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:15.484560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:15.485782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:15.485881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:15.485913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:15.617062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:15.617298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:15.617343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:15.617374] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:15.621550] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2025-11-28T20:22:15.621960] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-11-28T20:22:15.622121] [INFO ] [sig       ] GSK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:15.765669] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GSK.txt
[2025-11-28T20:22:15.765939] [INFO ] [sig       ] [1468/3606] Completed GSK in 0.4s | 2.98 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-28T20:22:15.765988] [INFO ] [sig       ] [1469/3606] Forecasting GSL...
[2025-11-28T20:22:15.766018] [INFO ] [sig       ] Generating forecast for: GSL
[2025-11-28T20:22:15.766052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-11-28T20:22:15.779405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-11-28T20:22:15.780044] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-11-28T20:22:15.781011] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-11-28T20:22:15.781064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:15.781130] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:15.781159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:15.781246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:15.837834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:15.838993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:15.839098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:15.839132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:15.959173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:15.959413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:15.959459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:15.959488] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:15.963387] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-11-28T20:22:15.963723] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-11-28T20:22:15.963858] [INFO ] [sig       ] GSL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:16.116563] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GSL.txt
[2025-11-28T20:22:16.116792] [INFO ] [sig       ] [1469/3606] Completed GSL in 0.4s | 2.98 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-28T20:22:16.116837] [INFO ] [sig       ] [1470/3606] Forecasting GSM...
[2025-11-28T20:22:16.116867] [INFO ] [sig       ] Generating forecast for: GSM
[2025-11-28T20:22:16.116899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-11-28T20:22:16.130704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-11-28T20:22:16.131103] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-11-28T20:22:16.131896] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-11-28T20:22:16.131945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:16.131990] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:16.132020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:16.132076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:16.187183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:16.187880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:16.187961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:16.187994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:16.311450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:16.311611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:16.311654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:16.311683] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:16.314964] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-11-28T20:22:16.315228] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-11-28T20:22:16.315349] [INFO ] [sig       ] GSM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:16.461208] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GSM.txt
[2025-11-28T20:22:16.461358] [INFO ] [sig       ] [1470/3606] Completed GSM in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-28T20:22:16.461397] [INFO ] [sig       ] [1471/3606] Forecasting GTES...
[2025-11-28T20:22:16.461424] [INFO ] [sig       ] Generating forecast for: GTES
[2025-11-28T20:22:16.461452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-11-28T20:22:16.472644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-11-28T20:22:16.472988] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-11-28T20:22:16.473764] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-11-28T20:22:16.473815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:16.473847] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:16.473872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:16.473928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:16.531884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:16.532551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:16.532645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:16.532677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:16.651160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:16.651311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:16.651353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:16.651379] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:16.654805] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-11-28T20:22:16.655067] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-11-28T20:22:16.655185] [INFO ] [sig       ] GTES: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:16.792958] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GTES.txt
[2025-11-28T20:22:16.793091] [INFO ] [sig       ] [1471/3606] Completed GTES in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-28T20:22:16.793128] [INFO ] [sig       ] [1472/3606] Forecasting GTLB...
[2025-11-28T20:22:16.793157] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-11-28T20:22:16.793186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-11-28T20:22:16.804148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-11-28T20:22:16.804471] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-11-28T20:22:16.805259] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-11-28T20:22:16.805309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:16.805340] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:16.805366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:16.805421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:16.863729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:16.864478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:16.864556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:16.864608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:16.982943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:16.983094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:16.983132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:16.983192] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:16.986417] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-11-28T20:22:16.986698] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-11-28T20:22:16.986814] [INFO ] [sig       ] GTLB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:17.121968] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GTLB.txt
[2025-11-28T20:22:17.122118] [INFO ] [sig       ] [1472/3606] Completed GTLB in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-28T20:22:17.122156] [INFO ] [sig       ] [1473/3606] Forecasting GTLS...
[2025-11-28T20:22:17.122185] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-11-28T20:22:17.122215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-11-28T20:22:17.133345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-11-28T20:22:17.133643] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-11-28T20:22:17.134367] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-11-28T20:22:17.134416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:17.134447] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:17.134473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:17.134528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:17.189627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:17.190278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:17.190353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:17.190384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:17.315107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:17.315251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:17.315290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:17.315319] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:17.318642] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-11-28T20:22:17.318907] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-11-28T20:22:17.319045] [INFO ] [sig       ] GTLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:17.469985] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GTLS.txt
[2025-11-28T20:22:17.470897] [INFO ] [sig       ] [1473/3606] Completed GTLS in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-28T20:22:17.470951] [INFO ] [sig       ] [1474/3606] Forecasting GTN...
[2025-11-28T20:22:17.470993] [INFO ] [sig       ] Generating forecast for: GTN
[2025-11-28T20:22:17.471026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-11-28T20:22:17.483273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-11-28T20:22:17.483595] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-11-28T20:22:17.484369] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-11-28T20:22:17.484419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:17.484450] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:17.484477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:17.484532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:17.542183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:17.542966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:17.543054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:17.543089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:17.668368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:17.668512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:17.668550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:17.668596] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:17.672094] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=49.12%)
[2025-11-28T20:22:17.672375] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-11-28T20:22:17.672497] [INFO ] [sig       ] GTN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:17.812431] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GTN.txt
[2025-11-28T20:22:17.812599] [INFO ] [sig       ] [1474/3606] Completed GTN in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-28T20:22:17.812640] [INFO ] [sig       ] [1475/3606] Forecasting GTX...
[2025-11-28T20:22:17.812670] [INFO ] [sig       ] Generating forecast for: GTX
[2025-11-28T20:22:17.812700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-11-28T20:22:17.823550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-11-28T20:22:17.823887] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-11-28T20:22:17.824644] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-11-28T20:22:17.824694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:17.824726] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:17.824752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:17.824808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:17.880385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:17.881067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:17.881159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:17.881198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:18.010606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:18.010752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:18.010791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:18.010818] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:18.014067] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=21.55%)
[2025-11-28T20:22:18.014331] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-11-28T20:22:18.014450] [INFO ] [sig       ] GTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:18.152738] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GTX.txt
[2025-11-28T20:22:18.152872] [INFO ] [sig       ] [1475/3606] Completed GTX in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-28T20:22:18.152911] [INFO ] [sig       ] [1476/3606] Forecasting GTY...
[2025-11-28T20:22:18.152939] [INFO ] [sig       ] Generating forecast for: GTY
[2025-11-28T20:22:18.152969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-11-28T20:22:18.163836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-11-28T20:22:18.164152] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-11-28T20:22:18.164899] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-11-28T20:22:18.164947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:18.164977] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:18.165003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:18.165061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:18.222967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:18.224275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:18.224382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:18.224418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:18.349206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:18.349434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:18.349485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:18.349525] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:18.353611] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=10.67%)
[2025-11-28T20:22:18.353931] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-11-28T20:22:18.354077] [INFO ] [sig       ] GTY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:18.494815] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GTY.txt
[2025-11-28T20:22:18.495031] [INFO ] [sig       ] [1476/3606] Completed GTY in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-28T20:22:18.495077] [INFO ] [sig       ] [1477/3606] Forecasting GUG...
[2025-11-28T20:22:18.495106] [INFO ] [sig       ] Generating forecast for: GUG
[2025-11-28T20:22:18.495137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-11-28T20:22:18.508990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-11-28T20:22:18.509504] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-11-28T20:22:18.510392] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-11-28T20:22:18.510443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:18.510474] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:18.510500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:18.510561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:18.567974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:18.569098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:18.569195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:18.569227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:18.688795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:18.689032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:18.689075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:18.689140] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:18.692992] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-11-28T20:22:18.693304] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-11-28T20:22:18.693430] [INFO ] [sig       ] GUG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:18.835749] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GUG.txt
[2025-11-28T20:22:18.835977] [INFO ] [sig       ] [1477/3606] Completed GUG in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.9m
[2025-11-28T20:22:18.836022] [INFO ] [sig       ] [1478/3606] Forecasting GVA...
[2025-11-28T20:22:18.836051] [INFO ] [sig       ] Generating forecast for: GVA
[2025-11-28T20:22:18.836083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-11-28T20:22:18.849751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-11-28T20:22:18.850243] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-11-28T20:22:18.851153] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-11-28T20:22:18.851208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:18.851240] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:18.851266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:18.851323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:18.907489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:18.908754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:18.908869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:18.908903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:19.032031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:19.032264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:19.032314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:19.032345] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:19.036691] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-11-28T20:22:19.037137] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-11-28T20:22:19.037294] [INFO ] [sig       ] GVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:19.190929] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GVA.txt
[2025-11-28T20:22:19.191156] [INFO ] [sig       ] [1478/3606] Completed GVA in 0.4s | 2.98 sym/s | Total: 8.3m | ETA: 11.9m
[2025-11-28T20:22:19.191199] [INFO ] [sig       ] [1479/3606] Forecasting GWH...
[2025-11-28T20:22:19.191229] [INFO ] [sig       ] Generating forecast for: GWH
[2025-11-28T20:22:19.191304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-11-28T20:22:19.205233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-11-28T20:22:19.205865] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-11-28T20:22:19.206804] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-11-28T20:22:19.206855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:19.206888] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:19.206919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:19.206977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:19.264955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:19.266505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:19.266664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:19.266724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:19.389459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:19.389698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:19.389744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:19.389773] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:19.393606] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-11-28T20:22:19.393908] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-11-28T20:22:19.394037] [INFO ] [sig       ] GWH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:19.542762] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GWH.txt
[2025-11-28T20:22:19.542990] [INFO ] [sig       ] [1479/3606] Completed GWH in 0.4s | 2.98 sym/s | Total: 8.3m | ETA: 11.9m
[2025-11-28T20:22:19.543039] [INFO ] [sig       ] [1480/3606] Forecasting GWRE...
[2025-11-28T20:22:19.543070] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-11-28T20:22:19.543110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-11-28T20:22:19.558286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-11-28T20:22:19.558885] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-11-28T20:22:19.560042] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-11-28T20:22:19.560093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:19.560124] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:19.560152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:19.560210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:19.623858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:19.625087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:19.625200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:19.625235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:19.755922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:19.756158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:19.756203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:19.756232] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:19.760471] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=90.23%)
[2025-11-28T20:22:19.760827] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-11-28T20:22:19.760972] [INFO ] [sig       ] GWRE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:19.910322] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GWRE.txt
[2025-11-28T20:22:19.910504] [INFO ] [sig       ] [1480/3606] Completed GWRE in 0.4s | 2.98 sym/s | Total: 8.3m | ETA: 11.9m
[2025-11-28T20:22:19.910546] [INFO ] [sig       ] [1481/3606] Forecasting GWRS...
[2025-11-28T20:22:19.910603] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-11-28T20:22:19.910643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-11-28T20:22:19.924960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-11-28T20:22:19.925528] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-11-28T20:22:19.927255] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-11-28T20:22:19.927361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:19.927418] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:19.927448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:19.927986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:19.987424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:19.988421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:19.988506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:19.988539] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:20.106563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:20.106739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:20.106779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:20.106806] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:20.110208] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-11-28T20:22:20.110483] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-11-28T20:22:20.110623] [INFO ] [sig       ] GWRS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:20.258374] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GWRS.txt
[2025-11-28T20:22:20.258512] [INFO ] [sig       ] [1481/3606] Completed GWRS in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.9m
[2025-11-28T20:22:20.258553] [INFO ] [sig       ] [1482/3606] Forecasting GXAI...
[2025-11-28T20:22:20.258601] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-11-28T20:22:20.258633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-11-28T20:22:20.272886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-11-28T20:22:20.273404] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-11-28T20:22:20.274622] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-11-28T20:22:20.274676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:20.274711] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:20.274740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:20.274798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:20.332681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:20.333749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:20.333846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:20.333881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:20.459764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:20.459986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:20.460029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:20.460059] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:20.464015] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-11-28T20:22:20.464371] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-11-28T20:22:20.464527] [INFO ] [sig       ] GXAI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:20.611407] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GXAI.txt
[2025-11-28T20:22:20.611674] [INFO ] [sig       ] [1482/3606] Completed GXAI in 0.4s | 2.98 sym/s | Total: 8.3m | ETA: 11.9m
[2025-11-28T20:22:20.611722] [INFO ] [sig       ] [1483/3606] Forecasting GYRE...
[2025-11-28T20:22:20.611753] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-11-28T20:22:20.611785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-11-28T20:22:20.624937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-11-28T20:22:20.625314] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-11-28T20:22:20.626101] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-11-28T20:22:20.626166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:20.626198] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:20.626224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:20.626282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:20.685279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:20.686084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:20.686166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:20.686198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:20.806227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:20.806379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:20.806416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:20.806443] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:20.809939] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=47.34%)
[2025-11-28T20:22:20.810215] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-11-28T20:22:20.810353] [INFO ] [sig       ] GYRE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:20.952504] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GYRE.txt
[2025-11-28T20:22:20.952661] [INFO ] [sig       ] [1483/3606] Completed GYRE in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.9m
[2025-11-28T20:22:20.952702] [INFO ] [sig       ] [1484/3606] Forecasting H...
[2025-11-28T20:22:20.952729] [INFO ] [sig       ] Generating forecast for: H
[2025-11-28T20:22:20.952758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-11-28T20:22:20.970551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-11-28T20:22:20.970909] [INFO ] [FORECASTER] Starting predict_future for H
[2025-11-28T20:22:20.971706] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-11-28T20:22:20.971754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:20.971785] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:20.971812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:20.971866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:21.031175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:21.031997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:21.032074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:21.032110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:21.156321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:21.156473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:21.156511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:21.156541] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:21.159893] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=56.97%)
[2025-11-28T20:22:21.160199] [INFO ] [FORECASTER] Completed predict_future for H
[2025-11-28T20:22:21.160515] [INFO ] [sig       ] H: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:21.306476] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/H.txt
[2025-11-28T20:22:21.306622] [INFO ] [sig       ] [1484/3606] Completed H in 0.4s | 2.98 sym/s | Total: 8.3m | ETA: 11.9m
[2025-11-28T20:22:21.306663] [INFO ] [sig       ] [1485/3606] Forecasting HAE...
[2025-11-28T20:22:21.306691] [INFO ] [sig       ] Generating forecast for: HAE
[2025-11-28T20:22:21.306720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-11-28T20:22:21.318232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-11-28T20:22:21.318519] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-11-28T20:22:21.319255] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-11-28T20:22:21.319303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:21.319333] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:21.319358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:21.319412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:21.377647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:21.378437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:21.378516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:21.378547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:21.502543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:21.502776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:21.502820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:21.502850] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:21.506980] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-11-28T20:22:21.507464] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-11-28T20:22:21.507617] [INFO ] [sig       ] HAE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:21.651450] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HAE.txt
[2025-11-28T20:22:21.651628] [INFO ] [sig       ] [1485/3606] Completed HAE in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.9m
[2025-11-28T20:22:21.651670] [INFO ] [sig       ] [1486/3606] Forecasting HAFC...
[2025-11-28T20:22:21.651700] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-11-28T20:22:21.651729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-11-28T20:22:21.662934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-11-28T20:22:21.663259] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-11-28T20:22:21.664224] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-11-28T20:22:21.664276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:21.664334] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:21.664362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:21.664418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:21.719817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:21.720676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:21.720759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:21.720792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:21.840833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:21.840999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:21.841050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:21.841084] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:21.844948] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=50.07%)
[2025-11-28T20:22:21.845272] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-11-28T20:22:21.845404] [INFO ] [sig       ] HAFC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:22.011899] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HAFC.txt
[2025-11-28T20:22:22.012060] [INFO ] [sig       ] [1486/3606] Completed HAFC in 0.4s | 2.98 sym/s | Total: 8.3m | ETA: 11.9m
[2025-11-28T20:22:22.012101] [INFO ] [sig       ] [1487/3606] Forecasting HAIN...
[2025-11-28T20:22:22.012130] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-11-28T20:22:22.012159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-11-28T20:22:22.023484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-11-28T20:22:22.023816] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-11-28T20:22:22.024589] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-11-28T20:22:22.024641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:22.024672] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:22.024699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:22.024754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:22.082197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:22.083037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:22.083123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:22.083158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:22.208633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:22.208796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:22.208837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:22.208898] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:22.212593] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-11-28T20:22:22.212863] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-11-28T20:22:22.212984] [INFO ] [sig       ] HAIN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:22.353167] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HAIN.txt
[2025-11-28T20:22:22.353315] [INFO ] [sig       ] [1487/3606] Completed HAIN in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-28T20:22:22.353356] [INFO ] [sig       ] [1488/3606] Forecasting HAL...
[2025-11-28T20:22:22.353383] [INFO ] [sig       ] Generating forecast for: HAL
[2025-11-28T20:22:22.353411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-11-28T20:22:22.366957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-11-28T20:22:22.367256] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-11-28T20:22:22.367990] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-11-28T20:22:22.368067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:22.368102] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:22.368130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:22.368188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:22.423472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:22.424186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:22.424261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:22.424293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:22.552294] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:22.552437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:22.552476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:22.552504] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:22.555962] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-11-28T20:22:22.556242] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-11-28T20:22:22.556538] [INFO ] [sig       ] HAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:22.698644] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HAL.txt
[2025-11-28T20:22:22.698777] [INFO ] [sig       ] [1488/3606] Completed HAL in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-28T20:22:22.698815] [INFO ] [sig       ] [1489/3606] Forecasting HALO...
[2025-11-28T20:22:22.698843] [INFO ] [sig       ] Generating forecast for: HALO
[2025-11-28T20:22:22.698871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-11-28T20:22:22.711057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-11-28T20:22:22.711355] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-11-28T20:22:22.712110] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-11-28T20:22:22.712159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:22.712188] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:22.712214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:22.712268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:22.767837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:22.768682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:22.768760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:22.768793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:22.900101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:22.900256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:22.900483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:22.900544] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:22.904190] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=58.41%)
[2025-11-28T20:22:22.904449] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-11-28T20:22:22.904583] [INFO ] [sig       ] HALO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:23.041905] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HALO.txt
[2025-11-28T20:22:23.042018] [INFO ] [sig       ] [1489/3606] Completed HALO in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-28T20:22:23.042055] [INFO ] [sig       ] [1490/3606] Forecasting HAS...
[2025-11-28T20:22:23.042083] [INFO ] [sig       ] Generating forecast for: HAS
[2025-11-28T20:22:23.042113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-11-28T20:22:23.053269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-11-28T20:22:23.053538] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-11-28T20:22:23.054285] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-11-28T20:22:23.054334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:23.054364] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:23.054389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:23.054444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:23.110508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:23.111094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:23.111173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:23.111204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:23.229411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:23.229560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:23.229637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:23.229666] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:23.232887] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=27.78%)
[2025-11-28T20:22:23.233144] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-11-28T20:22:23.233260] [INFO ] [sig       ] HAS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:23.372768] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HAS.txt
[2025-11-28T20:22:23.372889] [INFO ] [sig       ] [1490/3606] Completed HAS in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-28T20:22:23.372927] [INFO ] [sig       ] [1491/3606] Forecasting HASI...
[2025-11-28T20:22:23.372954] [INFO ] [sig       ] Generating forecast for: HASI
[2025-11-28T20:22:23.372981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-11-28T20:22:23.387894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-11-28T20:22:23.388887] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-11-28T20:22:23.390917] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-11-28T20:22:23.390969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:23.391002] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:23.391029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:23.391089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:23.454535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:23.455969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:23.456070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:23.456103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:23.589706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:23.589942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:23.589986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:23.590016] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:23.593933] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-11-28T20:22:23.594309] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-11-28T20:22:23.594461] [INFO ] [sig       ] HASI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:23.756075] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HASI.txt
[2025-11-28T20:22:23.756324] [INFO ] [sig       ] [1491/3606] Completed HASI in 0.4s | 2.98 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-28T20:22:23.756382] [INFO ] [sig       ] [1492/3606] Forecasting HBAN...
[2025-11-28T20:22:23.756421] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-11-28T20:22:23.756470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-11-28T20:22:23.769801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-11-28T20:22:23.770171] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-11-28T20:22:23.770937] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-11-28T20:22:23.770985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:23.771015] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:23.771039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:23.771092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:23.826310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:23.827123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:23.827202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:23.827233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:23.945139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:23.945274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:23.945311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:23.945339] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:23.948548] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-11-28T20:22:23.948822] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-11-28T20:22:23.948936] [INFO ] [sig       ] HBAN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:24.085333] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HBAN.txt
[2025-11-28T20:22:24.085472] [INFO ] [sig       ] [1492/3606] Completed HBAN in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-28T20:22:24.085510] [INFO ] [sig       ] [1493/3606] Forecasting HBANL...
[2025-11-28T20:22:24.085538] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-11-28T20:22:24.085585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-11-28T20:22:24.097555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-11-28T20:22:24.097898] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-11-28T20:22:24.098709] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-11-28T20:22:24.098759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:24.098790] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:24.098816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:24.098872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:24.157514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:24.158249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:24.158329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:24.158361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:24.269756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:24.269899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:24.269937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:24.269963] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:24.273176] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-11-28T20:22:24.273433] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-11-28T20:22:24.273552] [INFO ] [sig       ] HBANL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:24.412413] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HBANL.txt
[2025-11-28T20:22:24.412583] [INFO ] [sig       ] [1493/3606] Completed HBANL in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-28T20:22:24.412623] [INFO ] [sig       ] [1494/3606] Forecasting HBANP...
[2025-11-28T20:22:24.412652] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-11-28T20:22:24.412681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-11-28T20:22:24.423650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-11-28T20:22:24.423928] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-11-28T20:22:24.424661] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-11-28T20:22:24.424721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:24.424752] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:24.424777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:24.424832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:24.479715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:24.480343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:24.480418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:24.480448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:24.596271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:24.596423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:24.596461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:24.596489] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:24.599992] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=56.31%)
[2025-11-28T20:22:24.600306] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-11-28T20:22:24.600428] [INFO ] [sig       ] HBANP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:24.736740] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HBANP.txt
[2025-11-28T20:22:24.736868] [INFO ] [sig       ] [1494/3606] Completed HBANP in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.8m
[2025-11-28T20:22:24.736905] [INFO ] [sig       ] [1495/3606] Forecasting HBB...
[2025-11-28T20:22:24.736934] [INFO ] [sig       ] Generating forecast for: HBB
[2025-11-28T20:22:24.736965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-11-28T20:22:24.748173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-11-28T20:22:24.748494] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-11-28T20:22:24.749256] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-11-28T20:22:24.749306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:24.749337] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:24.749363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:24.749419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:24.805611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:24.806288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:24.806364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:24.806395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:24.924667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:24.924825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:24.924865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:24.924893] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:24.928657] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=84.59%)
[2025-11-28T20:22:24.928925] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-11-28T20:22:24.929048] [INFO ] [sig       ] HBB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:25.075438] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HBB.txt
[2025-11-28T20:22:25.075611] [INFO ] [sig       ] [1495/3606] Completed HBB in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.8m
[2025-11-28T20:22:25.075660] [INFO ] [sig       ] [1496/3606] Forecasting HBCP...
[2025-11-28T20:22:25.075700] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-11-28T20:22:25.075732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-11-28T20:22:25.092194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-11-28T20:22:25.092637] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-11-28T20:22:25.093483] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-11-28T20:22:25.093534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:25.093566] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:25.093620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:25.093677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:25.153134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:25.154050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:25.154177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:25.154217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:25.275611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:25.275763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:25.275802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:25.275831] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:25.279357] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=28.63%)
[2025-11-28T20:22:25.279648] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-11-28T20:22:25.279769] [INFO ] [sig       ] HBCP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:25.424760] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HBCP.txt
[2025-11-28T20:22:25.424958] [INFO ] [sig       ] [1496/3606] Completed HBCP in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.8m
[2025-11-28T20:22:25.425012] [INFO ] [sig       ] [1497/3606] Forecasting HBI...
[2025-11-28T20:22:25.425058] [INFO ] [sig       ] Generating forecast for: HBI
[2025-11-28T20:22:25.425105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'.
[2025-11-28T20:22:25.440137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBI'.
[2025-11-28T20:22:25.440552] [INFO ] [FORECASTER] Starting predict_future for HBI
[2025-11-28T20:22:25.441551] [DEBUG] [LOCAL     ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt
[2025-11-28T20:22:25.441634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:25.441678] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:25.441714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:25.441793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:25.509062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:25.509901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:25.509981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:25.510012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:25.630875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:25.631026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:25.631064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:25.631092] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:25.634327] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=28.20%)
[2025-11-28T20:22:25.634623] [INFO ] [FORECASTER] Completed predict_future for HBI
[2025-11-28T20:22:25.634742] [INFO ] [sig       ] HBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:25.774008] [INFO ] [LOCAL     ] Saved forecast: HBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HBI.txt
[2025-11-28T20:22:25.774140] [INFO ] [sig       ] [1497/3606] Completed HBI in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.8m
[2025-11-28T20:22:25.774206] [INFO ] [sig       ] [1498/3606] Forecasting HBM...
[2025-11-28T20:22:25.774237] [INFO ] [sig       ] Generating forecast for: HBM
[2025-11-28T20:22:25.774267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-11-28T20:22:25.787024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-11-28T20:22:25.787378] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-11-28T20:22:25.788209] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-11-28T20:22:25.788260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:25.788291] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:25.788316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:25.788388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:25.845403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:25.846258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:25.846352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:25.846385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:25.968234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:25.968395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:25.968434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:25.968462] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:25.971840] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=81.02%)
[2025-11-28T20:22:25.972113] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-11-28T20:22:25.972238] [INFO ] [sig       ] HBM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:26.111059] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HBM.txt
[2025-11-28T20:22:26.111222] [INFO ] [sig       ] [1498/3606] Completed HBM in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.8m
[2025-11-28T20:22:26.111263] [INFO ] [sig       ] [1499/3606] Forecasting HBNC...
[2025-11-28T20:22:26.111293] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-11-28T20:22:26.111322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-11-28T20:22:26.125294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-11-28T20:22:26.125818] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-11-28T20:22:26.126686] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-11-28T20:22:26.126737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:26.126771] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:26.126797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:26.126854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:26.185055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:26.186163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:26.186261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:26.186293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:26.305871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:26.306033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:26.306073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:26.306100] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:26.309486] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=38.77%)
[2025-11-28T20:22:26.309771] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-11-28T20:22:26.309909] [INFO ] [sig       ] HBNC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:26.450743] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HBNC.txt
[2025-11-28T20:22:26.450901] [INFO ] [sig       ] [1499/3606] Completed HBNC in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.8m
[2025-11-28T20:22:26.450940] [INFO ] [sig       ] [1500/3606] Forecasting HCA...
[2025-11-28T20:22:26.450969] [INFO ] [sig       ] Generating forecast for: HCA
[2025-11-28T20:22:26.450999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-11-28T20:22:26.463105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-11-28T20:22:26.463435] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-11-28T20:22:26.464198] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-11-28T20:22:26.464258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:26.464295] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:26.464326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:26.464387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:26.518396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:26.518983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:26.519059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:26.519089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:26.636869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:26.637027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:26.637067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:26.637096] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:26.641118] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-11-28T20:22:26.641398] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-11-28T20:22:26.641517] [INFO ] [sig       ] HCA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:26.776601] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HCA.txt
[2025-11-28T20:22:26.776716] [INFO ] [sig       ] [1500/3606] Completed HCA in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.8m
[2025-11-28T20:22:26.776753] [INFO ] [sig       ] [1501/3606] Forecasting HCC...
[2025-11-28T20:22:26.776781] [INFO ] [sig       ] Generating forecast for: HCC
[2025-11-28T20:22:26.776810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-11-28T20:22:26.788375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-11-28T20:22:26.788658] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-11-28T20:22:26.789377] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-11-28T20:22:26.789425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:26.789454] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:26.789478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:26.789531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:26.844121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:26.844768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:26.844842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:26.844873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:26.963871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:26.964020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:26.964077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:26.964104] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:26.967318] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=75.62%)
[2025-11-28T20:22:26.967591] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-11-28T20:22:26.967706] [INFO ] [sig       ] HCC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:27.103048] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HCC.txt
[2025-11-28T20:22:27.103194] [INFO ] [sig       ] [1501/3606] Completed HCC in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.8m
[2025-11-28T20:22:27.103236] [INFO ] [sig       ] [1502/3606] Forecasting HCI...
[2025-11-28T20:22:27.103268] [INFO ] [sig       ] Generating forecast for: HCI
[2025-11-28T20:22:27.103298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-11-28T20:22:27.115227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-11-28T20:22:27.115528] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-11-28T20:22:27.116307] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-11-28T20:22:27.116358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:27.116389] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:27.116415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:27.116470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:27.173553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:27.174183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:27.174258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:27.174291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:27.293414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:27.293552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:27.293606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:27.293635] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:27.296781] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-11-28T20:22:27.297035] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-11-28T20:22:27.297145] [INFO ] [sig       ] HCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:27.437853] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HCI.txt
[2025-11-28T20:22:27.438006] [INFO ] [sig       ] [1502/3606] Completed HCI in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.8m
[2025-11-28T20:22:27.438080] [INFO ] [sig       ] [1503/3606] Forecasting HCM...
[2025-11-28T20:22:27.438113] [INFO ] [sig       ] Generating forecast for: HCM
[2025-11-28T20:22:27.438142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-11-28T20:22:27.450393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-11-28T20:22:27.450733] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-11-28T20:22:27.451464] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-11-28T20:22:27.451513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:27.451583] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:27.451614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:27.451670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:27.506904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:27.507782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:27.507907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:27.507941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:27.630248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:27.630404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:27.630442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:27.630468] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:27.633884] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2025-11-28T20:22:27.634156] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-11-28T20:22:27.634288] [INFO ] [sig       ] HCM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:27.785385] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HCM.txt
[2025-11-28T20:22:27.785609] [INFO ] [sig       ] [1503/3606] Completed HCM in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.8m
[2025-11-28T20:22:27.785665] [INFO ] [sig       ] [1504/3606] Forecasting HCSG...
[2025-11-28T20:22:27.785705] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-11-28T20:22:27.785745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-11-28T20:22:27.800786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-11-28T20:22:27.801228] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-11-28T20:22:27.802252] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-11-28T20:22:27.802314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:27.802355] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:27.802391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:27.802470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:27.863326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:27.864177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:27.864258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:27.864291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:27.983112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:27.983258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:27.983295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:27.983322] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:27.986522] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=66.87%)
[2025-11-28T20:22:27.986796] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-11-28T20:22:27.986910] [INFO ] [sig       ] HCSG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:28.121089] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HCSG.txt
[2025-11-28T20:22:28.121233] [INFO ] [sig       ] [1504/3606] Completed HCSG in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.8m
[2025-11-28T20:22:28.121270] [INFO ] [sig       ] [1505/3606] Forecasting HCTI...
[2025-11-28T20:22:28.121299] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-11-28T20:22:28.121328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-11-28T20:22:28.132835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-11-28T20:22:28.133182] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-11-28T20:22:28.133945] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-11-28T20:22:28.133994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:28.134025] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:28.134064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:28.134120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:28.190813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:28.191543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:28.191640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:28.191674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:28.316425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:28.316587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:28.316626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:28.316653] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:28.319896] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2025-11-28T20:22:28.320165] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-11-28T20:22:28.320287] [INFO ] [sig       ] HCTI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:28.457060] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HCTI.txt
[2025-11-28T20:22:28.457203] [INFO ] [sig       ] [1505/3606] Completed HCTI in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-28T20:22:28.457244] [INFO ] [sig       ] [1506/3606] Forecasting HD...
[2025-11-28T20:22:28.457273] [INFO ] [sig       ] Generating forecast for: HD
[2025-11-28T20:22:28.457305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-11-28T20:22:28.469355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-11-28T20:22:28.469729] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-11-28T20:22:28.470507] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-11-28T20:22:28.470569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:28.470651] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:28.470682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:28.470738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:28.526739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:28.527626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:28.527713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:28.527747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:28.647192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:28.647364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:28.647407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:28.647472] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:28.651002] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-11-28T20:22:28.651314] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-11-28T20:22:28.651446] [INFO ] [sig       ] HD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:28.789420] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HD.txt
[2025-11-28T20:22:28.789547] [INFO ] [sig       ] [1506/3606] Completed HD in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-28T20:22:28.789608] [INFO ] [sig       ] [1507/3606] Forecasting HDB...
[2025-11-28T20:22:28.789640] [INFO ] [sig       ] Generating forecast for: HDB
[2025-11-28T20:22:28.789669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-11-28T20:22:28.800496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-11-28T20:22:28.800848] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-11-28T20:22:28.801627] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-11-28T20:22:28.801676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:28.801705] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:28.801730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:28.801783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:28.857513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:28.858247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:28.858325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:28.858359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:28.979593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:28.979740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:28.979780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:28.979810] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:28.983122] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=69.53%)
[2025-11-28T20:22:28.983383] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-11-28T20:22:28.983501] [INFO ] [sig       ] HDB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:29.123145] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HDB.txt
[2025-11-28T20:22:29.123284] [INFO ] [sig       ] [1507/3606] Completed HDB in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-28T20:22:29.123329] [INFO ] [sig       ] [1508/3606] Forecasting HDSN...
[2025-11-28T20:22:29.123364] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-11-28T20:22:29.123399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-11-28T20:22:29.136679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-11-28T20:22:29.136943] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-11-28T20:22:29.137677] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-11-28T20:22:29.137726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:29.137756] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:29.137782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:29.137837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:29.195094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:29.195738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:29.195814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:29.195848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:29.307117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:29.307251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:29.307288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:29.307317] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:29.310656] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-11-28T20:22:29.310920] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-11-28T20:22:29.311036] [INFO ] [sig       ] HDSN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:29.446076] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HDSN.txt
[2025-11-28T20:22:29.446212] [INFO ] [sig       ] [1508/3606] Completed HDSN in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-28T20:22:29.446251] [INFO ] [sig       ] [1509/3606] Forecasting HE...
[2025-11-28T20:22:29.446280] [INFO ] [sig       ] Generating forecast for: HE
[2025-11-28T20:22:29.446320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-11-28T20:22:29.457411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-11-28T20:22:29.457710] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-11-28T20:22:29.458476] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-11-28T20:22:29.458525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:29.458555] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:29.458598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:29.458656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:29.514661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:29.515243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:29.515319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:29.515352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:29.636249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:29.636399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:29.636437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:29.636465] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:29.639774] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=61.95%)
[2025-11-28T20:22:29.640030] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-11-28T20:22:29.640149] [INFO ] [sig       ] HE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:29.774025] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HE.txt
[2025-11-28T20:22:29.774149] [INFO ] [sig       ] [1509/3606] Completed HE in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-28T20:22:29.774189] [INFO ] [sig       ] [1510/3606] Forecasting HEI...
[2025-11-28T20:22:29.774220] [INFO ] [sig       ] Generating forecast for: HEI
[2025-11-28T20:22:29.774247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-11-28T20:22:29.785511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-11-28T20:22:29.785850] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-11-28T20:22:29.786566] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-11-28T20:22:29.786633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:29.786663] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:29.786689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:29.786743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:29.843534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:29.844359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:29.844435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:29.844466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:29.962446] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:29.962616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:29.962655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:29.962681] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:29.965890] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=22.83%)
[2025-11-28T20:22:29.966147] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-11-28T20:22:29.966260] [INFO ] [sig       ] HEI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:30.101775] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HEI.txt
[2025-11-28T20:22:30.101940] [INFO ] [sig       ] [1510/3606] Completed HEI in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-28T20:22:30.101982] [INFO ] [sig       ] [1511/3606] Forecasting HELE...
[2025-11-28T20:22:30.102012] [INFO ] [sig       ] Generating forecast for: HELE
[2025-11-28T20:22:30.102043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-11-28T20:22:30.113556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-11-28T20:22:30.113849] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-11-28T20:22:30.114799] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-11-28T20:22:30.114846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:30.114876] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:30.114900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:30.114953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:30.169348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:30.169912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:30.169983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:30.170014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:30.289228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:30.289337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:30.289370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:30.289397] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:30.292444] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: DOWN (p=27.70%)
[2025-11-28T20:22:30.292714] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-11-28T20:22:30.292826] [INFO ] [sig       ] HELE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:30.427006] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HELE.txt
[2025-11-28T20:22:30.427116] [INFO ] [sig       ] [1511/3606] Completed HELE in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-28T20:22:30.427152] [INFO ] [sig       ] [1512/3606] Forecasting HEPS...
[2025-11-28T20:22:30.427181] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-11-28T20:22:30.427209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-11-28T20:22:30.438415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-11-28T20:22:30.438680] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-11-28T20:22:30.439414] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-11-28T20:22:30.439463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:30.439491] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:30.439515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:30.439597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:30.493331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:30.493917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:30.493989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:30.494019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:30.615865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:30.616027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:30.616065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:30.616092] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:30.619308] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=83.67%)
[2025-11-28T20:22:30.619561] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-11-28T20:22:30.619691] [INFO ] [sig       ] HEPS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:30.757936] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HEPS.txt
[2025-11-28T20:22:30.758060] [INFO ] [sig       ] [1512/3606] Completed HEPS in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.7m
[2025-11-28T20:22:30.758099] [INFO ] [sig       ] [1513/3606] Forecasting HEQ...
[2025-11-28T20:22:30.758128] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-11-28T20:22:30.758157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-11-28T20:22:30.771003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-11-28T20:22:30.771364] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-11-28T20:22:30.772141] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-11-28T20:22:30.772189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:30.772219] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:30.772244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:30.772298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:30.827442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:30.828154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:30.828260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:30.828292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:30.942702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:30.942849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:30.942886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:30.942913] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:30.946107] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-11-28T20:22:30.946364] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-11-28T20:22:30.946477] [INFO ] [sig       ] HEQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:31.083893] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HEQ.txt
[2025-11-28T20:22:31.084042] [INFO ] [sig       ] [1513/3606] Completed HEQ in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.7m
[2025-11-28T20:22:31.084081] [INFO ] [sig       ] [1514/3606] Forecasting HERO...
[2025-11-28T20:22:31.084111] [INFO ] [sig       ] Generating forecast for: HERO
[2025-11-28T20:22:31.084141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-11-28T20:22:31.095637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-11-28T20:22:31.095981] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-11-28T20:22:31.096722] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-11-28T20:22:31.096770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:31.096801] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:31.096826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:31.096881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:31.153198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:31.154033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:31.154113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:31.154145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:31.273309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:31.273475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:31.273513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:31.273541] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:31.276830] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-11-28T20:22:31.277088] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-11-28T20:22:31.277221] [INFO ] [sig       ] HERO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:31.415549] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HERO.txt
[2025-11-28T20:22:31.415712] [INFO ] [sig       ] [1514/3606] Completed HERO in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.7m
[2025-11-28T20:22:31.415752] [INFO ] [sig       ] [1515/3606] Forecasting HESM...
[2025-11-28T20:22:31.415782] [INFO ] [sig       ] Generating forecast for: HESM
[2025-11-28T20:22:31.415811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-11-28T20:22:31.426650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-11-28T20:22:31.426932] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-11-28T20:22:31.427659] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-11-28T20:22:31.427707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:31.427737] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:31.427762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:31.427817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:31.488025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:31.488954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:31.489053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:31.489091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:31.615345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:31.615492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:31.615531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:31.615559] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:31.618939] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-11-28T20:22:31.619198] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-11-28T20:22:31.619347] [INFO ] [sig       ] HESM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:31.756836] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HESM.txt
[2025-11-28T20:22:31.756964] [INFO ] [sig       ] [1515/3606] Completed HESM in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.7m
[2025-11-28T20:22:31.757002] [INFO ] [sig       ] [1516/3606] Forecasting HFFG...
[2025-11-28T20:22:31.757030] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-11-28T20:22:31.757059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-11-28T20:22:31.769497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-11-28T20:22:31.769921] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-11-28T20:22:31.770736] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-11-28T20:22:31.770787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:31.770820] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:31.770847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:31.770902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:31.829911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:31.830780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:31.830865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:31.830900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:31.944920] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:31.945070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:31.945113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:31.945142] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:31.948512] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=73.37%)
[2025-11-28T20:22:31.948792] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-11-28T20:22:31.948909] [INFO ] [sig       ] HFFG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:32.091444] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HFFG.txt
[2025-11-28T20:22:32.091632] [INFO ] [sig       ] [1516/3606] Completed HFFG in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.7m
[2025-11-28T20:22:32.091675] [INFO ] [sig       ] [1517/3606] Forecasting HFRO...
[2025-11-28T20:22:32.091706] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-11-28T20:22:32.091736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-11-28T20:22:32.103270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-11-28T20:22:32.103553] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-11-28T20:22:32.104318] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-11-28T20:22:32.104368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:32.104399] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:32.104425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:32.104480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:32.161850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:32.162515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:32.162608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:32.162643] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:32.287053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:32.287199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:32.287237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:32.287267] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:32.290690] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-11-28T20:22:32.290970] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-11-28T20:22:32.291092] [INFO ] [sig       ] HFRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:32.432942] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HFRO.txt
[2025-11-28T20:22:32.433070] [INFO ] [sig       ] [1517/3606] Completed HFRO in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.7m
[2025-11-28T20:22:32.433110] [INFO ] [sig       ] [1518/3606] Forecasting HFWA...
[2025-11-28T20:22:32.433140] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-11-28T20:22:32.433170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-11-28T20:22:32.444851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-11-28T20:22:32.445150] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-11-28T20:22:32.445930] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-11-28T20:22:32.445993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:32.446026] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:32.446052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:32.446109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:32.503722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:32.504385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:32.504462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:32.504493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:32.625163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:32.625309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:32.625347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:32.625376] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:32.628775] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=58.57%)
[2025-11-28T20:22:32.629037] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-11-28T20:22:32.629153] [INFO ] [sig       ] HFWA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:32.769691] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HFWA.txt
[2025-11-28T20:22:32.769824] [INFO ] [sig       ] [1518/3606] Completed HFWA in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.7m
[2025-11-28T20:22:32.769862] [INFO ] [sig       ] [1519/3606] Forecasting HG...
[2025-11-28T20:22:32.769891] [INFO ] [sig       ] Generating forecast for: HG
[2025-11-28T20:22:32.769922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-11-28T20:22:32.781322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-11-28T20:22:32.781725] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-11-28T20:22:32.782543] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-11-28T20:22:32.782613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:32.782648] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:32.782674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:32.782729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:32.842331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:32.843105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:32.843183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:32.843215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:32.963559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:32.963724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:32.963762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:32.963790] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:32.967096] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-11-28T20:22:32.967373] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-11-28T20:22:32.967494] [INFO ] [sig       ] HG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:33.103648] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HG.txt
[2025-11-28T20:22:33.103786] [INFO ] [sig       ] [1519/3606] Completed HG in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.7m
[2025-11-28T20:22:33.103825] [INFO ] [sig       ] [1520/3606] Forecasting HGBL...
[2025-11-28T20:22:33.103854] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-11-28T20:22:33.103882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-11-28T20:22:33.114913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-11-28T20:22:33.115251] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-11-28T20:22:33.115988] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-11-28T20:22:33.116036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:33.116091] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:33.116118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:33.116173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:33.170225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:33.170957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:33.171034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:33.171067] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:33.287487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:33.287643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:33.287681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:33.287707] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:33.290878] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2025-11-28T20:22:33.291136] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-11-28T20:22:33.291247] [INFO ] [sig       ] HGBL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:33.423847] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HGBL.txt
[2025-11-28T20:22:33.423975] [INFO ] [sig       ] [1520/3606] Completed HGBL in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.7m
[2025-11-28T20:22:33.424016] [INFO ] [sig       ] [1521/3606] Forecasting HGLB...
[2025-11-28T20:22:33.424045] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-11-28T20:22:33.424074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-11-28T20:22:33.435161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-11-28T20:22:33.435526] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-11-28T20:22:33.436275] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-11-28T20:22:33.436325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:33.436356] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:33.436382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:33.436437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:33.491531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:33.492258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:33.492336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:33.492369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:33.614988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:33.615131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:33.615169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:33.615198] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:33.618409] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=28.87%)
[2025-11-28T20:22:33.618684] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-11-28T20:22:33.618799] [INFO ] [sig       ] HGLB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:33.753027] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HGLB.txt
[2025-11-28T20:22:33.753150] [INFO ] [sig       ] [1521/3606] Completed HGLB in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.7m
[2025-11-28T20:22:33.753220] [INFO ] [sig       ] [1522/3606] Forecasting HGTY...
[2025-11-28T20:22:33.753250] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-11-28T20:22:33.753279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-11-28T20:22:33.767023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-11-28T20:22:33.767501] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-11-28T20:22:33.768472] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-11-28T20:22:33.768529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:33.768562] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:33.768637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:33.768706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:33.823898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:33.824713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:33.824797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:33.824829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:33.944721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:33.944877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:33.944913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:33.944941] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:33.948318] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=11.54%)
[2025-11-28T20:22:33.948645] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-11-28T20:22:33.948774] [INFO ] [sig       ] HGTY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:34.082484] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HGTY.txt
[2025-11-28T20:22:34.082645] [INFO ] [sig       ] [1522/3606] Completed HGTY in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.7m
[2025-11-28T20:22:34.082689] [INFO ] [sig       ] [1523/3606] Forecasting HHH...
[2025-11-28T20:22:34.082718] [INFO ] [sig       ] Generating forecast for: HHH
[2025-11-28T20:22:34.082748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-11-28T20:22:34.093852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-11-28T20:22:34.094147] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-11-28T20:22:34.095046] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-11-28T20:22:34.095095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:34.095125] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:34.095151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:34.095205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:34.154542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:34.155193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:34.155268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:34.155299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:34.278924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:34.279068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:34.279105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:34.279164] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:34.282980] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-11-28T20:22:34.283268] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-11-28T20:22:34.283388] [INFO ] [sig       ] HHH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:34.425990] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HHH.txt
[2025-11-28T20:22:34.426112] [INFO ] [sig       ] [1523/3606] Completed HHH in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-28T20:22:34.426148] [INFO ] [sig       ] [1524/3606] Forecasting HI...
[2025-11-28T20:22:34.426176] [INFO ] [sig       ] Generating forecast for: HI
[2025-11-28T20:22:34.426205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-11-28T20:22:34.437749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-11-28T20:22:34.438126] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-11-28T20:22:34.438902] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-11-28T20:22:34.438951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:34.438981] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:34.439005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:34.439058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:34.493350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:34.493964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:34.494039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:34.494070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:34.610302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:34.610437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:34.610480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:34.610511] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:34.613683] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-11-28T20:22:34.613941] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-11-28T20:22:34.614054] [INFO ] [sig       ] HI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:34.752257] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HI.txt
[2025-11-28T20:22:34.752383] [INFO ] [sig       ] [1524/3606] Completed HI in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-28T20:22:34.752422] [INFO ] [sig       ] [1525/3606] Forecasting HIFS...
[2025-11-28T20:22:34.752451] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-11-28T20:22:34.752480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-11-28T20:22:34.763366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-11-28T20:22:34.763705] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-11-28T20:22:34.764416] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-11-28T20:22:34.764464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:34.764494] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:34.764519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:34.764593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:34.820070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:34.820719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:34.820791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:34.820823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:34.933423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:34.933536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:34.933606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:34.933637] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:34.936879] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=34.63%)
[2025-11-28T20:22:34.937146] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-11-28T20:22:34.937263] [INFO ] [sig       ] HIFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:35.070892] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HIFS.txt
[2025-11-28T20:22:35.071018] [INFO ] [sig       ] [1525/3606] Completed HIFS in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-28T20:22:35.071055] [INFO ] [sig       ] [1526/3606] Forecasting HIG...
[2025-11-28T20:22:35.071084] [INFO ] [sig       ] Generating forecast for: HIG
[2025-11-28T20:22:35.071113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-11-28T20:22:35.082743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-11-28T20:22:35.083042] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-11-28T20:22:35.083882] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-11-28T20:22:35.083936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:35.083967] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:35.083992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:35.084048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:35.142410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:35.143073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:35.143149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:35.143181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:35.265328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:35.265481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:35.265518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:35.265545] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:35.268804] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-11-28T20:22:35.269058] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-11-28T20:22:35.269171] [INFO ] [sig       ] HIG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:35.404345] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HIG.txt
[2025-11-28T20:22:35.404468] [INFO ] [sig       ] [1526/3606] Completed HIG in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-28T20:22:35.404505] [INFO ] [sig       ] [1527/3606] Forecasting HII...
[2025-11-28T20:22:35.404533] [INFO ] [sig       ] Generating forecast for: HII
[2025-11-28T20:22:35.404562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-11-28T20:22:35.416069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-11-28T20:22:35.416369] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-11-28T20:22:35.417142] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-11-28T20:22:35.417193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:35.417224] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:35.417250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:35.417304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:35.475422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:35.476049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:35.476123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:35.476156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:35.602676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:35.602822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:35.602862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:35.602896] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:35.606278] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-11-28T20:22:35.606539] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-11-28T20:22:35.606681] [INFO ] [sig       ] HII: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:35.745636] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HII.txt
[2025-11-28T20:22:35.745772] [INFO ] [sig       ] [1527/3606] Completed HII in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-28T20:22:35.745821] [INFO ] [sig       ] [1528/3606] Forecasting HIMS...
[2025-11-28T20:22:35.745852] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-11-28T20:22:35.745882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-11-28T20:22:35.757160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-11-28T20:22:35.757439] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-11-28T20:22:35.758205] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-11-28T20:22:35.758254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:35.758283] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:35.758308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:35.758361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:35.812439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:35.813046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:35.813118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:35.813149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:35.928261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:35.928403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:35.928440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:35.928467] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:35.931647] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-11-28T20:22:35.931903] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-11-28T20:22:35.932017] [INFO ] [sig       ] HIMS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:36.065681] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HIMS.txt
[2025-11-28T20:22:36.065789] [INFO ] [sig       ] [1528/3606] Completed HIMS in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-28T20:22:36.065826] [INFO ] [sig       ] [1529/3606] Forecasting HIMX...
[2025-11-28T20:22:36.065853] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-11-28T20:22:36.065882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-11-28T20:22:36.076779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-11-28T20:22:36.077033] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-11-28T20:22:36.077759] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-11-28T20:22:36.077806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:36.077847] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:36.077874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:36.077928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:36.131548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:36.132107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:36.132178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:36.132208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:36.251789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:36.251908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:36.251944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:36.251971] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:36.255027] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=47.25%)
[2025-11-28T20:22:36.255276] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-11-28T20:22:36.255386] [INFO ] [sig       ] HIMX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:36.389828] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HIMX.txt
[2025-11-28T20:22:36.389932] [INFO ] [sig       ] [1529/3606] Completed HIMX in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-28T20:22:36.389969] [INFO ] [sig       ] [1530/3606] Forecasting HIO...
[2025-11-28T20:22:36.389997] [INFO ] [sig       ] Generating forecast for: HIO
[2025-11-28T20:22:36.390025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-11-28T20:22:36.400774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-11-28T20:22:36.401019] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-11-28T20:22:36.401762] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-11-28T20:22:36.401810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:36.401839] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:36.401864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:36.401917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:36.456639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:36.457208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:36.457304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:36.457335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:36.576168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:36.576267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:36.576300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:36.576328] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:36.579324] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=8.11%)
[2025-11-28T20:22:36.579590] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-11-28T20:22:36.579702] [INFO ] [sig       ] HIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:36.713266] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HIO.txt
[2025-11-28T20:22:36.713366] [INFO ] [sig       ] [1530/3606] Completed HIO in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.6m
[2025-11-28T20:22:36.713402] [INFO ] [sig       ] [1531/3606] Forecasting HIPO...
[2025-11-28T20:22:36.713431] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-11-28T20:22:36.713459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-11-28T20:22:36.724909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-11-28T20:22:36.725168] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-11-28T20:22:36.725891] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-11-28T20:22:36.725939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:36.725969] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:36.725994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:36.726048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:36.780722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:36.781280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:36.781353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:36.781383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:36.899770] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:36.899880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:36.899914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:36.899940] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:36.902955] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-11-28T20:22:36.903203] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-11-28T20:22:36.903316] [INFO ] [sig       ] HIPO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:37.037077] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HIPO.txt
[2025-11-28T20:22:37.037179] [INFO ] [sig       ] [1531/3606] Completed HIPO in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.6m
[2025-11-28T20:22:37.037215] [INFO ] [sig       ] [1532/3606] Forecasting HITI...
[2025-11-28T20:22:37.037243] [INFO ] [sig       ] Generating forecast for: HITI
[2025-11-28T20:22:37.037271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-11-28T20:22:37.048201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-11-28T20:22:37.048451] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-11-28T20:22:37.049182] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-11-28T20:22:37.049230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:37.049259] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:37.049284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:37.049337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:37.103490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:37.104127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:37.104202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:37.104233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:37.222252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:37.222343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:37.222376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:37.222403] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:37.225342] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=36.50%)
[2025-11-28T20:22:37.225604] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-11-28T20:22:37.225717] [INFO ] [sig       ] HITI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:37.359758] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HITI.txt
[2025-11-28T20:22:37.359879] [INFO ] [sig       ] [1532/3606] Completed HITI in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.6m
[2025-11-28T20:22:37.359917] [INFO ] [sig       ] [1533/3606] Forecasting HIVE...
[2025-11-28T20:22:37.359953] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-11-28T20:22:37.359983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-11-28T20:22:37.371885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-11-28T20:22:37.372146] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-11-28T20:22:37.372875] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-11-28T20:22:37.372924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:37.372954] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:37.372980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:37.373035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:37.427041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:37.427607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:37.427679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:37.427709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:37.543039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:37.543131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:37.543164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:37.543193] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:37.546149] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-11-28T20:22:37.546396] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-11-28T20:22:37.546512] [INFO ] [sig       ] HIVE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:37.680776] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HIVE.txt
[2025-11-28T20:22:37.680906] [INFO ] [sig       ] [1533/3606] Completed HIVE in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.6m
[2025-11-28T20:22:37.680944] [INFO ] [sig       ] [1534/3606] Forecasting HIX...
[2025-11-28T20:22:37.680973] [INFO ] [sig       ] Generating forecast for: HIX
[2025-11-28T20:22:37.681002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-11-28T20:22:37.692539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-11-28T20:22:37.692815] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-11-28T20:22:37.693528] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-11-28T20:22:37.693593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:37.693625] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:37.693651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:37.693705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:37.747169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:37.747737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:37.747809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:37.747839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:37.859945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:37.860034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:37.860068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:37.860095] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:37.863043] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-11-28T20:22:37.863291] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-11-28T20:22:37.863401] [INFO ] [sig       ] HIX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:38.000476] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HIX.txt
[2025-11-28T20:22:38.000597] [INFO ] [sig       ] [1534/3606] Completed HIX in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.6m
[2025-11-28T20:22:38.000636] [INFO ] [sig       ] [1535/3606] Forecasting HL...
[2025-11-28T20:22:38.000665] [INFO ] [sig       ] Generating forecast for: HL
[2025-11-28T20:22:38.000694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-11-28T20:22:38.011501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-11-28T20:22:38.011769] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-11-28T20:22:38.012471] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-11-28T20:22:38.012519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:38.012549] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:38.012593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:38.012649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:38.066960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:38.067506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:38.067602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:38.067637] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:38.187559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:38.187664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:38.187699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:38.187727] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:38.190684] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=53.53%)
[2025-11-28T20:22:38.190932] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-11-28T20:22:38.191047] [INFO ] [sig       ] HL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:38.324226] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HL.txt
[2025-11-28T20:22:38.324326] [INFO ] [sig       ] [1535/3606] Completed HL in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.6m
[2025-11-28T20:22:38.324363] [INFO ] [sig       ] [1536/3606] Forecasting HLAL...
[2025-11-28T20:22:38.324390] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-11-28T20:22:38.324419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-11-28T20:22:38.335019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-11-28T20:22:38.335273] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-11-28T20:22:38.335991] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-11-28T20:22:38.336038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:38.336069] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:38.336095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:38.336148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:38.389837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:38.390371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:38.390441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:38.390471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:38.508201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:38.508294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:38.508327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:38.508370] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:38.511340] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-11-28T20:22:38.511618] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-11-28T20:22:38.511730] [INFO ] [sig       ] HLAL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:38.645397] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HLAL.txt
[2025-11-28T20:22:38.645524] [INFO ] [sig       ] [1536/3606] Completed HLAL in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.6m
[2025-11-28T20:22:38.645560] [INFO ] [sig       ] [1537/3606] Forecasting HLF...
[2025-11-28T20:22:38.645607] [INFO ] [sig       ] Generating forecast for: HLF
[2025-11-28T20:22:38.645637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-11-28T20:22:38.657833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-11-28T20:22:38.658122] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-11-28T20:22:38.658851] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-11-28T20:22:38.658897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:38.658950] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:38.658977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:38.659032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:38.714880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:38.715722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:38.715800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:38.715832] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:38.846020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:38.846168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:38.846207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:38.846234] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:38.849513] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=56.83%)
[2025-11-28T20:22:38.849800] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-11-28T20:22:38.849916] [INFO ] [sig       ] HLF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:38.983718] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HLF.txt
[2025-11-28T20:22:38.983852] [INFO ] [sig       ] [1537/3606] Completed HLF in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.6m
[2025-11-28T20:22:38.983889] [INFO ] [sig       ] [1538/3606] Forecasting HLI...
[2025-11-28T20:22:38.983919] [INFO ] [sig       ] Generating forecast for: HLI
[2025-11-28T20:22:38.983949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-11-28T20:22:38.998149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-11-28T20:22:38.998491] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-11-28T20:22:38.999280] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-11-28T20:22:38.999330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:38.999361] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:38.999387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:38.999443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:39.054424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:39.055048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:39.055123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:39.055168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:39.176982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:39.177116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:39.177154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:39.177181] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:39.180352] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-11-28T20:22:39.180635] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-11-28T20:22:39.180754] [INFO ] [sig       ] HLI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:39.322402] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HLI.txt
[2025-11-28T20:22:39.322615] [INFO ] [sig       ] [1538/3606] Completed HLI in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.6m
[2025-11-28T20:22:39.322664] [INFO ] [sig       ] [1539/3606] Forecasting HLIO...
[2025-11-28T20:22:39.322700] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-11-28T20:22:39.322736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-11-28T20:22:39.334274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-11-28T20:22:39.334670] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-11-28T20:22:39.335457] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-11-28T20:22:39.335507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:39.335539] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:39.335565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:39.335656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:39.392362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:39.393214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:39.393298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:39.393332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:39.510990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:39.511133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:39.511171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:39.511198] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:39.514348] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=42.37%)
[2025-11-28T20:22:39.514616] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-11-28T20:22:39.514729] [INFO ] [sig       ] HLIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:39.656016] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HLIO.txt
[2025-11-28T20:22:39.656136] [INFO ] [sig       ] [1539/3606] Completed HLIO in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.6m
[2025-11-28T20:22:39.656173] [INFO ] [sig       ] [1540/3606] Forecasting HLLY...
[2025-11-28T20:22:39.656201] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-11-28T20:22:39.656230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-11-28T20:22:39.666749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-11-28T20:22:39.667021] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-11-28T20:22:39.667845] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-11-28T20:22:39.667895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:39.667926] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:39.667952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:39.668018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:39.724283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:39.724864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:39.724938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:39.724970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:39.840364] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:39.840467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:39.840500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:39.840553] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:39.844947] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2025-11-28T20:22:39.845217] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-11-28T20:22:39.845339] [INFO ] [sig       ] HLLY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:39.991333] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HLLY.txt
[2025-11-28T20:22:39.991465] [INFO ] [sig       ] [1540/3606] Completed HLLY in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-28T20:22:39.991502] [INFO ] [sig       ] [1541/3606] Forecasting HLMN...
[2025-11-28T20:22:39.991531] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-11-28T20:22:39.991560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-11-28T20:22:40.002448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-11-28T20:22:40.002756] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-11-28T20:22:40.003536] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-11-28T20:22:40.003617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:40.003657] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:40.003685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:40.003741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:40.060058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:40.060650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:40.060724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:40.060756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:40.180079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:40.180220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:40.180257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:40.180286] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:40.183546] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=28.73%)
[2025-11-28T20:22:40.183849] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-11-28T20:22:40.183980] [INFO ] [sig       ] HLMN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:40.325767] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HLMN.txt
[2025-11-28T20:22:40.325872] [INFO ] [sig       ] [1541/3606] Completed HLMN in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-28T20:22:40.325909] [INFO ] [sig       ] [1542/3606] Forecasting HLN...
[2025-11-28T20:22:40.325937] [INFO ] [sig       ] Generating forecast for: HLN
[2025-11-28T20:22:40.325966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-11-28T20:22:40.337281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-11-28T20:22:40.337588] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-11-28T20:22:40.338381] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-11-28T20:22:40.338430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:40.338462] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:40.338488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:40.338545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:40.401858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:40.402599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:40.402675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:40.402708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:40.517351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:40.517443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:40.517476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:40.517503] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:40.520480] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=20.28%)
[2025-11-28T20:22:40.520752] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-11-28T20:22:40.520866] [INFO ] [sig       ] HLN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:40.661747] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HLN.txt
[2025-11-28T20:22:40.661864] [INFO ] [sig       ] [1542/3606] Completed HLN in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-28T20:22:40.661902] [INFO ] [sig       ] [1543/3606] Forecasting HLNE...
[2025-11-28T20:22:40.661930] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-11-28T20:22:40.661959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-11-28T20:22:40.673207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-11-28T20:22:40.673470] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-11-28T20:22:40.674297] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-11-28T20:22:40.674347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:40.674379] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:40.674406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:40.674462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:40.730522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:40.731124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:40.731207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:40.731239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:40.844752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:40.844850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:40.844886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:40.844913] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:40.847923] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=24.72%)
[2025-11-28T20:22:40.848187] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-11-28T20:22:40.848304] [INFO ] [sig       ] HLNE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:40.987338] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HLNE.txt
[2025-11-28T20:22:40.987447] [INFO ] [sig       ] [1543/3606] Completed HLNE in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-28T20:22:40.987484] [INFO ] [sig       ] [1544/3606] Forecasting HLX...
[2025-11-28T20:22:40.987512] [INFO ] [sig       ] Generating forecast for: HLX
[2025-11-28T20:22:40.987588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-11-28T20:22:40.998648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-11-28T20:22:40.998942] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-11-28T20:22:40.999711] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-11-28T20:22:40.999762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:40.999793] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:40.999820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:40.999875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:41.053836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:41.054559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:41.054653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:41.054684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:41.170121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:41.170262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:41.170298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:41.170326] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:41.173499] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=61.90%)
[2025-11-28T20:22:41.173770] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-11-28T20:22:41.173886] [INFO ] [sig       ] HLX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:41.307845] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HLX.txt
[2025-11-28T20:22:41.307972] [INFO ] [sig       ] [1544/3606] Completed HLX in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-28T20:22:41.308008] [INFO ] [sig       ] [1545/3606] Forecasting HMC...
[2025-11-28T20:22:41.308057] [INFO ] [sig       ] Generating forecast for: HMC
[2025-11-28T20:22:41.308091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-11-28T20:22:41.318881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-11-28T20:22:41.319149] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-11-28T20:22:41.319907] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-11-28T20:22:41.319956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:41.319987] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:41.320013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:41.320068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:41.374872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:41.375746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:41.375828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:41.375858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:41.496102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:41.496247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:41.496283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:41.496309] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:41.499515] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=72.70%)
[2025-11-28T20:22:41.499786] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-11-28T20:22:41.499900] [INFO ] [sig       ] HMC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:41.636615] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HMC.txt
[2025-11-28T20:22:41.636778] [INFO ] [sig       ] [1545/3606] Completed HMC in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-28T20:22:41.636819] [INFO ] [sig       ] [1546/3606] Forecasting HMN...
[2025-11-28T20:22:41.636848] [INFO ] [sig       ] Generating forecast for: HMN
[2025-11-28T20:22:41.636879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-11-28T20:22:41.648715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-11-28T20:22:41.649084] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-11-28T20:22:41.649877] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-11-28T20:22:41.649926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:41.649956] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:41.649983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:41.650038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:41.709746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:41.710625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:41.710711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:41.710744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:41.840778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:41.840923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:41.840961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:41.840988] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:41.844399] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=27.85%)
[2025-11-28T20:22:41.844692] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-11-28T20:22:41.844813] [INFO ] [sig       ] HMN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:41.984857] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HMN.txt
[2025-11-28T20:22:41.984989] [INFO ] [sig       ] [1546/3606] Completed HMN in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-28T20:22:41.985028] [INFO ] [sig       ] [1547/3606] Forecasting HMY...
[2025-11-28T20:22:41.985056] [INFO ] [sig       ] Generating forecast for: HMY
[2025-11-28T20:22:41.985086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-11-28T20:22:41.996458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-11-28T20:22:41.996862] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-11-28T20:22:41.997684] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-11-28T20:22:41.997733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:41.997764] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:41.997790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:41.997845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:42.052428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:42.053197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:42.053324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:42.053368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:42.174533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:42.174691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:42.174728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:42.174756] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:42.177969] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=84.92%)
[2025-11-28T20:22:42.178270] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-11-28T20:22:42.178388] [INFO ] [sig       ] HMY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:42.317109] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HMY.txt
[2025-11-28T20:22:42.317257] [INFO ] [sig       ] [1547/3606] Completed HMY in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-28T20:22:42.317297] [INFO ] [sig       ] [1548/3606] Forecasting HNDL...
[2025-11-28T20:22:42.317325] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-11-28T20:22:42.317355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-11-28T20:22:42.328901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-11-28T20:22:42.329207] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-11-28T20:22:42.329937] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-11-28T20:22:42.329984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:42.330014] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:42.330040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:42.330095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:42.387460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:42.391361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:42.391473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:42.391519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:42.513976] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:42.514122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:42.514162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:42.514190] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:42.517555] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-11-28T20:22:42.517847] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-11-28T20:22:42.517965] [INFO ] [sig       ] HNDL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:42.657089] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HNDL.txt
[2025-11-28T20:22:42.657236] [INFO ] [sig       ] [1548/3606] Completed HNDL in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.5m
[2025-11-28T20:22:42.657275] [INFO ] [sig       ] [1549/3606] Forecasting HNI...
[2025-11-28T20:22:42.657303] [INFO ] [sig       ] Generating forecast for: HNI
[2025-11-28T20:22:42.657332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-11-28T20:22:42.669920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-11-28T20:22:42.670319] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-11-28T20:22:42.671132] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-11-28T20:22:42.671181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:42.671211] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:42.671237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:42.671291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:42.730206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:42.731038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:42.731118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:42.731149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:42.847598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:42.847759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:42.847796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:42.847824] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:42.851049] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-11-28T20:22:42.851309] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-11-28T20:22:42.851423] [INFO ] [sig       ] HNI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:42.985698] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HNI.txt
[2025-11-28T20:22:42.985842] [INFO ] [sig       ] [1549/3606] Completed HNI in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.5m
[2025-11-28T20:22:42.985882] [INFO ] [sig       ] [1550/3606] Forecasting HNRG...
[2025-11-28T20:22:42.985909] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-11-28T20:22:42.985937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-11-28T20:22:42.997268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-11-28T20:22:42.997602] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-11-28T20:22:42.998348] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-11-28T20:22:42.998396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:42.998425] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:42.998451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:42.998509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:43.052824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:43.053636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:43.053715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:43.053746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:43.169484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:43.169647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:43.169685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:43.169714] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:43.172978] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-11-28T20:22:43.173235] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-11-28T20:22:43.173349] [INFO ] [sig       ] HNRG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:43.306673] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HNRG.txt
[2025-11-28T20:22:43.306830] [INFO ] [sig       ] [1550/3606] Completed HNRG in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.5m
[2025-11-28T20:22:43.306870] [INFO ] [sig       ] [1551/3606] Forecasting HOG...
[2025-11-28T20:22:43.306899] [INFO ] [sig       ] Generating forecast for: HOG
[2025-11-28T20:22:43.306928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-11-28T20:22:43.318649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-11-28T20:22:43.318948] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-11-28T20:22:43.319689] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-11-28T20:22:43.319739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:43.319770] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:43.319796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:43.319851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:43.376255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:43.377085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:43.377164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:43.377194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:43.495038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:43.495185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:43.495223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:43.495252] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:43.498645] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-11-28T20:22:43.498920] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-11-28T20:22:43.499038] [INFO ] [sig       ] HOG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:43.650637] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HOG.txt
[2025-11-28T20:22:43.650799] [INFO ] [sig       ] [1551/3606] Completed HOG in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.5m
[2025-11-28T20:22:43.650838] [INFO ] [sig       ] [1552/3606] Forecasting HOLO...
[2025-11-28T20:22:43.650866] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-11-28T20:22:43.650901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-11-28T20:22:43.661823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-11-28T20:22:43.662108] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-11-28T20:22:43.662850] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-11-28T20:22:43.662898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:43.662928] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:43.662955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:43.663008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:43.717356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:43.718138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:43.718228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:43.718260] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:43.835668] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:43.835811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:43.835849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:43.835877] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:43.839127] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: UP (p=81.09%)
[2025-11-28T20:22:43.839386] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-11-28T20:22:43.839500] [INFO ] [sig       ] HOLO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:43.973704] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HOLO.txt
[2025-11-28T20:22:43.973841] [INFO ] [sig       ] [1552/3606] Completed HOLO in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.5m
[2025-11-28T20:22:43.973879] [INFO ] [sig       ] [1553/3606] Forecasting HOLX...
[2025-11-28T20:22:43.973907] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-11-28T20:22:43.973936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-11-28T20:22:43.987516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-11-28T20:22:43.988124] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-11-28T20:22:43.989078] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-11-28T20:22:43.989132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:43.989186] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:43.989215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:43.989274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:44.045718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:44.046866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:44.046961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:44.046992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:44.171253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:44.171506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:44.171558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:44.171611] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:44.175613] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=8.30%)
[2025-11-28T20:22:44.175921] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-11-28T20:22:44.176071] [INFO ] [sig       ] HOLX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:44.336450] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HOLX.txt
[2025-11-28T20:22:44.336688] [INFO ] [sig       ] [1553/3606] Completed HOLX in 0.4s | 2.98 sym/s | Total: 8.7m | ETA: 11.5m
[2025-11-28T20:22:44.336735] [INFO ] [sig       ] [1554/3606] Forecasting HOMB...
[2025-11-28T20:22:44.336764] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-11-28T20:22:44.336794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-11-28T20:22:44.350189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-11-28T20:22:44.350769] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-11-28T20:22:44.351666] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-11-28T20:22:44.351717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:44.351784] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:44.351813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:44.351870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:44.418067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:44.419297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:44.419404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:44.419438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:44.540245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:44.540461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:44.540504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:44.540532] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:44.544307] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-11-28T20:22:44.544668] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-11-28T20:22:44.544855] [INFO ] [sig       ] HOMB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:44.687932] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HOMB.txt
[2025-11-28T20:22:44.688173] [INFO ] [sig       ] [1554/3606] Completed HOMB in 0.4s | 2.98 sym/s | Total: 8.7m | ETA: 11.5m
[2025-11-28T20:22:44.688221] [INFO ] [sig       ] [1555/3606] Forecasting HON...
[2025-11-28T20:22:44.688249] [INFO ] [sig       ] Generating forecast for: HON
[2025-11-28T20:22:44.688280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-11-28T20:22:44.701450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-11-28T20:22:44.701886] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-11-28T20:22:44.702748] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-11-28T20:22:44.702797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:44.702828] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:44.702854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:44.702911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:44.758555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:44.759669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:44.759791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:44.759824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:44.883656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:44.883892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:44.883936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:44.883965] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:44.887786] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=46.33%)
[2025-11-28T20:22:44.888118] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-11-28T20:22:44.888252] [INFO ] [sig       ] HON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:45.032444] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HON.txt
[2025-11-28T20:22:45.032729] [INFO ] [sig       ] [1555/3606] Completed HON in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.5m
[2025-11-28T20:22:45.032781] [INFO ] [sig       ] [1556/3606] Forecasting HOOD...
[2025-11-28T20:22:45.032810] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-11-28T20:22:45.032841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-11-28T20:22:45.046945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-11-28T20:22:45.047480] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-11-28T20:22:45.048400] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-11-28T20:22:45.048451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:45.048488] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:45.048514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:45.048571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:45.110672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:45.111886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:45.111992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:45.112029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:45.237691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:45.237902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:45.237946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:45.237974] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:45.241834] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=14.83%)
[2025-11-28T20:22:45.242131] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-11-28T20:22:45.242285] [INFO ] [sig       ] HOOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:45.388564] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HOOD.txt
[2025-11-28T20:22:45.388795] [INFO ] [sig       ] [1556/3606] Completed HOOD in 0.4s | 2.98 sym/s | Total: 8.7m | ETA: 11.5m
[2025-11-28T20:22:45.388862] [INFO ] [sig       ] [1557/3606] Forecasting HOPE...
[2025-11-28T20:22:45.388894] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-11-28T20:22:45.388926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-11-28T20:22:45.402756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-11-28T20:22:45.403275] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-11-28T20:22:45.404135] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-11-28T20:22:45.404184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:45.404214] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:45.404240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:45.404296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:45.462844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:45.463896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:45.463990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:45.464023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:45.585617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:45.585831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:45.585874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:45.585944] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:45.589833] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-11-28T20:22:45.590156] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-11-28T20:22:45.590299] [INFO ] [sig       ] HOPE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:45.734127] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HOPE.txt
[2025-11-28T20:22:45.734323] [INFO ] [sig       ] [1557/3606] Completed HOPE in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.5m
[2025-11-28T20:22:45.734367] [INFO ] [sig       ] [1558/3606] Forecasting HOTH...
[2025-11-28T20:22:45.734395] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-11-28T20:22:45.734426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-11-28T20:22:45.747154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-11-28T20:22:45.747543] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-11-28T20:22:45.748409] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-11-28T20:22:45.748458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:45.748489] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:45.748515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:45.748571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:45.807368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:45.808554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:45.808668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:45.808727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:45.925083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:45.925246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:45.925285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:45.925314] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:45.928694] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-11-28T20:22:45.928980] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-11-28T20:22:45.929161] [INFO ] [sig       ] HOTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:46.065016] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HOTH.txt
[2025-11-28T20:22:46.065175] [INFO ] [sig       ] [1558/3606] Completed HOTH in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-28T20:22:46.065215] [INFO ] [sig       ] [1559/3606] Forecasting HOUS...
[2025-11-28T20:22:46.065244] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-11-28T20:22:46.065273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-11-28T20:22:46.076663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-11-28T20:22:46.077020] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-11-28T20:22:46.077765] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-11-28T20:22:46.077813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:46.077843] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:46.077868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:46.077923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:46.132078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:46.132937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:46.133015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:46.133047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:46.255537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:46.255757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:46.255795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:46.255824] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:46.259143] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-11-28T20:22:46.259429] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-11-28T20:22:46.259554] [INFO ] [sig       ] HOUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:46.394093] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HOUS.txt
[2025-11-28T20:22:46.394246] [INFO ] [sig       ] [1559/3606] Completed HOUS in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-28T20:22:46.394287] [INFO ] [sig       ] [1560/3606] Forecasting HP...
[2025-11-28T20:22:46.394315] [INFO ] [sig       ] Generating forecast for: HP
[2025-11-28T20:22:46.394344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-11-28T20:22:46.405559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-11-28T20:22:46.405884] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-11-28T20:22:46.406615] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-11-28T20:22:46.406663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:46.406693] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:46.406719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:46.406773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:46.461150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:46.461992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:46.462071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:46.462103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:46.577927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:46.578097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:46.578154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:46.578183] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:46.581451] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-11-28T20:22:46.581750] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-11-28T20:22:46.581872] [INFO ] [sig       ] HP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:46.716661] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HP.txt
[2025-11-28T20:22:46.717017] [INFO ] [sig       ] [1560/3606] Completed HP in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-28T20:22:46.717085] [INFO ] [sig       ] [1561/3606] Forecasting HPE...
[2025-11-28T20:22:46.717123] [INFO ] [sig       ] Generating forecast for: HPE
[2025-11-28T20:22:46.717159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-11-28T20:22:46.729725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-11-28T20:22:46.730313] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-11-28T20:22:46.731065] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-11-28T20:22:46.731113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:46.731144] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:46.731170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:46.731224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:46.787468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:46.788335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:46.788416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:46.788447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:46.904872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:46.905019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:46.905056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:46.905083] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:46.908323] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-11-28T20:22:46.908610] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-11-28T20:22:46.908727] [INFO ] [sig       ] HPE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:47.042348] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HPE.txt
[2025-11-28T20:22:47.042472] [INFO ] [sig       ] [1561/3606] Completed HPE in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-28T20:22:47.042510] [INFO ] [sig       ] [1562/3606] Forecasting HPF...
[2025-11-28T20:22:47.042538] [INFO ] [sig       ] Generating forecast for: HPF
[2025-11-28T20:22:47.042567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-11-28T20:22:47.053630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-11-28T20:22:47.053882] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-11-28T20:22:47.054603] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-11-28T20:22:47.054652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:47.054682] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:47.054708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:47.054762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:47.111955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:47.112590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:47.112687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:47.112726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:47.228972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:47.229109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:47.229147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:47.229174] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:47.232353] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-11-28T20:22:47.232626] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-11-28T20:22:47.232743] [INFO ] [sig       ] HPF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:47.367067] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HPF.txt
[2025-11-28T20:22:47.367167] [INFO ] [sig       ] [1562/3606] Completed HPF in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-28T20:22:47.367204] [INFO ] [sig       ] [1563/3606] Forecasting HPI...
[2025-11-28T20:22:47.367232] [INFO ] [sig       ] Generating forecast for: HPI
[2025-11-28T20:22:47.367261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-11-28T20:22:47.378174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-11-28T20:22:47.378423] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-11-28T20:22:47.379137] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-11-28T20:22:47.379186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:47.379216] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:47.379241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:47.379295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:47.434230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:47.434802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:47.434873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:47.434903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:47.552757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:47.552856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:47.552890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:47.552916] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:47.555856] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-11-28T20:22:47.556104] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-11-28T20:22:47.556215] [INFO ] [sig       ] HPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:47.690431] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HPI.txt
[2025-11-28T20:22:47.690542] [INFO ] [sig       ] [1563/3606] Completed HPI in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-28T20:22:47.690595] [INFO ] [sig       ] [1564/3606] Forecasting HPK...
[2025-11-28T20:22:47.690626] [INFO ] [sig       ] Generating forecast for: HPK
[2025-11-28T20:22:47.690654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-11-28T20:22:47.701987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-11-28T20:22:47.702228] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-11-28T20:22:47.702945] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-11-28T20:22:47.702992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:47.703022] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:47.703061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:47.703116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:47.757061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:47.757638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:47.757732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:47.757763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:47.876941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:47.877075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:47.877112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:47.877139] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:47.880367] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-11-28T20:22:47.880637] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-11-28T20:22:47.880752] [INFO ] [sig       ] HPK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:48.014969] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HPK.txt
[2025-11-28T20:22:48.015096] [INFO ] [sig       ] [1564/3606] Completed HPK in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-28T20:22:48.015133] [INFO ] [sig       ] [1565/3606] Forecasting HPP...
[2025-11-28T20:22:48.015162] [INFO ] [sig       ] Generating forecast for: HPP
[2025-11-28T20:22:48.015191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-11-28T20:22:48.027309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-11-28T20:22:48.027746] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-11-28T20:22:48.028674] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-11-28T20:22:48.028730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:48.028764] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:48.028790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:48.028845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:48.085720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:48.086550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:48.086655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:48.086692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:48.204804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:48.204954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:48.204992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:48.205020] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:48.208282] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2025-11-28T20:22:48.208588] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-11-28T20:22:48.208712] [INFO ] [sig       ] HPP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:48.351288] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HPP.txt
[2025-11-28T20:22:48.351455] [INFO ] [sig       ] [1565/3606] Completed HPP in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-28T20:22:48.351495] [INFO ] [sig       ] [1566/3606] Forecasting HPQ...
[2025-11-28T20:22:48.351523] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-11-28T20:22:48.351552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-11-28T20:22:48.363214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-11-28T20:22:48.363611] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-11-28T20:22:48.364404] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-11-28T20:22:48.364453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:48.364483] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:48.364508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:48.364562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:48.422316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:48.423155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:48.423237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:48.423269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:48.544513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:48.544677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:48.544716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:48.544744] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:48.547999] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-11-28T20:22:48.548319] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-11-28T20:22:48.548443] [INFO ] [sig       ] HPQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:48.686506] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HPQ.txt
[2025-11-28T20:22:48.686675] [INFO ] [sig       ] [1566/3606] Completed HPQ in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.4m
[2025-11-28T20:22:48.686725] [INFO ] [sig       ] [1567/3606] Forecasting HPS...
[2025-11-28T20:22:48.686756] [INFO ] [sig       ] Generating forecast for: HPS
[2025-11-28T20:22:48.686785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-11-28T20:22:48.698000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-11-28T20:22:48.698308] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-11-28T20:22:48.699053] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-11-28T20:22:48.699100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:48.699131] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:48.699156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:48.699210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:48.754274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:48.754965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:48.755040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:48.755072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:48.872541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:48.872693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:48.872731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:48.872760] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:48.876069] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-11-28T20:22:48.876332] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-11-28T20:22:48.876446] [INFO ] [sig       ] HPS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:49.016120] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HPS.txt
[2025-11-28T20:22:49.016272] [INFO ] [sig       ] [1567/3606] Completed HPS in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.4m
[2025-11-28T20:22:49.016310] [INFO ] [sig       ] [1568/3606] Forecasting HQI...
[2025-11-28T20:22:49.016340] [INFO ] [sig       ] Generating forecast for: HQI
[2025-11-28T20:22:49.016378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-11-28T20:22:49.026991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-11-28T20:22:49.027323] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-11-28T20:22:49.028109] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-11-28T20:22:49.028158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:49.028189] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:49.028214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:49.028269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:49.083857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:49.084496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:49.084586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:49.084621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:49.195186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:49.195338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:49.195377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:49.195405] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:49.198749] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-11-28T20:22:49.199046] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-11-28T20:22:49.199172] [INFO ] [sig       ] HQI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:49.337556] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HQI.txt
[2025-11-28T20:22:49.337701] [INFO ] [sig       ] [1568/3606] Completed HQI in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.4m
[2025-11-28T20:22:49.337738] [INFO ] [sig       ] [1569/3606] Forecasting HQL...
[2025-11-28T20:22:49.337767] [INFO ] [sig       ] Generating forecast for: HQL
[2025-11-28T20:22:49.337796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-11-28T20:22:49.348873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-11-28T20:22:49.349145] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-11-28T20:22:49.349877] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-11-28T20:22:49.349925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:49.349955] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:49.349981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:49.350034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:49.405446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:49.406076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:49.406150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:49.406182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:49.525821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:49.525959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:49.525995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:49.526023] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:49.529272] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-11-28T20:22:49.529527] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-11-28T20:22:49.529659] [INFO ] [sig       ] HQL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:49.666372] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HQL.txt
[2025-11-28T20:22:49.666531] [INFO ] [sig       ] [1569/3606] Completed HQL in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.4m
[2025-11-28T20:22:49.666587] [INFO ] [sig       ] [1570/3606] Forecasting HQY...
[2025-11-28T20:22:49.666619] [INFO ] [sig       ] Generating forecast for: HQY
[2025-11-28T20:22:49.666651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-11-28T20:22:49.680783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-11-28T20:22:49.681128] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-11-28T20:22:49.681867] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-11-28T20:22:49.681915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:49.681947] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:49.681972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:49.682025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:49.737322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:49.738165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:49.738246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:49.738279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:49.856216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:49.856368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:49.856410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:49.856439] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:49.859793] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2025-11-28T20:22:49.860086] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-11-28T20:22:49.860209] [INFO ] [sig       ] HQY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:50.000125] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HQY.txt
[2025-11-28T20:22:50.000281] [INFO ] [sig       ] [1570/3606] Completed HQY in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.4m
[2025-11-28T20:22:50.000320] [INFO ] [sig       ] [1571/3606] Forecasting HRB...
[2025-11-28T20:22:50.000348] [INFO ] [sig       ] Generating forecast for: HRB
[2025-11-28T20:22:50.000379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-11-28T20:22:50.011765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-11-28T20:22:50.012140] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-11-28T20:22:50.012944] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-11-28T20:22:50.012993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:50.013052] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:50.013080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:50.013136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:50.068768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:50.069601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:50.069679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:50.069710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:50.191030] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:50.191175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:50.191212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:50.191240] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:50.194435] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-11-28T20:22:50.194730] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-11-28T20:22:50.194845] [INFO ] [sig       ] HRB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:50.375189] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HRB.txt
[2025-11-28T20:22:50.375328] [INFO ] [sig       ] [1571/3606] Completed HRB in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.4m
[2025-11-28T20:22:50.375365] [INFO ] [sig       ] [1572/3606] Forecasting HRL...
[2025-11-28T20:22:50.375395] [INFO ] [sig       ] Generating forecast for: HRL
[2025-11-28T20:22:50.375425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-11-28T20:22:50.386296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-11-28T20:22:50.386602] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-11-28T20:22:50.387388] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-11-28T20:22:50.387439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:50.387469] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:50.387495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:50.387549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:50.443168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:50.443771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:50.443845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:50.443876] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:50.565011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:50.565145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:50.565183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:50.565211] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:50.568482] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-11-28T20:22:50.568775] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-11-28T20:22:50.568895] [INFO ] [sig       ] HRL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:50.703848] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HRL.txt
[2025-11-28T20:22:50.703971] [INFO ] [sig       ] [1572/3606] Completed HRL in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.4m
[2025-11-28T20:22:50.704008] [INFO ] [sig       ] [1573/3606] Forecasting HRMY...
[2025-11-28T20:22:50.704036] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-11-28T20:22:50.704065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-11-28T20:22:50.718537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-11-28T20:22:50.719200] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-11-28T20:22:50.720541] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-11-28T20:22:50.720620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:50.720660] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:50.720686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:50.720744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:50.780292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:50.781450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:50.781548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:50.781601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:50.904068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:50.904523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:50.904760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:50.904797] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:50.909257] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=31.14%)
[2025-11-28T20:22:50.909629] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-11-28T20:22:50.909811] [INFO ] [sig       ] HRMY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:51.057176] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HRMY.txt
[2025-11-28T20:22:51.057385] [INFO ] [sig       ] [1573/3606] Completed HRMY in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.4m
[2025-11-28T20:22:51.057434] [INFO ] [sig       ] [1574/3606] Forecasting HRTG...
[2025-11-28T20:22:51.057466] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-11-28T20:22:51.057497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-11-28T20:22:51.069402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-11-28T20:22:51.069794] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-11-28T20:22:51.070529] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-11-28T20:22:51.070594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:51.070626] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:51.070652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:51.070707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:51.125458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:51.126296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:51.126377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:51.126409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:51.248670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:51.248814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:51.248851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:51.248911] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:51.252110] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-11-28T20:22:51.252363] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-11-28T20:22:51.252475] [INFO ] [sig       ] HRTG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:51.399645] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HRTG.txt
[2025-11-28T20:22:51.399864] [INFO ] [sig       ] [1574/3606] Completed HRTG in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.4m
[2025-11-28T20:22:51.399906] [INFO ] [sig       ] [1575/3606] Forecasting HRTX...
[2025-11-28T20:22:51.399938] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-11-28T20:22:51.399968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-11-28T20:22:51.414055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-11-28T20:22:51.414378] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-11-28T20:22:51.415174] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-11-28T20:22:51.415224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:51.415254] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:51.415279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:51.415333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:51.469198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:51.469800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:51.469879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:51.469910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:51.582775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:51.582932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:51.582969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:51.582996] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:51.586236] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=45.36%)
[2025-11-28T20:22:51.586493] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-11-28T20:22:51.586629] [INFO ] [sig       ] HRTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:51.720069] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HRTX.txt
[2025-11-28T20:22:51.720209] [INFO ] [sig       ] [1575/3606] Completed HRTX in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.4m
[2025-11-28T20:22:51.720246] [INFO ] [sig       ] [1576/3606] Forecasting HRZN...
[2025-11-28T20:22:51.720273] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-11-28T20:22:51.720302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-11-28T20:22:51.736701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-11-28T20:22:51.737175] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-11-28T20:22:51.738235] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-11-28T20:22:51.738289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:51.738321] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:51.738346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:51.738401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:51.803839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:51.804768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:51.804866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:51.804899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:51.932284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:51.932440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:51.932479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:51.932509] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:51.936039] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=93.44%)
[2025-11-28T20:22:51.936350] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-11-28T20:22:51.936477] [INFO ] [sig       ] HRZN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:52.074813] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HRZN.txt
[2025-11-28T20:22:52.074967] [INFO ] [sig       ] [1576/3606] Completed HRZN in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-28T20:22:52.075006] [INFO ] [sig       ] [1577/3606] Forecasting HSAI...
[2025-11-28T20:22:52.075036] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-11-28T20:22:52.075066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-11-28T20:22:52.086505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-11-28T20:22:52.086871] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-11-28T20:22:52.087629] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-11-28T20:22:52.087693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:52.087725] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:52.087751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:52.087806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:52.143022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:52.143843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:52.143944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:52.143976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:52.262664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:52.262810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:52.262847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:52.262874] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:52.266246] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=87.38%)
[2025-11-28T20:22:52.266507] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-11-28T20:22:52.266642] [INFO ] [sig       ] HSAI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:52.404947] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HSAI.txt
[2025-11-28T20:22:52.405132] [INFO ] [sig       ] [1577/3606] Completed HSAI in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-28T20:22:52.405187] [INFO ] [sig       ] [1578/3606] Forecasting HSBC...
[2025-11-28T20:22:52.405220] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-11-28T20:22:52.405250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-11-28T20:22:52.416369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-11-28T20:22:52.416773] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-11-28T20:22:52.417565] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-11-28T20:22:52.417641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:52.417674] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:52.417701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:52.417757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:52.480729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:52.481554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:52.481655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:52.481689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:52.601890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:52.602036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:52.602074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:52.602101] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:52.605556] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=9.42%)
[2025-11-28T20:22:52.605886] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-11-28T20:22:52.606012] [INFO ] [sig       ] HSBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:52.742556] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HSBC.txt
[2025-11-28T20:22:52.742730] [INFO ] [sig       ] [1578/3606] Completed HSBC in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-28T20:22:52.742770] [INFO ] [sig       ] [1579/3606] Forecasting HSCS...
[2025-11-28T20:22:52.742800] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-11-28T20:22:52.742829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-11-28T20:22:52.757404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-11-28T20:22:52.757866] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-11-28T20:22:52.758939] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-11-28T20:22:52.759007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:52.759057] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:52.759101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:52.759188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:52.820596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:52.821447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:52.821528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:52.821560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:52.935176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:52.935317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:52.935355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:52.935382] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:52.938638] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=38.82%)
[2025-11-28T20:22:52.938896] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-11-28T20:22:52.939010] [INFO ] [sig       ] HSCS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:53.079283] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HSCS.txt
[2025-11-28T20:22:53.079406] [INFO ] [sig       ] [1579/3606] Completed HSCS in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-28T20:22:53.079442] [INFO ] [sig       ] [1580/3606] Forecasting HSHP...
[2025-11-28T20:22:53.079470] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-11-28T20:22:53.079500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-11-28T20:22:53.094219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-11-28T20:22:53.094812] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-11-28T20:22:53.095780] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-11-28T20:22:53.095848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:53.095891] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:53.095928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:53.096000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:53.153175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:53.154159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:53.154247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:53.154279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:53.277486] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:53.277671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:53.277713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:53.277741] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:53.281095] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=68.49%)
[2025-11-28T20:22:53.281378] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-11-28T20:22:53.281506] [INFO ] [sig       ] HSHP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:53.424813] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HSHP.txt
[2025-11-28T20:22:53.424966] [INFO ] [sig       ] [1580/3606] Completed HSHP in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-28T20:22:53.425013] [INFO ] [sig       ] [1581/3606] Forecasting HSIC...
[2025-11-28T20:22:53.425048] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-11-28T20:22:53.425087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-11-28T20:22:53.436830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-11-28T20:22:53.437131] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-11-28T20:22:53.437870] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-11-28T20:22:53.437918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:53.437948] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:53.437975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:53.438055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:53.492283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:53.492855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:53.492954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:53.492986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:53.613739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:53.613862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:53.613897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:53.613924] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:53.617039] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=11.57%)
[2025-11-28T20:22:53.617294] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-11-28T20:22:53.617409] [INFO ] [sig       ] HSIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:53.752117] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HSIC.txt
[2025-11-28T20:22:53.752238] [INFO ] [sig       ] [1581/3606] Completed HSIC in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-28T20:22:53.752275] [INFO ] [sig       ] [1582/3606] Forecasting HSII...
[2025-11-28T20:22:53.752303] [INFO ] [sig       ] Generating forecast for: HSII
[2025-11-28T20:22:53.752332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'.
[2025-11-28T20:22:53.764204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSII'.
[2025-11-28T20:22:53.764632] [INFO ] [FORECASTER] Starting predict_future for HSII
[2025-11-28T20:22:53.765697] [DEBUG] [LOCAL     ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt
[2025-11-28T20:22:53.765762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:53.765813] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:53.765862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:53.765949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:53.836320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:53.837228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:53.837310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:53.837341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:53.954855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:53.954999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:53.955037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:53.955064] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:53.958304] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2025-11-28T20:22:53.958598] [INFO ] [FORECASTER] Completed predict_future for HSII
[2025-11-28T20:22:53.958714] [INFO ] [sig       ] HSII: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:54.093443] [INFO ] [LOCAL     ] Saved forecast: HSII	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HSII.txt
[2025-11-28T20:22:54.093551] [INFO ] [sig       ] [1582/3606] Completed HSII in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-28T20:22:54.093604] [INFO ] [sig       ] [1583/3606] Forecasting HSTM...
[2025-11-28T20:22:54.093632] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-11-28T20:22:54.093661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-11-28T20:22:54.104450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-11-28T20:22:54.104742] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-11-28T20:22:54.105472] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-11-28T20:22:54.105520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:54.105551] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:54.105596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:54.105654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:54.160725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:54.161511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:54.161609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:54.161644] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:54.281372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:54.281519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:54.281556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:54.281604] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:54.284929] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2025-11-28T20:22:54.285224] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-11-28T20:22:54.285348] [INFO ] [sig       ] HSTM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:54.421837] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HSTM.txt
[2025-11-28T20:22:54.421948] [INFO ] [sig       ] [1583/3606] Completed HSTM in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-28T20:22:54.421985] [INFO ] [sig       ] [1584/3606] Forecasting HSY...
[2025-11-28T20:22:54.422013] [INFO ] [sig       ] Generating forecast for: HSY
[2025-11-28T20:22:54.422042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-11-28T20:22:54.433352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-11-28T20:22:54.433630] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-11-28T20:22:54.434344] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-11-28T20:22:54.434393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:54.434424] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:54.434450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:54.434503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:54.488850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:54.489430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:54.489504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:54.489534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:54.604430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:54.604552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:54.604620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:54.604650] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:54.607751] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-11-28T20:22:54.608004] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-11-28T20:22:54.608138] [INFO ] [sig       ] HSY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:54.745686] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HSY.txt
[2025-11-28T20:22:54.745828] [INFO ] [sig       ] [1584/3606] Completed HSY in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.3m
[2025-11-28T20:22:54.745866] [INFO ] [sig       ] [1585/3606] Forecasting HTBK...
[2025-11-28T20:22:54.745894] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-11-28T20:22:54.745922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-11-28T20:22:54.756642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-11-28T20:22:54.756910] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-11-28T20:22:54.757651] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-11-28T20:22:54.757699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:54.757729] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:54.757755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:54.757809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:54.811667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:54.812220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:54.812294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:54.812325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:54.930189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:54.930303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:54.930341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:54.930369] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:54.933673] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=37.00%)
[2025-11-28T20:22:54.933938] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-11-28T20:22:54.934055] [INFO ] [sig       ] HTBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:55.071402] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HTBK.txt
[2025-11-28T20:22:55.071548] [INFO ] [sig       ] [1585/3606] Completed HTBK in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.3m
[2025-11-28T20:22:55.071606] [INFO ] [sig       ] [1586/3606] Forecasting HTD...
[2025-11-28T20:22:55.071638] [INFO ] [sig       ] Generating forecast for: HTD
[2025-11-28T20:22:55.071668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-11-28T20:22:55.082610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-11-28T20:22:55.082948] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-11-28T20:22:55.083706] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-11-28T20:22:55.083756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:55.083787] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:55.083813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:55.083868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:55.138912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:55.139743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:55.139818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:55.139849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:55.258581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:55.258695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:55.258729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:55.258756] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:55.262016] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=94.71%)
[2025-11-28T20:22:55.262268] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-11-28T20:22:55.262382] [INFO ] [sig       ] HTD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:55.407518] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HTD.txt
[2025-11-28T20:22:55.407712] [INFO ] [sig       ] [1586/3606] Completed HTD in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.3m
[2025-11-28T20:22:55.407754] [INFO ] [sig       ] [1587/3606] Forecasting HTGC...
[2025-11-28T20:22:55.407782] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-11-28T20:22:55.407810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-11-28T20:22:55.418758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-11-28T20:22:55.419048] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-11-28T20:22:55.419781] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-11-28T20:22:55.419830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:55.419863] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:55.419891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:55.419945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:55.474649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:55.475398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:55.475478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:55.475509] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:55.596810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:55.596961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:55.597002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:55.597031] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:55.600479] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-11-28T20:22:55.600768] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-11-28T20:22:55.600890] [INFO ] [sig       ] HTGC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:55.739565] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HTGC.txt
[2025-11-28T20:22:55.739724] [INFO ] [sig       ] [1587/3606] Completed HTGC in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.3m
[2025-11-28T20:22:55.739764] [INFO ] [sig       ] [1588/3606] Forecasting HTH...
[2025-11-28T20:22:55.739791] [INFO ] [sig       ] Generating forecast for: HTH
[2025-11-28T20:22:55.739821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-11-28T20:22:55.750998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-11-28T20:22:55.751371] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-11-28T20:22:55.752150] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-11-28T20:22:55.752202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:55.752275] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:55.752305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:55.752361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:55.809278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:55.810144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:55.810229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:55.810263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:55.926826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:55.926970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:55.927008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:55.927036] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:55.930436] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=15.32%)
[2025-11-28T20:22:55.930719] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-11-28T20:22:55.930837] [INFO ] [sig       ] HTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:56.071357] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HTH.txt
[2025-11-28T20:22:56.071481] [INFO ] [sig       ] [1588/3606] Completed HTH in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.3m
[2025-11-28T20:22:56.071519] [INFO ] [sig       ] [1589/3606] Forecasting HTLD...
[2025-11-28T20:22:56.071548] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-11-28T20:22:56.071594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-11-28T20:22:56.082401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-11-28T20:22:56.082698] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-11-28T20:22:56.083417] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-11-28T20:22:56.083465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:56.083495] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:56.083520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:56.083593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:56.156109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:56.157101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:56.157202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:56.157245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:56.275177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:56.275318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:56.275355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:56.275383] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:56.278678] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2025-11-28T20:22:56.278938] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-11-28T20:22:56.279054] [INFO ] [sig       ] HTLD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:56.415377] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HTLD.txt
[2025-11-28T20:22:56.415511] [INFO ] [sig       ] [1589/3606] Completed HTLD in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.3m
[2025-11-28T20:22:56.415549] [INFO ] [sig       ] [1590/3606] Forecasting HTOO...
[2025-11-28T20:22:56.415596] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-11-28T20:22:56.415628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-11-28T20:22:56.426496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-11-28T20:22:56.426780] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-11-28T20:22:56.427525] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-11-28T20:22:56.427595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:56.427628] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:56.427654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:56.427707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:56.483441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:56.484267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:56.484348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:56.484380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:56.598012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:56.598183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:56.598222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:56.598250] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:56.601456] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2025-11-28T20:22:56.601734] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-11-28T20:22:56.601849] [INFO ] [sig       ] HTOO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:56.737347] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HTOO.txt
[2025-11-28T20:22:56.737494] [INFO ] [sig       ] [1590/3606] Completed HTOO in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.3m
[2025-11-28T20:22:56.737531] [INFO ] [sig       ] [1591/3606] Forecasting HTZ...
[2025-11-28T20:22:56.737559] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-11-28T20:22:56.737610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-11-28T20:22:56.749220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-11-28T20:22:56.749538] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-11-28T20:22:56.750337] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-11-28T20:22:56.750389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:56.750420] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:56.750446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:56.750501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:56.807392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:56.808002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:56.808104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:56.808139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:56.939639] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:56.939775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:56.939813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:56.939876] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:56.943198] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-11-28T20:22:56.943462] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-11-28T20:22:56.943635] [INFO ] [sig       ] HTZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:57.078072] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HTZ.txt
[2025-11-28T20:22:57.078191] [INFO ] [sig       ] [1591/3606] Completed HTZ in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.3m
[2025-11-28T20:22:57.078228] [INFO ] [sig       ] [1592/3606] Forecasting HUBB...
[2025-11-28T20:22:57.078264] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-11-28T20:22:57.078294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-11-28T20:22:57.089314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-11-28T20:22:57.089604] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-11-28T20:22:57.090350] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-11-28T20:22:57.090399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:57.090429] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:57.090454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:57.090509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:57.146959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:57.147628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:57.147708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:57.147741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:57.263797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:57.263946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:57.263985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:57.264012] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:57.267214] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-11-28T20:22:57.267474] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-11-28T20:22:57.267605] [INFO ] [sig       ] HUBB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:57.402320] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HUBB.txt
[2025-11-28T20:22:57.402438] [INFO ] [sig       ] [1592/3606] Completed HUBB in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.3m
[2025-11-28T20:22:57.402475] [INFO ] [sig       ] [1593/3606] Forecasting HUBG...
[2025-11-28T20:22:57.402502] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-11-28T20:22:57.402532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-11-28T20:22:57.413435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-11-28T20:22:57.413733] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-11-28T20:22:57.414456] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-11-28T20:22:57.414504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:57.414533] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:57.414559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:57.414633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:57.471700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:57.472445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:57.472523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:57.472560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:57.590033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:57.590172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:57.590209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:57.590236] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:57.593457] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=29.61%)
[2025-11-28T20:22:57.593734] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-11-28T20:22:57.593848] [INFO ] [sig       ] HUBG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:57.730980] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HUBG.txt
[2025-11-28T20:22:57.731107] [INFO ] [sig       ] [1593/3606] Completed HUBG in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.3m
[2025-11-28T20:22:57.731145] [INFO ] [sig       ] [1594/3606] Forecasting HUBS...
[2025-11-28T20:22:57.731172] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-11-28T20:22:57.731201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-11-28T20:22:57.744869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-11-28T20:22:57.745412] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-11-28T20:22:57.746344] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-11-28T20:22:57.746394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:57.746426] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:57.746452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:57.746507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:57.809633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:57.810617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:57.810712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:57.810747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:57.943844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:57.944003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:57.944042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:57.944069] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:57.948120] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-11-28T20:22:57.948543] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-11-28T20:22:57.948741] [INFO ] [sig       ] HUBS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:58.103379] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HUBS.txt
[2025-11-28T20:22:58.103601] [INFO ] [sig       ] [1594/3606] Completed HUBS in 0.4s | 2.98 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-28T20:22:58.103652] [INFO ] [sig       ] [1595/3606] Forecasting HUM...
[2025-11-28T20:22:58.103685] [INFO ] [sig       ] Generating forecast for: HUM
[2025-11-28T20:22:58.103715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-11-28T20:22:58.116539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-11-28T20:22:58.116972] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-11-28T20:22:58.118025] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-11-28T20:22:58.118100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:58.118131] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:58.118335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:58.118390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:58.183871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:58.184894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:58.184994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:58.185036] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:58.334384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:58.334617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:58.334672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:58.334733] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:58.338321] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=58.19%)
[2025-11-28T20:22:58.338628] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-11-28T20:22:58.338757] [INFO ] [sig       ] HUM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:58.487895] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HUM.txt
[2025-11-28T20:22:58.488072] [INFO ] [sig       ] [1595/3606] Completed HUM in 0.4s | 2.98 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-28T20:22:58.488114] [INFO ] [sig       ] [1596/3606] Forecasting HUMA...
[2025-11-28T20:22:58.488143] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-11-28T20:22:58.488174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-11-28T20:22:58.499742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-11-28T20:22:58.500145] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-11-28T20:22:58.500986] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-11-28T20:22:58.501038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:58.501069] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:58.501095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:58.501149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:58.558491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:58.559322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:58.559403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:58.559436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:58.690413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:58.690567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:58.690628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:58.690658] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:58.694182] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-11-28T20:22:58.694508] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-11-28T20:22:58.694661] [INFO ] [sig       ] HUMA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:58.853108] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HUMA.txt
[2025-11-28T20:22:58.853256] [INFO ] [sig       ] [1596/3606] Completed HUMA in 0.4s | 2.98 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-28T20:22:58.853304] [INFO ] [sig       ] [1597/3606] Forecasting HUN...
[2025-11-28T20:22:58.853344] [INFO ] [sig       ] Generating forecast for: HUN
[2025-11-28T20:22:58.853384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-11-28T20:22:58.866350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-11-28T20:22:58.866857] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-11-28T20:22:58.868074] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-11-28T20:22:58.868141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:58.868181] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:58.868216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:58.868290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:58.929896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:58.930793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:58.930876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:58.930928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:59.060177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:59.060353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:59.060396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:59.060426] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:59.063878] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-11-28T20:22:59.064196] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-11-28T20:22:59.064346] [INFO ] [sig       ] HUN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:22:59.221594] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HUN.txt
[2025-11-28T20:22:59.221747] [INFO ] [sig       ] [1597/3606] Completed HUN in 0.4s | 2.98 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-28T20:22:59.221786] [INFO ] [sig       ] [1598/3606] Forecasting HURC...
[2025-11-28T20:22:59.221817] [INFO ] [sig       ] Generating forecast for: HURC
[2025-11-28T20:22:59.221847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-11-28T20:22:59.233625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-11-28T20:22:59.233997] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-11-28T20:22:59.234823] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-11-28T20:22:59.234873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:59.234904] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:59.234930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:59.234994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:59.290164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:59.290972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:59.291086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:59.291118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:59.400799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:59.400948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:59.400986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:59.401015] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:59.404226] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=23.51%)
[2025-11-28T20:22:59.404483] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-11-28T20:22:59.404618] [INFO ] [sig       ] HURC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:59.545074] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HURC.txt
[2025-11-28T20:22:59.545235] [INFO ] [sig       ] [1598/3606] Completed HURC in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-28T20:22:59.545273] [INFO ] [sig       ] [1599/3606] Forecasting HURN...
[2025-11-28T20:22:59.545304] [INFO ] [sig       ] Generating forecast for: HURN
[2025-11-28T20:22:59.545334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-11-28T20:22:59.559102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-11-28T20:22:59.559637] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-11-28T20:22:59.560371] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-11-28T20:22:59.560420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:59.560449] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:59.560489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:59.560545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:59.616096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:59.616936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:59.617018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:59.617049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:22:59.734468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:22:59.734630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:22:59.734669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:22:59.734698] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:22:59.738147] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-11-28T20:22:59.738417] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-11-28T20:22:59.738547] [INFO ] [sig       ] HURN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:22:59.876453] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HURN.txt
[2025-11-28T20:22:59.876605] [INFO ] [sig       ] [1599/3606] Completed HURN in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-28T20:22:59.876646] [INFO ] [sig       ] [1600/3606] Forecasting HUYA...
[2025-11-28T20:22:59.876674] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-11-28T20:22:59.876703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-11-28T20:22:59.888303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-11-28T20:22:59.888630] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-11-28T20:22:59.889358] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-11-28T20:22:59.889406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:22:59.889436] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:22:59.889462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:22:59.889516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:22:59.945916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:22:59.946557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:22:59.946650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:22:59.946683] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:00.072635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:00.072778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:00.072816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:00.072844] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:00.076145] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-11-28T20:23:00.076407] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-11-28T20:23:00.076524] [INFO ] [sig       ] HUYA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:00.216469] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HUYA.txt
[2025-11-28T20:23:00.216616] [INFO ] [sig       ] [1600/3606] Completed HUYA in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-28T20:23:00.216656] [INFO ] [sig       ] [1601/3606] Forecasting HWC...
[2025-11-28T20:23:00.216685] [INFO ] [sig       ] Generating forecast for: HWC
[2025-11-28T20:23:00.216714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-11-28T20:23:00.228489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-11-28T20:23:00.228819] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-11-28T20:23:00.229562] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-11-28T20:23:00.229637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:00.229667] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:00.229692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:00.229746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:00.283685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:00.284290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:00.284364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:00.284397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:00.403923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:00.404754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:00.404805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:00.404837] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:00.408057] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-11-28T20:23:00.408328] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-11-28T20:23:00.408443] [INFO ] [sig       ] HWC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:00.543206] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HWC.txt
[2025-11-28T20:23:00.543345] [INFO ] [sig       ] [1601/3606] Completed HWC in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.2m
[2025-11-28T20:23:00.543384] [INFO ] [sig       ] [1602/3606] Forecasting HWH...
[2025-11-28T20:23:00.543412] [INFO ] [sig       ] Generating forecast for: HWH
[2025-11-28T20:23:00.543442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-11-28T20:23:00.556397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-11-28T20:23:00.556741] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-11-28T20:23:00.557462] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-11-28T20:23:00.557510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:00.557540] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:00.557565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:00.557640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:00.611892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:00.612476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:00.612551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:00.612598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:00.736479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:00.736626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:00.736662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:00.736690] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:00.739908] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=91.88%)
[2025-11-28T20:23:00.740194] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-11-28T20:23:00.740306] [INFO ] [sig       ] HWH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:00.874317] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HWH.txt
[2025-11-28T20:23:00.874437] [INFO ] [sig       ] [1602/3606] Completed HWH in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.2m
[2025-11-28T20:23:00.874475] [INFO ] [sig       ] [1603/3606] Forecasting HWKN...
[2025-11-28T20:23:00.874503] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-11-28T20:23:00.874540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-11-28T20:23:00.885981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-11-28T20:23:00.886249] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-11-28T20:23:00.886980] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-11-28T20:23:00.887034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:00.887064] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:00.887091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:00.887145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:00.941073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:00.941692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:00.941765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:00.941796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:01.055258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:01.055397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:01.055434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:01.055461] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:01.058727] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-11-28T20:23:01.058980] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-11-28T20:23:01.059092] [INFO ] [sig       ] HWKN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:01.194017] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HWKN.txt
[2025-11-28T20:23:01.194144] [INFO ] [sig       ] [1603/3606] Completed HWKN in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.2m
[2025-11-28T20:23:01.194181] [INFO ] [sig       ] [1604/3606] Forecasting HWM...
[2025-11-28T20:23:01.194208] [INFO ] [sig       ] Generating forecast for: HWM
[2025-11-28T20:23:01.194237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-11-28T20:23:01.207013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-11-28T20:23:01.207659] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-11-28T20:23:01.208537] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-11-28T20:23:01.208613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:01.208646] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:01.208673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:01.208728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:01.266773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:01.267698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:01.267791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:01.267824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:01.391470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:01.391644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:01.391683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:01.391711] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:01.394966] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-11-28T20:23:01.395234] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-11-28T20:23:01.395355] [INFO ] [sig       ] HWM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:01.533384] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HWM.txt
[2025-11-28T20:23:01.533540] [INFO ] [sig       ] [1604/3606] Completed HWM in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.2m
[2025-11-28T20:23:01.533599] [INFO ] [sig       ] [1605/3606] Forecasting HXL...
[2025-11-28T20:23:01.533631] [INFO ] [sig       ] Generating forecast for: HXL
[2025-11-28T20:23:01.533660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-11-28T20:23:01.544705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-11-28T20:23:01.545065] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-11-28T20:23:01.545821] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-11-28T20:23:01.545869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:01.545924] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:01.545951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:01.546006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:01.601047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:01.601880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:01.601957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:01.601990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:01.727936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:01.728134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:01.728174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:01.728202] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:01.731658] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-11-28T20:23:01.731943] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-11-28T20:23:01.732071] [INFO ] [sig       ] HXL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:01.872036] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HXL.txt
[2025-11-28T20:23:01.872185] [INFO ] [sig       ] [1605/3606] Completed HXL in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.2m
[2025-11-28T20:23:01.872224] [INFO ] [sig       ] [1606/3606] Forecasting HY...
[2025-11-28T20:23:01.872253] [INFO ] [sig       ] Generating forecast for: HY
[2025-11-28T20:23:01.872282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-11-28T20:23:01.884205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-11-28T20:23:01.884558] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-11-28T20:23:01.885555] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-11-28T20:23:01.885636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:01.885668] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:01.885693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:01.885747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:01.942324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:01.943165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:01.943243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:01.943274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:02.065918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:02.066067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:02.066106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:02.066132] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:02.069538] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=87.97%)
[2025-11-28T20:23:02.069844] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-11-28T20:23:02.069965] [INFO ] [sig       ] HY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:02.213105] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HY.txt
[2025-11-28T20:23:02.213255] [INFO ] [sig       ] [1606/3606] Completed HY in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.2m
[2025-11-28T20:23:02.213294] [INFO ] [sig       ] [1607/3606] Forecasting HYFM...
[2025-11-28T20:23:02.213324] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-11-28T20:23:02.213353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-11-28T20:23:02.225241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-11-28T20:23:02.225672] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-11-28T20:23:02.226405] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-11-28T20:23:02.226455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:02.226486] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:02.226512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:02.226567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:02.282193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:02.283035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:02.283113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:02.283143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:02.400469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:02.400646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:02.400686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:02.400714] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:02.404244] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=19.63%)
[2025-11-28T20:23:02.404656] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-11-28T20:23:02.404798] [INFO ] [sig       ] HYFM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:02.543330] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HYFM.txt
[2025-11-28T20:23:02.543478] [INFO ] [sig       ] [1607/3606] Completed HYFM in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.2m
[2025-11-28T20:23:02.543517] [INFO ] [sig       ] [1608/3606] Forecasting HYI...
[2025-11-28T20:23:02.543546] [INFO ] [sig       ] Generating forecast for: HYI
[2025-11-28T20:23:02.543609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-11-28T20:23:02.554943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-11-28T20:23:02.555248] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-11-28T20:23:02.555982] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-11-28T20:23:02.556030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:02.556059] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:02.556085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:02.556140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:02.610863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:02.611679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:02.611758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:02.611790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:02.742195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:02.742534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:02.742588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:02.742618] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:02.746038] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=74.79%)
[2025-11-28T20:23:02.746295] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-11-28T20:23:02.746410] [INFO ] [sig       ] HYI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:02.885268] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HYI.txt
[2025-11-28T20:23:02.885421] [INFO ] [sig       ] [1608/3606] Completed HYI in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.2m
[2025-11-28T20:23:02.885460] [INFO ] [sig       ] [1609/3606] Forecasting HYLS...
[2025-11-28T20:23:02.885490] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-11-28T20:23:02.885520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-11-28T20:23:02.897393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-11-28T20:23:02.897769] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-11-28T20:23:02.898539] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-11-28T20:23:02.898606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:02.898638] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:02.898663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:02.898717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:02.953541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:02.954430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:02.954512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:02.954544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:03.071669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:03.071819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:03.071856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:03.071883] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:03.075207] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-11-28T20:23:03.075481] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-11-28T20:23:03.075619] [INFO ] [sig       ] HYLS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:03.214589] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HYLS.txt
[2025-11-28T20:23:03.214736] [INFO ] [sig       ] [1609/3606] Completed HYLS in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.2m
[2025-11-28T20:23:03.214774] [INFO ] [sig       ] [1610/3606] Forecasting HYMC...
[2025-11-28T20:23:03.214803] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-11-28T20:23:03.214832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-11-28T20:23:03.226446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-11-28T20:23:03.226843] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-11-28T20:23:03.227615] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-11-28T20:23:03.227664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:03.227694] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:03.227719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:03.227773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:03.283207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:03.284090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:03.284170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:03.284202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:03.401892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:03.402041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:03.402082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:03.402110] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:03.405486] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-11-28T20:23:03.405824] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-11-28T20:23:03.405953] [INFO ] [sig       ] HYMC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:03.547191] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HYMC.txt
[2025-11-28T20:23:03.547345] [INFO ] [sig       ] [1610/3606] Completed HYMC in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.2m
[2025-11-28T20:23:03.547384] [INFO ] [sig       ] [1611/3606] Forecasting HYXF...
[2025-11-28T20:23:03.547414] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-11-28T20:23:03.547444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-11-28T20:23:03.558534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-11-28T20:23:03.558886] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-11-28T20:23:03.559626] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-11-28T20:23:03.559675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:03.559705] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:03.559730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:03.559785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:03.615042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:03.615916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:03.616002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:03.616036] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:03.722055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:03.722206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:03.722246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:03.722275] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:03.725668] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-11-28T20:23:03.725971] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-11-28T20:23:03.726104] [INFO ] [sig       ] HYXF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:03.867659] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HYXF.txt
[2025-11-28T20:23:03.867805] [INFO ] [sig       ] [1611/3606] Completed HYXF in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.2m
[2025-11-28T20:23:03.867845] [INFO ] [sig       ] [1612/3606] Forecasting HYZD...
[2025-11-28T20:23:03.867874] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-11-28T20:23:03.867904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-11-28T20:23:03.878906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-11-28T20:23:03.879271] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-11-28T20:23:03.880024] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-11-28T20:23:03.880101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:03.880134] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:03.880160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:03.880214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:03.940936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:03.941762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:03.941840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:03.941873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:04.059998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:04.060151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:04.060189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:04.060218] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:04.063558] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-11-28T20:23:04.063856] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-11-28T20:23:04.063978] [INFO ] [sig       ] HYZD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:04.213259] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HYZD.txt
[2025-11-28T20:23:04.213408] [INFO ] [sig       ] [1612/3606] Completed HYZD in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-28T20:23:04.213449] [INFO ] [sig       ] [1613/3606] Forecasting HZO...
[2025-11-28T20:23:04.213478] [INFO ] [sig       ] Generating forecast for: HZO
[2025-11-28T20:23:04.213508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-11-28T20:23:04.225232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-11-28T20:23:04.225529] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-11-28T20:23:04.226436] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-11-28T20:23:04.226489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:04.226522] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:04.226551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:04.226633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:04.283942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:04.284785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:04.284866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:04.284900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:04.405725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:04.405876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:04.405918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:04.405948] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:04.409276] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-11-28T20:23:04.409539] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-11-28T20:23:04.409677] [INFO ] [sig       ] HZO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:04.562657] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HZO.txt
[2025-11-28T20:23:04.562809] [INFO ] [sig       ] [1613/3606] Completed HZO in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-28T20:23:04.562848] [INFO ] [sig       ] [1614/3606] Forecasting IAC...
[2025-11-28T20:23:04.562879] [INFO ] [sig       ] Generating forecast for: IAC
[2025-11-28T20:23:04.562910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-11-28T20:23:04.574276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-11-28T20:23:04.574663] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-11-28T20:23:04.575488] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-11-28T20:23:04.575540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:04.575570] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:04.575646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:04.575707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:04.632898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:04.633740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:04.633819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:04.633852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:04.755854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:04.755996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:04.756032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:04.756059] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:04.759331] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-11-28T20:23:04.759617] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-11-28T20:23:04.759736] [INFO ] [sig       ] IAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:04.902191] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IAC.txt
[2025-11-28T20:23:04.902342] [INFO ] [sig       ] [1614/3606] Completed IAC in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-28T20:23:04.902380] [INFO ] [sig       ] [1615/3606] Forecasting IAE...
[2025-11-28T20:23:04.902411] [INFO ] [sig       ] Generating forecast for: IAE
[2025-11-28T20:23:04.902441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-11-28T20:23:04.913828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-11-28T20:23:04.914158] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-11-28T20:23:04.914980] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-11-28T20:23:04.915032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:04.915064] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:04.915092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:04.915148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:04.973295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:04.974165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:04.974298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:04.974348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:05.088564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:05.088726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:05.088775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:05.088807] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:05.092114] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=88.40%)
[2025-11-28T20:23:05.092379] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-11-28T20:23:05.092499] [INFO ] [sig       ] IAE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:05.231900] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IAE.txt
[2025-11-28T20:23:05.232053] [INFO ] [sig       ] [1615/3606] Completed IAE in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-28T20:23:05.232100] [INFO ] [sig       ] [1616/3606] Forecasting IAG...
[2025-11-28T20:23:05.232134] [INFO ] [sig       ] Generating forecast for: IAG
[2025-11-28T20:23:05.232165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-11-28T20:23:05.243512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-11-28T20:23:05.243966] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-11-28T20:23:05.244762] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-11-28T20:23:05.244812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:05.244844] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:05.244871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:05.244927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:05.303635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:05.304439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:05.304518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:05.304551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:05.428147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:05.428297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:05.428336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:05.428372] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:05.431670] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=67.64%)
[2025-11-28T20:23:05.431938] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-11-28T20:23:05.432059] [INFO ] [sig       ] IAG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:05.569539] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IAG.txt
[2025-11-28T20:23:05.569707] [INFO ] [sig       ] [1616/3606] Completed IAG in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-28T20:23:05.569746] [INFO ] [sig       ] [1617/3606] Forecasting IAS...
[2025-11-28T20:23:05.569774] [INFO ] [sig       ] Generating forecast for: IAS
[2025-11-28T20:23:05.569806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-11-28T20:23:05.580974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-11-28T20:23:05.581334] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-11-28T20:23:05.582161] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-11-28T20:23:05.582213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:05.582245] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:05.582272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:05.582328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:05.649662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:05.650471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:05.650556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:05.650609] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:05.777957] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:05.778126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:05.778169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:05.778196] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:05.781670] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2025-11-28T20:23:05.781983] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-11-28T20:23:05.782135] [INFO ] [sig       ] IAS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:05.925829] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IAS.txt
[2025-11-28T20:23:05.925980] [INFO ] [sig       ] [1617/3606] Completed IAS in 0.4s | 2.98 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-28T20:23:05.926020] [INFO ] [sig       ] [1618/3606] Forecasting IBB...
[2025-11-28T20:23:05.926048] [INFO ] [sig       ] Generating forecast for: IBB
[2025-11-28T20:23:05.926084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-11-28T20:23:05.937651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-11-28T20:23:05.938023] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-11-28T20:23:05.938852] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-11-28T20:23:05.938905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:05.938936] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:05.938961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:05.939016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:05.995489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:05.996333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:05.996414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:05.996446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:06.115650] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:06.115793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:06.115831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:06.115860] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:06.119151] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=30.77%)
[2025-11-28T20:23:06.119429] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-11-28T20:23:06.119543] [INFO ] [sig       ] IBB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:06.256446] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBB.txt
[2025-11-28T20:23:06.256634] [INFO ] [sig       ] [1618/3606] Completed IBB in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-28T20:23:06.256676] [INFO ] [sig       ] [1619/3606] Forecasting IBBQ...
[2025-11-28T20:23:06.256705] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-11-28T20:23:06.256734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-11-28T20:23:06.271033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-11-28T20:23:06.271731] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-11-28T20:23:06.272984] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-11-28T20:23:06.273047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:06.273083] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:06.273112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:06.273175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:06.334349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:06.336035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:06.336193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:06.336227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:06.453402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:06.453657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:06.453701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:06.453761] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:06.457778] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=34.22%)
[2025-11-28T20:23:06.458179] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-11-28T20:23:06.458339] [INFO ] [sig       ] IBBQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:06.604416] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBBQ.txt
[2025-11-28T20:23:06.604595] [INFO ] [sig       ] [1619/3606] Completed IBBQ in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:06.604638] [INFO ] [sig       ] [1620/3606] Forecasting IBCP...
[2025-11-28T20:23:06.604666] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-11-28T20:23:06.604696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-11-28T20:23:06.617059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-11-28T20:23:06.617419] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-11-28T20:23:06.618220] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-11-28T20:23:06.618270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:06.618299] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:06.618325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:06.618379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:06.672662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:06.673384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:06.673463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:06.673494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:06.786359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:06.786513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:06.786550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:06.786595] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:06.789920] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=21.37%)
[2025-11-28T20:23:06.790211] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-11-28T20:23:06.790340] [INFO ] [sig       ] IBCP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:06.930453] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBCP.txt
[2025-11-28T20:23:06.930604] [INFO ] [sig       ] [1620/3606] Completed IBCP in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:06.930645] [INFO ] [sig       ] [1621/3606] Forecasting IBEX...
[2025-11-28T20:23:06.930673] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-11-28T20:23:06.930702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-11-28T20:23:06.942320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-11-28T20:23:06.942650] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-11-28T20:23:06.943384] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-11-28T20:23:06.943433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:06.943463] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:06.943488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:06.943542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:07.001121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:07.001975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:07.002079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:07.002119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:07.131262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:07.131414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:07.131453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:07.131483] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:07.134835] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-11-28T20:23:07.135132] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-11-28T20:23:07.135282] [INFO ] [sig       ] IBEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:07.291066] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBEX.txt
[2025-11-28T20:23:07.291237] [INFO ] [sig       ] [1621/3606] Completed IBEX in 0.4s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:07.291287] [INFO ] [sig       ] [1622/3606] Forecasting IBM...
[2025-11-28T20:23:07.291327] [INFO ] [sig       ] Generating forecast for: IBM
[2025-11-28T20:23:07.291364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-11-28T20:23:07.302975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-11-28T20:23:07.303372] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-11-28T20:23:07.304133] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-11-28T20:23:07.304182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:07.304239] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:07.304265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:07.304319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:07.361071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:07.361983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:07.362069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:07.362101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:07.482196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:07.482364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:07.482404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:07.482431] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:07.485793] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-11-28T20:23:07.486073] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-11-28T20:23:07.486197] [INFO ] [sig       ] IBM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:07.640129] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBM.txt
[2025-11-28T20:23:07.640340] [INFO ] [sig       ] [1622/3606] Completed IBM in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:07.640398] [INFO ] [sig       ] [1623/3606] Forecasting IBN...
[2025-11-28T20:23:07.640438] [INFO ] [sig       ] Generating forecast for: IBN
[2025-11-28T20:23:07.640470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-11-28T20:23:07.654715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-11-28T20:23:07.655214] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-11-28T20:23:07.656326] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-11-28T20:23:07.656388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:07.656446] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:07.656481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:07.656557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:07.726123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:07.727250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:07.727381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:07.727435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:07.893851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:07.894035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:07.894095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:07.894138] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:07.899377] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-11-28T20:23:07.899868] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-11-28T20:23:07.900062] [INFO ] [sig       ] IBN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:08.110084] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IBN.txt
[2025-11-28T20:23:08.110284] [INFO ] [sig       ] [1623/3606] Completed IBN in 0.5s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:08.110341] [INFO ] [sig       ] [1624/3606] Forecasting IBOC...
[2025-11-28T20:23:08.110380] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-11-28T20:23:08.110416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-11-28T20:23:08.123971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-11-28T20:23:08.124442] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-11-28T20:23:08.125522] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-11-28T20:23:08.125608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:08.125659] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:08.125704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:08.125792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:08.187090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:08.188187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:08.188291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:08.188334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:08.326661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:08.326825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:08.326864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:08.326892] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:08.330527] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-11-28T20:23:08.330847] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-11-28T20:23:08.330982] [INFO ] [sig       ] IBOC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:08.473264] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBOC.txt
[2025-11-28T20:23:08.473417] [INFO ] [sig       ] [1624/3606] Completed IBOC in 0.4s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:08.473456] [INFO ] [sig       ] [1625/3606] Forecasting IBP...
[2025-11-28T20:23:08.473485] [INFO ] [sig       ] Generating forecast for: IBP
[2025-11-28T20:23:08.473516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-11-28T20:23:08.485774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-11-28T20:23:08.486191] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-11-28T20:23:08.486998] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-11-28T20:23:08.487050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:08.487081] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:08.487108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:08.487165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:08.541819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:08.542667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:08.542751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:08.542785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:08.679165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:08.679311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:08.679348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:08.679406] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:08.682653] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-11-28T20:23:08.682914] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-11-28T20:23:08.683030] [INFO ] [sig       ] IBP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:08.823187] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBP.txt
[2025-11-28T20:23:08.823390] [INFO ] [sig       ] [1625/3606] Completed IBP in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:08.823451] [INFO ] [sig       ] [1626/3606] Forecasting IBRX...
[2025-11-28T20:23:08.823500] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-11-28T20:23:08.823550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-11-28T20:23:08.839860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-11-28T20:23:08.840376] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-11-28T20:23:08.841279] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-11-28T20:23:08.841332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:08.841364] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:08.841389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:08.841445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:08.899760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:08.900734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:08.900827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:08.900860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:09.021058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:09.021217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:09.021255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:09.021281] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:09.024711] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-11-28T20:23:09.025019] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-11-28T20:23:09.025155] [INFO ] [sig       ] IBRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:09.168506] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IBRX.txt
[2025-11-28T20:23:09.168675] [INFO ] [sig       ] [1626/3606] Completed IBRX in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:09.168716] [INFO ] [sig       ] [1627/3606] Forecasting IBTF...
[2025-11-28T20:23:09.168752] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-11-28T20:23:09.168784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-11-28T20:23:09.182986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-11-28T20:23:09.183317] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-11-28T20:23:09.184273] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-11-28T20:23:09.184322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:09.184351] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:09.184376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:09.184431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:09.242261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:09.243113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:09.243195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:09.243227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:09.359286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:09.359444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:09.359481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:09.359509] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:09.363029] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-11-28T20:23:09.363339] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-11-28T20:23:09.363467] [INFO ] [sig       ] IBTF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:09.501283] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IBTF.txt
[2025-11-28T20:23:09.501440] [INFO ] [sig       ] [1627/3606] Completed IBTF in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:09.501480] [INFO ] [sig       ] [1628/3606] Forecasting IBTG...
[2025-11-28T20:23:09.501510] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-11-28T20:23:09.501541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-11-28T20:23:09.520148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-11-28T20:23:09.520556] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-11-28T20:23:09.521467] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-11-28T20:23:09.521520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:09.521552] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:09.521595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:09.521653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:09.584672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:09.585658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:09.585751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:09.585784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:09.710973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:09.711130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:09.711170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:09.711199] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:09.714682] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-11-28T20:23:09.714998] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-11-28T20:23:09.715131] [INFO ] [sig       ] IBTG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:09.870141] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IBTG.txt
[2025-11-28T20:23:09.870304] [INFO ] [sig       ] [1628/3606] Completed IBTG in 0.4s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:09.870344] [INFO ] [sig       ] [1629/3606] Forecasting IBTH...
[2025-11-28T20:23:09.870375] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-11-28T20:23:09.870405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-11-28T20:23:09.882695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-11-28T20:23:09.883097] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-11-28T20:23:09.884011] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-11-28T20:23:09.884065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:09.884098] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:09.884123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:09.884178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:09.946588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:09.947413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:09.947497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:09.947528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:10.093987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:10.094139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:10.094179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:10.094207] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:10.098023] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-11-28T20:23:10.098387] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-11-28T20:23:10.098521] [INFO ] [sig       ] IBTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:10.256593] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBTH.txt
[2025-11-28T20:23:10.256754] [INFO ] [sig       ] [1629/3606] Completed IBTH in 0.4s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:10.256810] [INFO ] [sig       ] [1630/3606] Forecasting IBTI...
[2025-11-28T20:23:10.256856] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-11-28T20:23:10.256902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-11-28T20:23:10.271063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-11-28T20:23:10.271530] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-11-28T20:23:10.272543] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-11-28T20:23:10.272623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:10.272664] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:10.272701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:10.272782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:10.335867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:10.336983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:10.337119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:10.337167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:10.461197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:10.461339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:10.461378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:10.461427] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:10.464875] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=37.52%)
[2025-11-28T20:23:10.465146] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-11-28T20:23:10.465269] [INFO ] [sig       ] IBTI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:10.602367] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBTI.txt
[2025-11-28T20:23:10.602500] [INFO ] [sig       ] [1630/3606] Completed IBTI in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-11-28T20:23:10.602539] [INFO ] [sig       ] [1631/3606] Forecasting IBTJ...
[2025-11-28T20:23:10.602567] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-11-28T20:23:10.602617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-11-28T20:23:10.613112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-11-28T20:23:10.613451] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-11-28T20:23:10.614206] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-11-28T20:23:10.614255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:10.614286] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:10.614311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:10.614366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:10.671723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:10.672506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:10.672599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:10.672633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:10.793444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:10.793607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:10.793646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:10.793673] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:10.796898] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-11-28T20:23:10.797160] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-11-28T20:23:10.797279] [INFO ] [sig       ] IBTJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:10.946884] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBTJ.txt
[2025-11-28T20:23:10.947045] [INFO ] [sig       ] [1631/3606] Completed IBTJ in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-28T20:23:10.947088] [INFO ] [sig       ] [1632/3606] Forecasting IBTK...
[2025-11-28T20:23:10.947116] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-11-28T20:23:10.947144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-11-28T20:23:10.961342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-11-28T20:23:10.961681] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-11-28T20:23:10.962655] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-11-28T20:23:10.962707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:10.962738] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:10.962764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:10.962822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:11.020861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:11.021641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:11.021749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:11.021800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:11.155370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:11.155514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:11.155553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:11.155600] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:11.159035] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=27.40%)
[2025-11-28T20:23:11.159326] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-11-28T20:23:11.159450] [INFO ] [sig       ] IBTK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:11.296146] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBTK.txt
[2025-11-28T20:23:11.296274] [INFO ] [sig       ] [1632/3606] Completed IBTK in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-28T20:23:11.296311] [INFO ] [sig       ] [1633/3606] Forecasting IBTL...
[2025-11-28T20:23:11.296341] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-11-28T20:23:11.296371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-11-28T20:23:11.307759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-11-28T20:23:11.308108] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-11-28T20:23:11.308855] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-11-28T20:23:11.308904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:11.308935] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:11.308961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:11.309016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:11.362969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:11.363749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:11.363825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:11.363855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:11.482275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:11.482423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:11.482460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:11.482488] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:11.485761] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=74.09%)
[2025-11-28T20:23:11.486043] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-11-28T20:23:11.486163] [INFO ] [sig       ] IBTL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:11.622386] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IBTL.txt
[2025-11-28T20:23:11.622543] [INFO ] [sig       ] [1633/3606] Completed IBTL in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-28T20:23:11.622602] [INFO ] [sig       ] [1634/3606] Forecasting IBTM...
[2025-11-28T20:23:11.622635] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-11-28T20:23:11.622665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-11-28T20:23:11.633531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-11-28T20:23:11.633858] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-11-28T20:23:11.634643] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-11-28T20:23:11.634692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:11.634722] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:11.634761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:11.634816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:11.689875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:11.690706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:11.690791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:11.690822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:11.813243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:11.813393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:11.813433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:11.813462] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:11.817746] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=22.52%)
[2025-11-28T20:23:11.818022] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-11-28T20:23:11.818172] [INFO ] [sig       ] IBTM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:11.954475] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBTM.txt
[2025-11-28T20:23:11.954639] [INFO ] [sig       ] [1634/3606] Completed IBTM in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-28T20:23:11.954681] [INFO ] [sig       ] [1635/3606] Forecasting IBTO...
[2025-11-28T20:23:11.954711] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-11-28T20:23:11.954747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-11-28T20:23:11.966157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-11-28T20:23:11.966542] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-11-28T20:23:11.967312] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-11-28T20:23:11.967362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:11.967392] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:11.967418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:11.967472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:12.022977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:12.023847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:12.023938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:12.023970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:12.145723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:12.145878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:12.145914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:12.145942] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:12.149499] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=46.79%)
[2025-11-28T20:23:12.149917] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-11-28T20:23:12.150074] [INFO ] [sig       ] IBTO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:12.287329] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IBTO.txt
[2025-11-28T20:23:12.287491] [INFO ] [sig       ] [1635/3606] Completed IBTO in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-28T20:23:12.287531] [INFO ] [sig       ] [1636/3606] Forecasting ICE...
[2025-11-28T20:23:12.287559] [INFO ] [sig       ] Generating forecast for: ICE
[2025-11-28T20:23:12.287608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-11-28T20:23:12.299334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-11-28T20:23:12.299680] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-11-28T20:23:12.300498] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-11-28T20:23:12.300547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:12.300599] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:12.300628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:12.300685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:12.356470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:12.357301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:12.357380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:12.357414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:12.478610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:12.478769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:12.478806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:12.478834] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:12.482374] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=12.56%)
[2025-11-28T20:23:12.482751] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-11-28T20:23:12.482893] [INFO ] [sig       ] ICE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:12.632750] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ICE.txt
[2025-11-28T20:23:12.632904] [INFO ] [sig       ] [1636/3606] Completed ICE in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:12.632944] [INFO ] [sig       ] [1637/3606] Forecasting ICFI...
[2025-11-28T20:23:12.632974] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-11-28T20:23:12.633004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-11-28T20:23:12.644188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-11-28T20:23:12.644540] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-11-28T20:23:12.645301] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-11-28T20:23:12.645349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:12.645379] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:12.645404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:12.645457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:12.699753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:12.700590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:12.700670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:12.700702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:12.821851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:12.822005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:12.822042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:12.822069] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:12.825509] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-11-28T20:23:12.825837] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-11-28T20:23:12.825968] [INFO ] [sig       ] ICFI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:12.963551] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ICFI.txt
[2025-11-28T20:23:12.963723] [INFO ] [sig       ] [1637/3606] Completed ICFI in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:12.963762] [INFO ] [sig       ] [1638/3606] Forecasting ICL...
[2025-11-28T20:23:12.963789] [INFO ] [sig       ] Generating forecast for: ICL
[2025-11-28T20:23:12.963828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-11-28T20:23:12.975307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-11-28T20:23:12.975668] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-11-28T20:23:12.976423] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-11-28T20:23:12.976478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:12.976514] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:12.976546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:12.976630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:13.032253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:13.032844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:13.032916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:13.032947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:13.155627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:13.155757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:13.155791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:13.155819] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:13.158956] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=86.94%)
[2025-11-28T20:23:13.159211] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-11-28T20:23:13.159327] [INFO ] [sig       ] ICL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:13.297208] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ICL.txt
[2025-11-28T20:23:13.297332] [INFO ] [sig       ] [1638/3606] Completed ICL in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:13.297370] [INFO ] [sig       ] [1639/3606] Forecasting ICLN...
[2025-11-28T20:23:13.297397] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-11-28T20:23:13.297427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-11-28T20:23:13.309180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-11-28T20:23:13.309482] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-11-28T20:23:13.310237] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-11-28T20:23:13.310291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:13.310349] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:13.310378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:13.310434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:13.365165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:13.365763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:13.365835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:13.365871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:13.487466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:13.487623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:13.487663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:13.487689] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:13.490995] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-11-28T20:23:13.491254] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-11-28T20:23:13.491374] [INFO ] [sig       ] ICLN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:13.627989] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ICLN.txt
[2025-11-28T20:23:13.628149] [INFO ] [sig       ] [1639/3606] Completed ICLN in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:13.628189] [INFO ] [sig       ] [1640/3606] Forecasting ICMB...
[2025-11-28T20:23:13.628232] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-11-28T20:23:13.628263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-11-28T20:23:13.639056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-11-28T20:23:13.639402] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-11-28T20:23:13.640158] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-11-28T20:23:13.640205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:13.640235] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:13.640264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:13.640330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:13.695017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:13.695769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:13.695846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:13.695877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:13.803496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:13.803663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:13.803702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:13.803730] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:13.806915] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-11-28T20:23:13.807179] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-11-28T20:23:13.807302] [INFO ] [sig       ] ICMB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:13.944101] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ICMB.txt
[2025-11-28T20:23:13.944237] [INFO ] [sig       ] [1640/3606] Completed ICMB in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:13.944274] [INFO ] [sig       ] [1641/3606] Forecasting ICOP...
[2025-11-28T20:23:13.944302] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-11-28T20:23:13.944330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-11-28T20:23:13.956226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-11-28T20:23:13.956674] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-11-28T20:23:13.957733] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-11-28T20:23:13.957800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:13.957841] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:13.957877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:13.957951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:14.017709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:14.018610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:14.018696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:14.018730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:14.130973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:14.131117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:14.131155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:14.131183] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:14.134417] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: DOWN (p=41.93%)
[2025-11-28T20:23:14.134701] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-11-28T20:23:14.134820] [INFO ] [sig       ] ICOP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:14.269894] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ICOP.txt
[2025-11-28T20:23:14.270031] [INFO ] [sig       ] [1641/3606] Completed ICOP in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:14.270069] [INFO ] [sig       ] [1642/3606] Forecasting ICUI...
[2025-11-28T20:23:14.270097] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-11-28T20:23:14.270128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-11-28T20:23:14.312612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-11-28T20:23:14.312913] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-11-28T20:23:14.313657] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-11-28T20:23:14.313706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:14.313735] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:14.313761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:14.313815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:14.367950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:14.368645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:14.368721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:14.368751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:14.485037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:14.485177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:14.485214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:14.485271] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:14.488551] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-11-28T20:23:14.488824] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-11-28T20:23:14.488940] [INFO ] [sig       ] ICUI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:14.624689] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ICUI.txt
[2025-11-28T20:23:14.624837] [INFO ] [sig       ] [1642/3606] Completed ICUI in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:14.624877] [INFO ] [sig       ] [1643/3606] Forecasting IDA...
[2025-11-28T20:23:14.624905] [INFO ] [sig       ] Generating forecast for: IDA
[2025-11-28T20:23:14.624936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-11-28T20:23:14.636352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-11-28T20:23:14.636697] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-11-28T20:23:14.637427] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-11-28T20:23:14.637476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:14.637505] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:14.637530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:14.637606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:14.692791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:14.693530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:14.693624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:14.693657] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:14.810963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:14.811106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:14.811143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:14.811171] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:14.814402] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-11-28T20:23:14.814685] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-11-28T20:23:14.814803] [INFO ] [sig       ] IDA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:14.957770] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IDA.txt
[2025-11-28T20:23:14.957926] [INFO ] [sig       ] [1643/3606] Completed IDA in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:14.957966] [INFO ] [sig       ] [1644/3606] Forecasting IDAI...
[2025-11-28T20:23:14.957996] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-11-28T20:23:14.961208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-11-28T20:23:14.973229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-11-28T20:23:14.973608] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-11-28T20:23:14.974390] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-11-28T20:23:14.974452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:14.974489] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:14.974515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:14.974590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:15.034829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:15.035680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:15.035763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:15.035796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:15.162989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:15.163141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:15.163180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:15.163210] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:15.166702] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=5.85%)
[2025-11-28T20:23:15.167007] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-11-28T20:23:15.167136] [INFO ] [sig       ] IDAI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:15.310880] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IDAI.txt
[2025-11-28T20:23:15.311018] [INFO ] [sig       ] [1644/3606] Completed IDAI in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:15.311055] [INFO ] [sig       ] [1645/3606] Forecasting IDCC...
[2025-11-28T20:23:15.311084] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-11-28T20:23:15.311113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-11-28T20:23:15.324787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-11-28T20:23:15.325325] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-11-28T20:23:15.326233] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-11-28T20:23:15.326285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:15.326316] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:15.326342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:15.326399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:15.383245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:15.384350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:15.384451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:15.384485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:15.506025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:15.506259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:15.506304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:15.506334] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:15.510264] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-11-28T20:23:15.510601] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-11-28T20:23:15.510737] [INFO ] [sig       ] IDCC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:15.652459] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IDCC.txt
[2025-11-28T20:23:15.652710] [INFO ] [sig       ] [1645/3606] Completed IDCC in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:15.652767] [INFO ] [sig       ] [1646/3606] Forecasting IDE...
[2025-11-28T20:23:15.652802] [INFO ] [sig       ] Generating forecast for: IDE
[2025-11-28T20:23:15.652843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-11-28T20:23:15.666912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-11-28T20:23:15.667347] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-11-28T20:23:15.668287] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-11-28T20:23:15.668339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:15.668372] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:15.668400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:15.668470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:15.729304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:15.730410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:15.730507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:15.730541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:15.855085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:15.855306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:15.855350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:15.855381] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:15.859135] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=51.09%)
[2025-11-28T20:23:15.859436] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-11-28T20:23:15.859564] [INFO ] [sig       ] IDE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:16.004677] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IDE.txt
[2025-11-28T20:23:16.004901] [INFO ] [sig       ] [1646/3606] Completed IDE in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:16.004949] [INFO ] [sig       ] [1647/3606] Forecasting IDN...
[2025-11-28T20:23:16.004986] [INFO ] [sig       ] Generating forecast for: IDN
[2025-11-28T20:23:16.005025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-11-28T20:23:16.018434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-11-28T20:23:16.019067] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-11-28T20:23:16.019982] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-11-28T20:23:16.020059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:16.020092] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:16.020117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:16.020174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:16.077507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:16.078716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:16.078814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:16.078847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:16.203455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:16.203709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:16.203757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:16.203786] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:16.207766] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-11-28T20:23:16.208133] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-11-28T20:23:16.208287] [INFO ] [sig       ] IDN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:16.353979] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IDN.txt
[2025-11-28T20:23:16.354192] [INFO ] [sig       ] [1647/3606] Completed IDN in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:16.354234] [INFO ] [sig       ] [1648/3606] Forecasting IDXX...
[2025-11-28T20:23:16.354264] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-11-28T20:23:16.354294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-11-28T20:23:16.367521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-11-28T20:23:16.368013] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-11-28T20:23:16.368995] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-11-28T20:23:16.369048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:16.369081] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:16.369108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:16.369167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:16.430195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:16.431318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:16.431416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:16.431452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:16.555019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:16.555282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:16.555330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:16.555369] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:16.559369] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-11-28T20:23:16.559682] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-11-28T20:23:16.559810] [INFO ] [sig       ] IDXX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:16.705340] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IDXX.txt
[2025-11-28T20:23:16.705560] [INFO ] [sig       ] [1648/3606] Completed IDXX in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-11-28T20:23:16.705623] [INFO ] [sig       ] [1649/3606] Forecasting IDYA...
[2025-11-28T20:23:16.705657] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-11-28T20:23:16.705689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-11-28T20:23:16.720028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-11-28T20:23:16.720650] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-11-28T20:23:16.721504] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-11-28T20:23:16.721565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:16.721626] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:16.721657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:16.721716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:16.783293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:16.784295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:16.784460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:16.784501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:16.915517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:16.915702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:16.915745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:16.915775] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:16.919157] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-11-28T20:23:16.919429] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-11-28T20:23:16.919553] [INFO ] [sig       ] IDYA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:17.067126] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IDYA.txt
[2025-11-28T20:23:17.067290] [INFO ] [sig       ] [1649/3606] Completed IDYA in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-28T20:23:17.067332] [INFO ] [sig       ] [1650/3606] Forecasting IEF...
[2025-11-28T20:23:17.067364] [INFO ] [sig       ] Generating forecast for: IEF
[2025-11-28T20:23:17.067396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-11-28T20:23:17.079721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-11-28T20:23:17.080084] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-11-28T20:23:17.080876] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-11-28T20:23:17.080928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:17.080960] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:17.080988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:17.081044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:17.141979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:17.142950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:17.143054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:17.143090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:17.270626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:17.270796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:17.270844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:17.270874] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:17.274766] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-11-28T20:23:17.275059] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-11-28T20:23:17.275188] [INFO ] [sig       ] IEF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:17.431917] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IEF.txt
[2025-11-28T20:23:17.432115] [INFO ] [sig       ] [1650/3606] Completed IEF in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-28T20:23:17.432176] [INFO ] [sig       ] [1651/3606] Forecasting IEI...
[2025-11-28T20:23:17.432221] [INFO ] [sig       ] Generating forecast for: IEI
[2025-11-28T20:23:17.432263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-11-28T20:23:17.447284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-11-28T20:23:17.447800] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-11-28T20:23:17.448994] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-11-28T20:23:17.449061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:17.449102] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:17.449134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:17.449211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:17.515877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:17.516984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:17.517069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:17.517103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:17.639088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:17.639250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:17.639286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:17.639313] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:17.642677] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-11-28T20:23:17.642994] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-11-28T20:23:17.643135] [INFO ] [sig       ] IEI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:17.783478] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IEI.txt
[2025-11-28T20:23:17.783651] [INFO ] [sig       ] [1651/3606] Completed IEI in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-28T20:23:17.783692] [INFO ] [sig       ] [1652/3606] Forecasting IEP...
[2025-11-28T20:23:17.783721] [INFO ] [sig       ] Generating forecast for: IEP
[2025-11-28T20:23:17.783751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-11-28T20:23:17.798504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-11-28T20:23:17.799324] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-11-28T20:23:17.800471] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-11-28T20:23:17.800526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:17.800561] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:17.800590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:17.800650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:17.861414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:17.862526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:17.862640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:17.862677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:17.992753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:17.992990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:17.993040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:17.993071] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:17.996996] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-11-28T20:23:17.997304] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-11-28T20:23:17.997466] [INFO ] [sig       ] IEP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:18.138201] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IEP.txt
[2025-11-28T20:23:18.138454] [INFO ] [sig       ] [1652/3606] Completed IEP in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-28T20:23:18.138500] [INFO ] [sig       ] [1653/3606] Forecasting IESC...
[2025-11-28T20:23:18.138532] [INFO ] [sig       ] Generating forecast for: IESC
[2025-11-28T20:23:18.138566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-11-28T20:23:18.152848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-11-28T20:23:18.153277] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-11-28T20:23:18.154064] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-11-28T20:23:18.154114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:18.154144] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:18.154169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:18.154223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:18.208929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:18.209855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:18.209942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:18.209973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:18.330744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:18.330929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:18.330973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:18.331003] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:18.334273] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=0.27%)
[2025-11-28T20:23:18.334530] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-11-28T20:23:18.334673] [INFO ] [sig       ] IESC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:18.471483] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IESC.txt
[2025-11-28T20:23:18.471668] [INFO ] [sig       ] [1653/3606] Completed IESC in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-28T20:23:18.471709] [INFO ] [sig       ] [1654/3606] Forecasting IEX...
[2025-11-28T20:23:18.471738] [INFO ] [sig       ] Generating forecast for: IEX
[2025-11-28T20:23:18.471768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-11-28T20:23:18.485764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-11-28T20:23:18.486250] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-11-28T20:23:18.487187] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-11-28T20:23:18.487240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:18.487275] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:18.487303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:18.487362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:18.544509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:18.545541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:18.545653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:18.545688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:18.662783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:18.663015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:18.663089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:18.663118] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:18.666873] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-11-28T20:23:18.667169] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-11-28T20:23:18.667303] [INFO ] [sig       ] IEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:18.805998] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IEX.txt
[2025-11-28T20:23:18.806201] [INFO ] [sig       ] [1654/3606] Completed IEX in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:18.806244] [INFO ] [sig       ] [1655/3606] Forecasting IFF...
[2025-11-28T20:23:18.806273] [INFO ] [sig       ] Generating forecast for: IFF
[2025-11-28T20:23:18.806305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-11-28T20:23:18.819716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-11-28T20:23:18.820122] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-11-28T20:23:18.820941] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-11-28T20:23:18.820990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:18.821022] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:18.821046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:18.821101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:18.875078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:18.875995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:18.876077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:18.876108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:18.995272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:18.995423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:18.995461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:18.995488] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:18.998821] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=56.57%)
[2025-11-28T20:23:18.999076] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-11-28T20:23:18.999192] [INFO ] [sig       ] IFF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:19.134840] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IFF.txt
[2025-11-28T20:23:19.134956] [INFO ] [sig       ] [1655/3606] Completed IFF in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:19.134992] [INFO ] [sig       ] [1656/3606] Forecasting IFN...
[2025-11-28T20:23:19.135020] [INFO ] [sig       ] Generating forecast for: IFN
[2025-11-28T20:23:19.135049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-11-28T20:23:19.146719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-11-28T20:23:19.146977] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-11-28T20:23:19.147701] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-11-28T20:23:19.147750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:19.147813] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:19.147841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:19.147895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:19.202814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:19.203366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:19.203449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:19.203479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:19.317980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:19.318127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:19.318162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:19.318190] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:19.321311] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-11-28T20:23:19.321589] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-11-28T20:23:19.321704] [INFO ] [sig       ] IFN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:19.456287] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IFN.txt
[2025-11-28T20:23:19.456390] [INFO ] [sig       ] [1656/3606] Completed IFN in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:19.456426] [INFO ] [sig       ] [1657/3606] Forecasting IFRX...
[2025-11-28T20:23:19.456456] [INFO ] [sig       ] Generating forecast for: IFRX
[2025-11-28T20:23:19.456488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFRX' from 'https://tdm.silogroup.org/data/derivative_storage/IFRX.csv'.
[2025-11-28T20:23:19.467702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFRX'.
[2025-11-28T20:23:19.467978] [INFO ] [FORECASTER] Starting predict_future for IFRX
[2025-11-28T20:23:19.468805] [DEBUG] [LOCAL     ] No optimal features file found for IFRX: ./output/feature-sets/IFRX.txt
[2025-11-28T20:23:19.468854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:19.468883] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:19.468907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:19.468960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:19.524223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:19.524816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:19.524887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:19.524917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:19.646845] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:19.646943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:19.646978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:19.647005] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:19.650382] [DEBUG] [FORECASTER] IFRX: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-11-28T20:23:19.650662] [INFO ] [FORECASTER] Completed predict_future for IFRX
[2025-11-28T20:23:19.650781] [INFO ] [sig       ] IFRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:19.794452] [INFO ] [LOCAL     ] Saved forecast: IFRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IFRX.txt
[2025-11-28T20:23:19.794592] [INFO ] [sig       ] [1657/3606] Completed IFRX in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:19.794632] [INFO ] [sig       ] [1658/3606] Forecasting IFS...
[2025-11-28T20:23:19.794661] [INFO ] [sig       ] Generating forecast for: IFS
[2025-11-28T20:23:19.794689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-11-28T20:23:19.806115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-11-28T20:23:19.806380] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-11-28T20:23:19.807109] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-11-28T20:23:19.807157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:19.807198] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:19.807225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:19.807280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:19.861896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:19.862447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:19.862519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:19.862550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:19.980124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:19.980254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:19.980291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:19.980317] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:19.983517] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-11-28T20:23:19.983840] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-11-28T20:23:19.983960] [INFO ] [sig       ] IFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:20.119966] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IFS.txt
[2025-11-28T20:23:20.120116] [INFO ] [sig       ] [1658/3606] Completed IFS in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:20.120155] [INFO ] [sig       ] [1659/3606] Forecasting IGA...
[2025-11-28T20:23:20.120184] [INFO ] [sig       ] Generating forecast for: IGA
[2025-11-28T20:23:20.120214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-11-28T20:23:20.131180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-11-28T20:23:20.131532] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-11-28T20:23:20.132289] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-11-28T20:23:20.132337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:20.132366] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:20.132391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:20.132445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:20.187071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:20.187906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:20.187989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:20.188021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:20.327424] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:20.327614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:20.327657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:20.327731] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:20.331238] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-11-28T20:23:20.331617] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-11-28T20:23:20.331782] [INFO ] [sig       ] IGA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:20.480243] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IGA.txt
[2025-11-28T20:23:20.480409] [INFO ] [sig       ] [1659/3606] Completed IGA in 0.4s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:20.480451] [INFO ] [sig       ] [1660/3606] Forecasting IGD...
[2025-11-28T20:23:20.480485] [INFO ] [sig       ] Generating forecast for: IGD
[2025-11-28T20:23:20.480524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-11-28T20:23:20.493110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-11-28T20:23:20.493517] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-11-28T20:23:20.494302] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-11-28T20:23:20.494353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:20.494383] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:20.494410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:20.494465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:20.553867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:20.554729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:20.554811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:20.554845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:20.676902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:20.677050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:20.677087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:20.677114] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:20.680443] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-11-28T20:23:20.680751] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-11-28T20:23:20.680867] [INFO ] [sig       ] IGD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:20.818530] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IGD.txt
[2025-11-28T20:23:20.818701] [INFO ] [sig       ] [1660/3606] Completed IGD in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:20.818740] [INFO ] [sig       ] [1661/3606] Forecasting IGF...
[2025-11-28T20:23:20.818769] [INFO ] [sig       ] Generating forecast for: IGF
[2025-11-28T20:23:20.818798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-11-28T20:23:20.830554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-11-28T20:23:20.830911] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-11-28T20:23:20.831645] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-11-28T20:23:20.831693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:20.831723] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:20.831748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:20.831802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:20.887289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:20.888375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:20.888452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:20.888482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:21.008876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:21.009034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:21.009071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:21.009099] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:21.012659] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=26.03%)
[2025-11-28T20:23:21.012959] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-11-28T20:23:21.013087] [INFO ] [sig       ] IGF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:21.154469] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IGF.txt
[2025-11-28T20:23:21.154642] [INFO ] [sig       ] [1661/3606] Completed IGF in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:21.154683] [INFO ] [sig       ] [1662/3606] Forecasting IGI...
[2025-11-28T20:23:21.154721] [INFO ] [sig       ] Generating forecast for: IGI
[2025-11-28T20:23:21.154753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-11-28T20:23:21.167236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-11-28T20:23:21.167655] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-11-28T20:23:21.168512] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-11-28T20:23:21.168565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:21.168626] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:21.168654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:21.168711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:21.225468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:21.226355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:21.226459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:21.226496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:21.328830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:21.328978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:21.329016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:21.329044] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:21.332332] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-11-28T20:23:21.332628] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-11-28T20:23:21.332751] [INFO ] [sig       ] IGI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:21.470850] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IGI.txt
[2025-11-28T20:23:21.471003] [INFO ] [sig       ] [1662/3606] Completed IGI in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:21.471043] [INFO ] [sig       ] [1663/3606] Forecasting IGIB...
[2025-11-28T20:23:21.471073] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-11-28T20:23:21.471102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-11-28T20:23:21.482564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-11-28T20:23:21.482935] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-11-28T20:23:21.483710] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-11-28T20:23:21.483760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:21.483792] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:21.483818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:21.483873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:21.540414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:21.541241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:21.541318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:21.541351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:21.662508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:21.662665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:21.662706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:21.662734] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:21.665933] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=52.13%)
[2025-11-28T20:23:21.666204] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-11-28T20:23:21.666323] [INFO ] [sig       ] IGIB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:21.803875] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IGIB.txt
[2025-11-28T20:23:21.804029] [INFO ] [sig       ] [1663/3606] Completed IGIB in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:21.804067] [INFO ] [sig       ] [1664/3606] Forecasting IGIC...
[2025-11-28T20:23:21.804097] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-11-28T20:23:21.804126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-11-28T20:23:21.815722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-11-28T20:23:21.816085] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-11-28T20:23:21.816859] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-11-28T20:23:21.816909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:21.816938] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:21.816964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:21.817018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:21.872379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:21.873181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:21.873257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:21.873288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:21.992461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:21.992659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:21.992701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:21.992730] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:21.996078] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-11-28T20:23:21.996341] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-11-28T20:23:21.996460] [INFO ] [sig       ] IGIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:22.136076] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IGIC.txt
[2025-11-28T20:23:22.136215] [INFO ] [sig       ] [1664/3606] Completed IGIC in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:22.136254] [INFO ] [sig       ] [1665/3606] Forecasting IGSB...
[2025-11-28T20:23:22.136282] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-11-28T20:23:22.136311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-11-28T20:23:22.147682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-11-28T20:23:22.148045] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-11-28T20:23:22.148794] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-11-28T20:23:22.148843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:22.148872] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:22.148898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:22.148952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:22.203810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:22.204636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:22.204716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:22.204748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:22.322155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:22.322302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:22.322340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:22.322388] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:22.325758] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: DOWN (p=32.48%)
[2025-11-28T20:23:22.326033] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-11-28T20:23:22.326153] [INFO ] [sig       ] IGSB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:22.463254] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IGSB.txt
[2025-11-28T20:23:22.463402] [INFO ] [sig       ] [1665/3606] Completed IGSB in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:22.463441] [INFO ] [sig       ] [1666/3606] Forecasting IHD...
[2025-11-28T20:23:22.463470] [INFO ] [sig       ] Generating forecast for: IHD
[2025-11-28T20:23:22.463499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-11-28T20:23:22.474761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-11-28T20:23:22.475130] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-11-28T20:23:22.475893] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-11-28T20:23:22.475941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:22.475971] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:22.475997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:22.476052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:22.530940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:22.531771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:22.531890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:22.531923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:22.652440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:22.652541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:22.652604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:22.652635] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:22.656120] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=80.44%)
[2025-11-28T20:23:22.656444] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-11-28T20:23:22.656605] [INFO ] [sig       ] IHD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:22.793421] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IHD.txt
[2025-11-28T20:23:22.793586] [INFO ] [sig       ] [1666/3606] Completed IHD in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-11-28T20:23:22.793628] [INFO ] [sig       ] [1667/3606] Forecasting IHG...
[2025-11-28T20:23:22.793657] [INFO ] [sig       ] Generating forecast for: IHG
[2025-11-28T20:23:22.793687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-11-28T20:23:22.805166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-11-28T20:23:22.805500] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-11-28T20:23:22.806264] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-11-28T20:23:22.806314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:22.806345] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:22.806371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:22.806426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:22.861699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:22.862471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:22.862551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:22.862600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:22.978774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:22.978880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:22.978915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:22.978942] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:22.981940] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2025-11-28T20:23:22.982192] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-11-28T20:23:22.982303] [INFO ] [sig       ] IHG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:23.117466] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IHG.txt
[2025-11-28T20:23:23.117587] [INFO ] [sig       ] [1667/3606] Completed IHG in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-28T20:23:23.117626] [INFO ] [sig       ] [1668/3606] Forecasting IHS...
[2025-11-28T20:23:23.117654] [INFO ] [sig       ] Generating forecast for: IHS
[2025-11-28T20:23:23.117682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-11-28T20:23:23.129009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-11-28T20:23:23.129285] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-11-28T20:23:23.130074] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-11-28T20:23:23.130126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:23.130158] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:23.130185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:23.130243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:23.186113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:23.186681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:23.186753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:23.186783] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:23.301323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:23.301406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:23.301438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:23.301464] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:23.304379] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=33.47%)
[2025-11-28T20:23:23.304646] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-11-28T20:23:23.304758] [INFO ] [sig       ] IHS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:23.439024] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IHS.txt
[2025-11-28T20:23:23.439126] [INFO ] [sig       ] [1668/3606] Completed IHS in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-28T20:23:23.439162] [INFO ] [sig       ] [1669/3606] Forecasting IIF...
[2025-11-28T20:23:23.439191] [INFO ] [sig       ] Generating forecast for: IIF
[2025-11-28T20:23:23.439220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-11-28T20:23:23.450094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-11-28T20:23:23.450395] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-11-28T20:23:23.451183] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-11-28T20:23:23.451233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:23.451264] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:23.451291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:23.451359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:23.507752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:23.508341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:23.508416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:23.508447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:23.620922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:23.621022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:23.621056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:23.621084] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:23.624091] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-11-28T20:23:23.624339] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-11-28T20:23:23.624451] [INFO ] [sig       ] IIF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:23.761018] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IIF.txt
[2025-11-28T20:23:23.761155] [INFO ] [sig       ] [1669/3606] Completed IIF in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-28T20:23:23.761202] [INFO ] [sig       ] [1670/3606] Forecasting III...
[2025-11-28T20:23:23.761240] [INFO ] [sig       ] Generating forecast for: III
[2025-11-28T20:23:23.761281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-11-28T20:23:23.772212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-11-28T20:23:23.772471] [INFO ] [FORECASTER] Starting predict_future for III
[2025-11-28T20:23:23.773200] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-11-28T20:23:23.773248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:23.773278] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:23.773303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:23.773357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:23.828437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:23.829002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:23.829073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:23.829103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:23.941856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:23.941940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:23.941975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:23.942002] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:23.944932] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-11-28T20:23:23.945178] [INFO ] [FORECASTER] Completed predict_future for III
[2025-11-28T20:23:23.945290] [INFO ] [sig       ] III: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:24.078661] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/III.txt
[2025-11-28T20:23:24.078762] [INFO ] [sig       ] [1670/3606] Completed III in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-28T20:23:24.078798] [INFO ] [sig       ] [1671/3606] Forecasting IIIN...
[2025-11-28T20:23:24.078826] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-11-28T20:23:24.078855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-11-28T20:23:24.089555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-11-28T20:23:24.089839] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-11-28T20:23:24.090592] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-11-28T20:23:24.090657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:24.090689] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:24.090715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:24.090769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:24.145320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:24.145880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:24.145951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:24.145981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:24.266101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:24.266192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:24.266224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:24.266251] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:24.269212] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-11-28T20:23:24.269456] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-11-28T20:23:24.269567] [INFO ] [sig       ] IIIN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:24.404934] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IIIN.txt
[2025-11-28T20:23:24.405032] [INFO ] [sig       ] [1671/3606] Completed IIIN in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-28T20:23:24.405068] [INFO ] [sig       ] [1672/3606] Forecasting IIM...
[2025-11-28T20:23:24.405097] [INFO ] [sig       ] Generating forecast for: IIM
[2025-11-28T20:23:24.405125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-11-28T20:23:24.416777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-11-28T20:23:24.417041] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-11-28T20:23:24.417853] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-11-28T20:23:24.417903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:24.417935] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:24.417962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:24.418018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:24.473864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:24.474428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:24.474502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:24.474534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:24.588609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:24.588695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:24.588727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:24.588755] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:24.591758] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-11-28T20:23:24.592026] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-11-28T20:23:24.592140] [INFO ] [sig       ] IIM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:24.727511] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IIM.txt
[2025-11-28T20:23:24.727635] [INFO ] [sig       ] [1672/3606] Completed IIM in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:24.727674] [INFO ] [sig       ] [1673/3606] Forecasting ILMN...
[2025-11-28T20:23:24.727702] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-11-28T20:23:24.727732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-11-28T20:23:24.738545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-11-28T20:23:24.738826] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-11-28T20:23:24.739543] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-11-28T20:23:24.739619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:24.739690] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:24.739719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:24.739774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:24.794243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:24.794813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:24.794886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:24.794916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:24.913297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:24.913381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:24.913414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:24.913441] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:24.916403] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=16.20%)
[2025-11-28T20:23:24.916673] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-11-28T20:23:24.916785] [INFO ] [sig       ] ILMN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:25.053451] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ILMN.txt
[2025-11-28T20:23:25.053588] [INFO ] [sig       ] [1673/3606] Completed ILMN in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:25.053632] [INFO ] [sig       ] [1674/3606] Forecasting IMAX...
[2025-11-28T20:23:25.053661] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-11-28T20:23:25.053689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-11-28T20:23:25.064498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-11-28T20:23:25.064775] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-11-28T20:23:25.065485] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-11-28T20:23:25.065533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:25.065563] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:25.065606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:25.065667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:25.120355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:25.120964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:25.121040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:25.121070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:25.237824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:25.237915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:25.237948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:25.237974] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:25.240951] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-11-28T20:23:25.241199] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-11-28T20:23:25.241307] [INFO ] [sig       ] IMAX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:25.374419] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IMAX.txt
[2025-11-28T20:23:25.374528] [INFO ] [sig       ] [1674/3606] Completed IMAX in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:25.374566] [INFO ] [sig       ] [1675/3606] Forecasting IMKTA...
[2025-11-28T20:23:25.374613] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-11-28T20:23:25.374642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-11-28T20:23:25.385746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-11-28T20:23:25.385997] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-11-28T20:23:25.386735] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-11-28T20:23:25.386784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:25.386814] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:25.386839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:25.386894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:25.441428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:25.442000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:25.442070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:25.442101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:25.558545] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:25.558665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:25.558701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:25.558728] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:25.561715] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-11-28T20:23:25.561963] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-11-28T20:23:25.562076] [INFO ] [sig       ] IMKTA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:25.697473] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IMKTA.txt
[2025-11-28T20:23:25.697633] [INFO ] [sig       ] [1675/3606] Completed IMKTA in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:25.697675] [INFO ] [sig       ] [1676/3606] Forecasting IMMP...
[2025-11-28T20:23:25.697703] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-11-28T20:23:25.697734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-11-28T20:23:25.708818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-11-28T20:23:25.709153] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-11-28T20:23:25.709900] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-11-28T20:23:25.709948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:25.709978] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:25.710004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:25.710059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:25.764386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:25.765221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:25.765304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:25.765335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:25.876135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:25.876243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:25.876282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:25.876336] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:25.879480] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=73.07%)
[2025-11-28T20:23:25.879773] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-11-28T20:23:25.879889] [INFO ] [sig       ] IMMP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:26.014095] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IMMP.txt
[2025-11-28T20:23:26.014196] [INFO ] [sig       ] [1676/3606] Completed IMMP in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:26.014233] [INFO ] [sig       ] [1677/3606] Forecasting IMMX...
[2025-11-28T20:23:26.014261] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-11-28T20:23:26.014290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-11-28T20:23:26.025276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-11-28T20:23:26.025538] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-11-28T20:23:26.026269] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-11-28T20:23:26.026318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:26.026348] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:26.026374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:26.026428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:26.082660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:26.083215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:26.083286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:26.083316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:26.199809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:26.199907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:26.199940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:26.199966] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:26.202972] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-11-28T20:23:26.203219] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-11-28T20:23:26.203331] [INFO ] [sig       ] IMMX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:26.340208] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IMMX.txt
[2025-11-28T20:23:26.340311] [INFO ] [sig       ] [1677/3606] Completed IMMX in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:26.340348] [INFO ] [sig       ] [1678/3606] Forecasting IMNM...
[2025-11-28T20:23:26.340376] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-11-28T20:23:26.340404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-11-28T20:23:26.352107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-11-28T20:23:26.352369] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-11-28T20:23:26.353090] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-11-28T20:23:26.353138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:26.353168] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:26.353193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:26.353248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:26.407639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:26.408225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:26.408298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:26.408328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:26.531466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:26.531608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:26.531646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:26.531675] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:26.534791] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=22.01%)
[2025-11-28T20:23:26.535047] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-11-28T20:23:26.535159] [INFO ] [sig       ] IMNM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:26.669734] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IMNM.txt
[2025-11-28T20:23:26.669837] [INFO ] [sig       ] [1678/3606] Completed IMNM in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:26.669873] [INFO ] [sig       ] [1679/3606] Forecasting IMNN...
[2025-11-28T20:23:26.669902] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-11-28T20:23:26.669930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-11-28T20:23:26.680977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-11-28T20:23:26.681239] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-11-28T20:23:26.682055] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-11-28T20:23:26.682105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:26.682137] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:26.682164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:26.682220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:26.739944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:26.740502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:26.740591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:26.740624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:26.861133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:26.861275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:26.861312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:26.861340] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:26.864528] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-11-28T20:23:26.864803] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-11-28T20:23:26.864919] [INFO ] [sig       ] IMNN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:27.004785] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IMNN.txt
[2025-11-28T20:23:27.004892] [INFO ] [sig       ] [1679/3606] Completed IMNN in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:27.004929] [INFO ] [sig       ] [1680/3606] Forecasting IMOS...
[2025-11-28T20:23:27.004956] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-11-28T20:23:27.004985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-11-28T20:23:27.016173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-11-28T20:23:27.016461] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-11-28T20:23:27.017232] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-11-28T20:23:27.017281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:27.017312] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:27.017338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:27.017394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:27.071896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:27.072460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:27.072533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:27.072564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:27.187228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:27.187349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:27.187383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:27.187410] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:27.190511] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: DOWN (p=35.01%)
[2025-11-28T20:23:27.190777] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-11-28T20:23:27.190890] [INFO ] [sig       ] IMOS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:27.326607] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IMOS.txt
[2025-11-28T20:23:27.326711] [INFO ] [sig       ] [1680/3606] Completed IMOS in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:27.326746] [INFO ] [sig       ] [1681/3606] Forecasting IMPP...
[2025-11-28T20:23:27.326774] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-11-28T20:23:27.326803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-11-28T20:23:27.337310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-11-28T20:23:27.337563] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-11-28T20:23:27.338331] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-11-28T20:23:27.338378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:27.338408] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:27.338433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:27.338487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:27.392394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:27.392955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:27.393026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:27.393056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:27.509235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:27.509332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:27.509365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:27.509393] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:27.512415] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: DOWN (p=23.54%)
[2025-11-28T20:23:27.512682] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-11-28T20:23:27.512793] [INFO ] [sig       ] IMPP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:27.647397] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IMPP.txt
[2025-11-28T20:23:27.647512] [INFO ] [sig       ] [1681/3606] Completed IMPP in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:27.647549] [INFO ] [sig       ] [1682/3606] Forecasting IMRX...
[2025-11-28T20:23:27.647594] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-11-28T20:23:27.647625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-11-28T20:23:27.658496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-11-28T20:23:27.658770] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-11-28T20:23:27.659479] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-11-28T20:23:27.659539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:27.659588] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:27.659619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:27.659677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:27.713868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:27.714427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:27.714498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:27.714529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:27.829761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:27.829859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:27.829893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:27.829920] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:27.832929] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=58.76%)
[2025-11-28T20:23:27.833179] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-11-28T20:23:27.833292] [INFO ] [sig       ] IMRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:27.967403] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IMRX.txt
[2025-11-28T20:23:27.967516] [INFO ] [sig       ] [1682/3606] Completed IMRX in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:27.967553] [INFO ] [sig       ] [1683/3606] Forecasting IMTX...
[2025-11-28T20:23:27.967704] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-11-28T20:23:27.967739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-11-28T20:23:27.978220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-11-28T20:23:27.978474] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-11-28T20:23:27.979207] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-11-28T20:23:27.979255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:27.979285] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:27.979312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:27.979366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:28.033486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:28.034104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:28.034201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:28.034232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:28.151101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:28.151205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:28.151239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:28.151267] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:28.154285] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-11-28T20:23:28.154535] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-11-28T20:23:28.154667] [INFO ] [sig       ] IMTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:28.289024] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IMTX.txt
[2025-11-28T20:23:28.289125] [INFO ] [sig       ] [1683/3606] Completed IMTX in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.8m
[2025-11-28T20:23:28.289161] [INFO ] [sig       ] [1684/3606] Forecasting IMXI...
[2025-11-28T20:23:28.289190] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-11-28T20:23:28.289218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-11-28T20:23:28.300375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-11-28T20:23:28.300647] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-11-28T20:23:28.301351] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-11-28T20:23:28.301398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:28.301428] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:28.301453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:28.301508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:28.355480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:28.356052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:28.356123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:28.356152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:28.473302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:28.473406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:28.473440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:28.473467] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:28.476529] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: DOWN (p=41.23%)
[2025-11-28T20:23:28.476797] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-11-28T20:23:28.476910] [INFO ] [sig       ] IMXI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:28.610428] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IMXI.txt
[2025-11-28T20:23:28.610532] [INFO ] [sig       ] [1684/3606] Completed IMXI in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-28T20:23:28.610584] [INFO ] [sig       ] [1685/3606] Forecasting INAB...
[2025-11-28T20:23:28.610615] [INFO ] [sig       ] Generating forecast for: INAB
[2025-11-28T20:23:28.610645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-11-28T20:23:28.621307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-11-28T20:23:28.621631] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-11-28T20:23:28.622349] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-11-28T20:23:28.622397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:28.622426] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:28.622451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:28.622506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:28.676692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:28.677252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:28.677324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:28.677354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:28.790455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:28.790552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:28.790607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:28.790635] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:28.793795] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=63.77%)
[2025-11-28T20:23:28.794050] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-11-28T20:23:28.794161] [INFO ] [sig       ] INAB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:28.929855] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INAB.txt
[2025-11-28T20:23:28.929961] [INFO ] [sig       ] [1685/3606] Completed INAB in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-28T20:23:28.930004] [INFO ] [sig       ] [1686/3606] Forecasting INBK...
[2025-11-28T20:23:28.930033] [INFO ] [sig       ] Generating forecast for: INBK
[2025-11-28T20:23:28.930061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-11-28T20:23:28.940738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-11-28T20:23:28.941012] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-11-28T20:23:28.941785] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-11-28T20:23:28.941835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:28.941866] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:28.941892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:28.941947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:28.998513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:28.999121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:28.999196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:28.999227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:29.115235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:29.115344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:29.115380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:29.115407] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:29.118540] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-11-28T20:23:29.118810] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-11-28T20:23:29.118923] [INFO ] [sig       ] INBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:29.252906] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/INBK.txt
[2025-11-28T20:23:29.253064] [INFO ] [sig       ] [1686/3606] Completed INBK in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-28T20:23:29.253115] [INFO ] [sig       ] [1687/3606] Forecasting INBX...
[2025-11-28T20:23:29.253156] [INFO ] [sig       ] Generating forecast for: INBX
[2025-11-28T20:23:29.253196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-11-28T20:23:29.264980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-11-28T20:23:29.265348] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-11-28T20:23:29.266126] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-11-28T20:23:29.266175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:29.266207] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:29.266232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:29.266286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:29.321473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:29.322325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:29.322408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:29.322440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:29.444515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:29.444695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:29.444735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:29.444763] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:29.448209] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-11-28T20:23:29.448508] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-11-28T20:23:29.448655] [INFO ] [sig       ] INBX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:29.585979] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INBX.txt
[2025-11-28T20:23:29.586125] [INFO ] [sig       ] [1687/3606] Completed INBX in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-28T20:23:29.586165] [INFO ] [sig       ] [1688/3606] Forecasting INCY...
[2025-11-28T20:23:29.586194] [INFO ] [sig       ] Generating forecast for: INCY
[2025-11-28T20:23:29.586224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-11-28T20:23:29.597376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-11-28T20:23:29.597687] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-11-28T20:23:29.598445] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-11-28T20:23:29.598493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:29.598523] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:29.598548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:29.598619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:29.653164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:29.653737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:29.653809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:29.653839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:29.772173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:29.772270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:29.772304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:29.772330] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:29.775368] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=46.22%)
[2025-11-28T20:23:29.775640] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-11-28T20:23:29.775756] [INFO ] [sig       ] INCY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:29.909265] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/INCY.txt
[2025-11-28T20:23:29.909378] [INFO ] [sig       ] [1688/3606] Completed INCY in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-28T20:23:29.909416] [INFO ] [sig       ] [1689/3606] Forecasting INDB...
[2025-11-28T20:23:29.909443] [INFO ] [sig       ] Generating forecast for: INDB
[2025-11-28T20:23:29.909471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-11-28T20:23:29.920380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-11-28T20:23:29.920660] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-11-28T20:23:29.921367] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-11-28T20:23:29.921415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:29.921445] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:29.921471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:29.921525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:29.976271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:29.976887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:29.976960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:29.976990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:30.095909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:30.096031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:30.096081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:30.096110] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:30.099312] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=33.49%)
[2025-11-28T20:23:30.099564] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-11-28T20:23:30.099702] [INFO ] [sig       ] INDB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:30.233527] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/INDB.txt
[2025-11-28T20:23:30.233649] [INFO ] [sig       ] [1689/3606] Completed INDB in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-28T20:23:30.233687] [INFO ] [sig       ] [1690/3606] Forecasting INDI...
[2025-11-28T20:23:30.233716] [INFO ] [sig       ] Generating forecast for: INDI
[2025-11-28T20:23:30.233744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-11-28T20:23:30.244332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-11-28T20:23:30.244605] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-11-28T20:23:30.245322] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-11-28T20:23:30.245369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:30.245422] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:30.245450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:30.245505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:30.300332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:30.301061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:30.301133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:30.301164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:30.422352] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:30.422445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:30.422479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:30.422506] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:30.425478] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-11-28T20:23:30.425749] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-11-28T20:23:30.425861] [INFO ] [sig       ] INDI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:30.561287] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INDI.txt
[2025-11-28T20:23:30.561397] [INFO ] [sig       ] [1690/3606] Completed INDI in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:30.561433] [INFO ] [sig       ] [1691/3606] Forecasting INDP...
[2025-11-28T20:23:30.561461] [INFO ] [sig       ] Generating forecast for: INDP
[2025-11-28T20:23:30.561488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-11-28T20:23:30.572818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-11-28T20:23:30.573105] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-11-28T20:23:30.573992] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-11-28T20:23:30.574044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:30.574074] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:30.574099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:30.574154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:30.628555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:30.629146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:30.629218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:30.629247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:30.731469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:30.731562] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-28T20:23:30.731614] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:30.731641] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:30.734605] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2025-11-28T20:23:30.734854] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-11-28T20:23:30.734966] [INFO ] [sig       ] INDP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:30.868238] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/INDP.txt
[2025-11-28T20:23:30.868345] [INFO ] [sig       ] [1691/3606] Completed INDP in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:30.868382] [INFO ] [sig       ] [1692/3606] Forecasting INDY...
[2025-11-28T20:23:30.868409] [INFO ] [sig       ] Generating forecast for: INDY
[2025-11-28T20:23:30.868437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-11-28T20:23:30.882104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-11-28T20:23:30.882665] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-11-28T20:23:30.883518] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-11-28T20:23:30.883593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:30.883630] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:30.883657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:30.883716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:30.940925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:30.942321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:30.942445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:30.942479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:31.082686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:31.082924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:31.082970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:31.082999] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:31.088207] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=67.63%)
[2025-11-28T20:23:31.088632] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-11-28T20:23:31.088795] [INFO ] [sig       ] INDY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:31.242116] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INDY.txt
[2025-11-28T20:23:31.242315] [INFO ] [sig       ] [1692/3606] Completed INDY in 0.4s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:31.242360] [INFO ] [sig       ] [1693/3606] Forecasting INFY...
[2025-11-28T20:23:31.242388] [INFO ] [sig       ] Generating forecast for: INFY
[2025-11-28T20:23:31.242420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-11-28T20:23:31.255825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-11-28T20:23:31.256377] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-11-28T20:23:31.257261] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-11-28T20:23:31.257313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:31.257651] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:31.257865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:31.258058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:31.313319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:31.314231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:31.314312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:31.314344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:31.430258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:31.430402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:31.430441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:31.430501] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:31.433882] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-11-28T20:23:31.434169] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-11-28T20:23:31.434291] [INFO ] [sig       ] INFY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:31.567331] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INFY.txt
[2025-11-28T20:23:31.567438] [INFO ] [sig       ] [1693/3606] Completed INFY in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:31.567474] [INFO ] [sig       ] [1694/3606] Forecasting ING...
[2025-11-28T20:23:31.567503] [INFO ] [sig       ] Generating forecast for: ING
[2025-11-28T20:23:31.567533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-11-28T20:23:31.579033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-11-28T20:23:31.579304] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-11-28T20:23:31.580097] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-11-28T20:23:31.580145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:31.580175] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:31.580199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:31.580252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:31.634774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:31.635359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:31.635436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:31.635467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:31.757101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:31.757207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:31.757243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:31.757270] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:31.760634] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=79.90%)
[2025-11-28T20:23:31.760899] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-11-28T20:23:31.761014] [INFO ] [sig       ] ING: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:31.897318] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ING.txt
[2025-11-28T20:23:31.897428] [INFO ] [sig       ] [1694/3606] Completed ING in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:31.897465] [INFO ] [sig       ] [1695/3606] Forecasting INGN...
[2025-11-28T20:23:31.897492] [INFO ] [sig       ] Generating forecast for: INGN
[2025-11-28T20:23:31.897520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-11-28T20:23:31.908568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-11-28T20:23:31.908893] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-11-28T20:23:31.909653] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-11-28T20:23:31.909702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:31.909735] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:31.909764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:31.909819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:31.964498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:31.965165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:31.965241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:31.965272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:32.083712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:32.083856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:32.083894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:32.083921] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:32.087185] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=27.20%)
[2025-11-28T20:23:32.087438] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-11-28T20:23:32.087550] [INFO ] [sig       ] INGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:32.221926] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/INGN.txt
[2025-11-28T20:23:32.222041] [INFO ] [sig       ] [1695/3606] Completed INGN in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:32.222077] [INFO ] [sig       ] [1696/3606] Forecasting INM...
[2025-11-28T20:23:32.222106] [INFO ] [sig       ] Generating forecast for: INM
[2025-11-28T20:23:32.222135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-11-28T20:23:32.233373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-11-28T20:23:32.233701] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-11-28T20:23:32.234631] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-11-28T20:23:32.234687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:32.234716] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:32.234740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:32.234798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:32.291094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:32.291703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:32.291777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:32.291808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:32.410315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:32.410459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:32.410496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:32.410523] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:32.414136] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=55.38%)
[2025-11-28T20:23:32.414389] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-11-28T20:23:32.414504] [INFO ] [sig       ] INM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:32.551163] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INM.txt
[2025-11-28T20:23:32.551279] [INFO ] [sig       ] [1696/3606] Completed INM in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:32.551325] [INFO ] [sig       ] [1697/3606] Forecasting INMB...
[2025-11-28T20:23:32.551355] [INFO ] [sig       ] Generating forecast for: INMB
[2025-11-28T20:23:32.551383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-11-28T20:23:32.562062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-11-28T20:23:32.562331] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-11-28T20:23:32.563064] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-11-28T20:23:32.563112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:32.563142] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:32.563168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:32.563221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:32.618805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:32.619408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:32.619480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:32.619511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:32.737647] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:32.737786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:32.737821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:32.737848] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:32.741029] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=84.48%)
[2025-11-28T20:23:32.741280] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-11-28T20:23:32.741393] [INFO ] [sig       ] INMB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:32.876023] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INMB.txt
[2025-11-28T20:23:32.876153] [INFO ] [sig       ] [1697/3606] Completed INMB in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:32.876190] [INFO ] [sig       ] [1698/3606] Forecasting INMD...
[2025-11-28T20:23:32.876219] [INFO ] [sig       ] Generating forecast for: INMD
[2025-11-28T20:23:32.876247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-11-28T20:23:32.888682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-11-28T20:23:32.889180] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-11-28T20:23:32.890159] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-11-28T20:23:32.890212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:32.890243] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:32.890269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:32.890327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:32.950539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:32.951509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:32.951624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:32.951659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:33.076265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:33.076427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:33.076467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:33.076495] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:33.080053] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=38.24%)
[2025-11-28T20:23:33.080346] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-11-28T20:23:33.080491] [INFO ] [sig       ] INMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:33.230192] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/INMD.txt
[2025-11-28T20:23:33.230347] [INFO ] [sig       ] [1698/3606] Completed INMD in 0.4s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:33.230387] [INFO ] [sig       ] [1699/3606] Forecasting INN...
[2025-11-28T20:23:33.230416] [INFO ] [sig       ] Generating forecast for: INN
[2025-11-28T20:23:33.230446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-11-28T20:23:33.244260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-11-28T20:23:33.244737] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-11-28T20:23:33.245753] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-11-28T20:23:33.245804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:33.245835] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:33.245862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:33.245917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:33.304458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:33.305317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:33.305408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:33.305441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:33.421893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:33.422045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:33.422282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:33.422311] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:33.425872] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=79.34%)
[2025-11-28T20:23:33.426141] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-11-28T20:23:33.426260] [INFO ] [sig       ] INN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:33.570413] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INN.txt
[2025-11-28T20:23:33.570527] [INFO ] [sig       ] [1699/3606] Completed INN in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:33.570563] [INFO ] [sig       ] [1700/3606] Forecasting INO...
[2025-11-28T20:23:33.570616] [INFO ] [sig       ] Generating forecast for: INO
[2025-11-28T20:23:33.570645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-11-28T20:23:33.582292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-11-28T20:23:33.582638] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-11-28T20:23:33.583706] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-11-28T20:23:33.583768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:33.583811] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:33.583850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:33.583928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:33.640649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:33.641295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:33.641393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:33.641427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:33.762467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:33.762627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:33.762673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:33.762720] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:33.765885] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-11-28T20:23:33.766140] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-11-28T20:23:33.766253] [INFO ] [sig       ] INO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:33.901161] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/INO.txt
[2025-11-28T20:23:33.901314] [INFO ] [sig       ] [1700/3606] Completed INO in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:33.901352] [INFO ] [sig       ] [1701/3606] Forecasting INOD...
[2025-11-28T20:23:33.901380] [INFO ] [sig       ] Generating forecast for: INOD
[2025-11-28T20:23:33.901411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-11-28T20:23:33.912905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-11-28T20:23:33.913267] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-11-28T20:23:33.914091] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-11-28T20:23:33.914142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:33.914172] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:33.914199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:33.914255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:33.972108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:33.972930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:33.973008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:33.973041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:34.094748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:34.094880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:34.094916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:34.094944] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:34.098169] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-11-28T20:23:34.098420] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-11-28T20:23:34.098535] [INFO ] [sig       ] INOD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:34.234991] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INOD.txt
[2025-11-28T20:23:34.235138] [INFO ] [sig       ] [1701/3606] Completed INOD in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.7m
[2025-11-28T20:23:34.235176] [INFO ] [sig       ] [1702/3606] Forecasting INSE...
[2025-11-28T20:23:34.235206] [INFO ] [sig       ] Generating forecast for: INSE
[2025-11-28T20:23:34.235235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-11-28T20:23:34.246521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-11-28T20:23:34.246900] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-11-28T20:23:34.247666] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-11-28T20:23:34.247714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:34.247743] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:34.247767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:34.247821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:34.304350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:34.305383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:34.305507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:34.305542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:34.429337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:34.429483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:34.429526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:34.429554] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:34.432784] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=55.94%)
[2025-11-28T20:23:34.433046] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-11-28T20:23:34.433165] [INFO ] [sig       ] INSE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:34.617355] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INSE.txt
[2025-11-28T20:23:34.617496] [INFO ] [sig       ] [1702/3606] Completed INSE in 0.4s | 2.98 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-28T20:23:34.617536] [INFO ] [sig       ] [1703/3606] Forecasting INSG...
[2025-11-28T20:23:34.617565] [INFO ] [sig       ] Generating forecast for: INSG
[2025-11-28T20:23:34.617616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-11-28T20:23:34.629299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-11-28T20:23:34.629685] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-11-28T20:23:34.630471] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-11-28T20:23:34.630522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:34.630555] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:34.630614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:34.630677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:34.688487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:34.689273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:34.689350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:34.689383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:34.808628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:34.808764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:34.808801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:34.808830] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:34.812045] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-11-28T20:23:34.812310] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-11-28T20:23:34.812436] [INFO ] [sig       ] INSG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:34.949131] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/INSG.txt
[2025-11-28T20:23:34.949299] [INFO ] [sig       ] [1703/3606] Completed INSG in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-28T20:23:34.949354] [INFO ] [sig       ] [1704/3606] Forecasting INSM...
[2025-11-28T20:23:34.949396] [INFO ] [sig       ] Generating forecast for: INSM
[2025-11-28T20:23:34.949440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-11-28T20:23:34.960593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-11-28T20:23:34.960866] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-11-28T20:23:34.961599] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-11-28T20:23:34.961649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:34.961681] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:34.961721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:34.961776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:35.019058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:35.019749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:35.019829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:35.019863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:35.134557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:35.134692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:35.134728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:35.134755] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:35.137880] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-11-28T20:23:35.138155] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-11-28T20:23:35.138271] [INFO ] [sig       ] INSM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:35.273668] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INSM.txt
[2025-11-28T20:23:35.273815] [INFO ] [sig       ] [1704/3606] Completed INSM in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-28T20:23:35.273862] [INFO ] [sig       ] [1705/3606] Forecasting INSP...
[2025-11-28T20:23:35.273894] [INFO ] [sig       ] Generating forecast for: INSP
[2025-11-28T20:23:35.273922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-11-28T20:23:35.285641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-11-28T20:23:35.285937] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-11-28T20:23:35.286702] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-11-28T20:23:35.286752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:35.286784] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:35.286811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:35.286866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:35.343935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:35.344521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:35.344614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:35.344650] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:35.467693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:35.467839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:35.467877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:35.467905] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:35.471175] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=68.87%)
[2025-11-28T20:23:35.471427] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-11-28T20:23:35.471540] [INFO ] [sig       ] INSP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:35.608255] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INSP.txt
[2025-11-28T20:23:35.608375] [INFO ] [sig       ] [1705/3606] Completed INSP in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-28T20:23:35.608412] [INFO ] [sig       ] [1706/3606] Forecasting INTA...
[2025-11-28T20:23:35.608441] [INFO ] [sig       ] Generating forecast for: INTA
[2025-11-28T20:23:35.608471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-11-28T20:23:35.620077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-11-28T20:23:35.620372] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-11-28T20:23:35.621196] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-11-28T20:23:35.621246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:35.621278] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:35.621306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:35.621361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:35.679505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:35.680179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:35.680255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:35.680287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:35.805304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:35.805450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:35.805490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:35.805519] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:35.808958] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=37.46%)
[2025-11-28T20:23:35.809246] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-11-28T20:23:35.809372] [INFO ] [sig       ] INTA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:35.947398] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/INTA.txt
[2025-11-28T20:23:35.947517] [INFO ] [sig       ] [1706/3606] Completed INTA in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-28T20:23:35.947554] [INFO ] [sig       ] [1707/3606] Forecasting INTC...
[2025-11-28T20:23:35.947599] [INFO ] [sig       ] Generating forecast for: INTC
[2025-11-28T20:23:35.947629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-11-28T20:23:35.959274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-11-28T20:23:35.959567] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-11-28T20:23:35.960348] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-11-28T20:23:35.960398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:35.960453] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:35.960482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:35.960540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:36.016040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:36.016679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:36.016752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:36.016784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:36.133246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:36.133378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:36.133414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:36.133441] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:36.136624] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=11.14%)
[2025-11-28T20:23:36.136896] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-11-28T20:23:36.137029] [INFO ] [sig       ] INTC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:36.274759] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/INTC.txt
[2025-11-28T20:23:36.274877] [INFO ] [sig       ] [1707/3606] Completed INTC in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-28T20:23:36.274917] [INFO ] [sig       ] [1708/3606] Forecasting INTZ...
[2025-11-28T20:23:36.274954] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-11-28T20:23:36.274984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-11-28T20:23:36.286002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-11-28T20:23:36.286270] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-11-28T20:23:36.287027] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-11-28T20:23:36.287076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:36.287113] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:36.287147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:36.287202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:36.341939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:36.342524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:36.342613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:36.342646] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:36.464754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:36.464868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:36.464902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:36.464929] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:36.468048] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2025-11-28T20:23:36.468301] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-11-28T20:23:36.468417] [INFO ] [sig       ] INTZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:36.608415] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INTZ.txt
[2025-11-28T20:23:36.608524] [INFO ] [sig       ] [1708/3606] Completed INTZ in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:36.608561] [INFO ] [sig       ] [1709/3606] Forecasting INVA...
[2025-11-28T20:23:36.608606] [INFO ] [sig       ] Generating forecast for: INVA
[2025-11-28T20:23:36.608635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-11-28T20:23:36.620127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-11-28T20:23:36.620397] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-11-28T20:23:36.621192] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-11-28T20:23:36.621243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:36.621275] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:36.621301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:36.621356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:36.677592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:36.678190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:36.678264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:36.678296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:36.794027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:36.794131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:36.794165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:36.794192] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:36.797231] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-11-28T20:23:36.797482] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-11-28T20:23:36.797613] [INFO ] [sig       ] INVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:36.931778] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/INVA.txt
[2025-11-28T20:23:36.931902] [INFO ] [sig       ] [1709/3606] Completed INVA in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:36.931940] [INFO ] [sig       ] [1710/3606] Forecasting INVE...
[2025-11-28T20:23:36.931967] [INFO ] [sig       ] Generating forecast for: INVE
[2025-11-28T20:23:36.931997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-11-28T20:23:36.942458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-11-28T20:23:36.942770] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-11-28T20:23:36.943478] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-11-28T20:23:36.943526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:36.943557] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:36.943601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:36.943657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:36.998155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:36.998757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:36.998830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:36.998861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:37.111995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:37.112137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:37.112173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:37.112229] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:37.115404] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=78.88%)
[2025-11-28T20:23:37.115678] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-11-28T20:23:37.115790] [INFO ] [sig       ] INVE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:37.250653] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INVE.txt
[2025-11-28T20:23:37.250760] [INFO ] [sig       ] [1710/3606] Completed INVE in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:37.250796] [INFO ] [sig       ] [1711/3606] Forecasting INVH...
[2025-11-28T20:23:37.250824] [INFO ] [sig       ] Generating forecast for: INVH
[2025-11-28T20:23:37.250853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-11-28T20:23:37.267705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-11-28T20:23:37.268372] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-11-28T20:23:37.269445] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-11-28T20:23:37.269504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:37.269536] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:37.269563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:37.269652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:37.327459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:37.328994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:37.329120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:37.329158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:37.457521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:37.457730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:37.457774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:37.457823] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:37.461843] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-11-28T20:23:37.462173] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-11-28T20:23:37.462319] [INFO ] [sig       ] INVH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:37.598478] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INVH.txt
[2025-11-28T20:23:37.598660] [INFO ] [sig       ] [1711/3606] Completed INVH in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:37.598704] [INFO ] [sig       ] [1712/3606] Forecasting INVZ...
[2025-11-28T20:23:37.598732] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-11-28T20:23:37.598761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-11-28T20:23:37.610299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-11-28T20:23:37.610659] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-11-28T20:23:37.611385] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-11-28T20:23:37.611433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:37.611464] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:37.611490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:37.611545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:37.666797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:37.667643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:37.667723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:37.667754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:37.783280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:37.783431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:37.783469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:37.783496] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:37.786741] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2025-11-28T20:23:37.787008] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-11-28T20:23:37.787126] [INFO ] [sig       ] INVZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:37.923004] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INVZ.txt
[2025-11-28T20:23:37.923127] [INFO ] [sig       ] [1712/3606] Completed INVZ in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:37.923165] [INFO ] [sig       ] [1713/3606] Forecasting IONS...
[2025-11-28T20:23:37.923192] [INFO ] [sig       ] Generating forecast for: IONS
[2025-11-28T20:23:37.923221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-11-28T20:23:37.935023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-11-28T20:23:37.935416] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-11-28T20:23:37.936230] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-11-28T20:23:37.936281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:37.936312] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:37.936336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:37.936390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:37.990831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:37.991728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:37.991814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:37.991865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:38.115512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:38.115684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:38.115724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:38.115751] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:38.119081] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-11-28T20:23:38.119374] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-11-28T20:23:38.119498] [INFO ] [sig       ] IONS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:38.255001] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IONS.txt
[2025-11-28T20:23:38.255376] [INFO ] [sig       ] [1713/3606] Completed IONS in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:38.255417] [INFO ] [sig       ] [1714/3606] Forecasting IOSP...
[2025-11-28T20:23:38.255446] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-11-28T20:23:38.255474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-11-28T20:23:38.267746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-11-28T20:23:38.268347] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-11-28T20:23:38.269111] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-11-28T20:23:38.269159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:38.269190] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:38.269216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:38.269270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:38.323272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:38.324163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:38.324249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:38.324280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:38.439348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:38.439505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:38.439544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:38.439587] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:38.442858] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=58.05%)
[2025-11-28T20:23:38.443139] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-11-28T20:23:38.443259] [INFO ] [sig       ] IOSP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:38.579405] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IOSP.txt
[2025-11-28T20:23:38.579590] [INFO ] [sig       ] [1714/3606] Completed IOSP in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:38.579633] [INFO ] [sig       ] [1715/3606] Forecasting IOVA...
[2025-11-28T20:23:38.579661] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-11-28T20:23:38.579690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-11-28T20:23:38.591307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-11-28T20:23:38.591621] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-11-28T20:23:38.592339] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-11-28T20:23:38.592387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:38.592418] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:38.592443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:38.592511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:38.646767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:38.647329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:38.647402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:38.647433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:38.765332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:38.765434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:38.765467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:38.765494] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:38.768501] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-11-28T20:23:38.768770] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-11-28T20:23:38.768885] [INFO ] [sig       ] IOVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:38.903766] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IOVA.txt
[2025-11-28T20:23:38.903870] [INFO ] [sig       ] [1715/3606] Completed IOVA in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:38.903906] [INFO ] [sig       ] [1716/3606] Forecasting IPGP...
[2025-11-28T20:23:38.903934] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-11-28T20:23:38.903961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-11-28T20:23:38.914719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-11-28T20:23:38.914970] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-11-28T20:23:38.915695] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-11-28T20:23:38.915742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:38.915773] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:38.915798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:38.915852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:38.970871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:38.971439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:38.971511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:38.971541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:39.088646] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:39.088768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:39.088803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:39.088829] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:39.091914] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=49.29%)
[2025-11-28T20:23:39.092171] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-11-28T20:23:39.092287] [INFO ] [sig       ] IPGP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:39.226252] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IPGP.txt
[2025-11-28T20:23:39.226362] [INFO ] [sig       ] [1716/3606] Completed IPGP in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:39.226399] [INFO ] [sig       ] [1717/3606] Forecasting IPI...
[2025-11-28T20:23:39.226427] [INFO ] [sig       ] Generating forecast for: IPI
[2025-11-28T20:23:39.226455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-11-28T20:23:39.237491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-11-28T20:23:39.237759] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-11-28T20:23:39.238497] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-11-28T20:23:39.238544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:39.238596] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:39.238626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:39.238681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:39.296421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:39.297026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:39.297120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:39.297151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:39.413444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:39.413539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:39.413589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:39.413618] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:39.416603] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=68.87%)
[2025-11-28T20:23:39.416860] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-11-28T20:23:39.416980] [INFO ] [sig       ] IPI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:39.551907] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IPI.txt
[2025-11-28T20:23:39.552061] [INFO ] [sig       ] [1717/3606] Completed IPI in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:39.552098] [INFO ] [sig       ] [1718/3606] Forecasting IQ...
[2025-11-28T20:23:39.552128] [INFO ] [sig       ] Generating forecast for: IQ
[2025-11-28T20:23:39.552158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-11-28T20:23:39.563084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-11-28T20:23:39.563423] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-11-28T20:23:39.564152] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-11-28T20:23:39.564201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:39.564230] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:39.564256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:39.564310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:39.618785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:39.619342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:39.619414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:39.619445] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:39.734873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:39.734989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:39.735024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:39.735051] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:39.738140] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=26.16%)
[2025-11-28T20:23:39.738393] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-11-28T20:23:39.738506] [INFO ] [sig       ] IQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:39.872169] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IQ.txt
[2025-11-28T20:23:39.872272] [INFO ] [sig       ] [1718/3606] Completed IQ in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:39.872308] [INFO ] [sig       ] [1719/3606] Forecasting IQI...
[2025-11-28T20:23:39.872337] [INFO ] [sig       ] Generating forecast for: IQI
[2025-11-28T20:23:39.872366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-11-28T20:23:39.884131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-11-28T20:23:39.884467] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-11-28T20:23:39.885225] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-11-28T20:23:39.885274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:39.885304] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:39.885329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:39.885383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:39.939167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:39.939957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:39.940040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:39.940071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:40.060925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:40.061094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:40.061133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:40.061159] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:40.064440] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-11-28T20:23:40.064737] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-11-28T20:23:40.064861] [INFO ] [sig       ] IQI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:40.198868] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IQI.txt
[2025-11-28T20:23:40.199011] [INFO ] [sig       ] [1719/3606] Completed IQI in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.6m
[2025-11-28T20:23:40.199053] [INFO ] [sig       ] [1720/3606] Forecasting IQQQ...
[2025-11-28T20:23:40.199084] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-11-28T20:23:40.199112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-11-28T20:23:40.212517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-11-28T20:23:40.212950] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-11-28T20:23:40.213833] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-11-28T20:23:40.213884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:40.213916] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:40.213943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:40.214001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:40.275839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:40.276819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:40.276913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:40.276949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:40.405017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:40.405156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:40.405198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:40.405227] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:40.408655] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-11-28T20:23:40.408926] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-11-28T20:23:40.409053] [INFO ] [sig       ] IQQQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:40.550900] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IQQQ.txt
[2025-11-28T20:23:40.551083] [INFO ] [sig       ] [1720/3606] Completed IQQQ in 0.4s | 2.98 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-28T20:23:40.551125] [INFO ] [sig       ] [1721/3606] Forecasting IRDM...
[2025-11-28T20:23:40.551156] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-11-28T20:23:40.551186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-11-28T20:23:40.562556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-11-28T20:23:40.562867] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-11-28T20:23:40.563651] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-11-28T20:23:40.563701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:40.563732] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:40.563759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:40.563815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:40.622608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:40.623293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:40.623381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:40.623422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:40.746565] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:40.746718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:40.746756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:40.746784] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:40.750120] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-11-28T20:23:40.750381] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-11-28T20:23:40.750500] [INFO ] [sig       ] IRDM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:40.894410] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IRDM.txt
[2025-11-28T20:23:40.894539] [INFO ] [sig       ] [1721/3606] Completed IRDM in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-28T20:23:40.894595] [INFO ] [sig       ] [1722/3606] Forecasting IREN...
[2025-11-28T20:23:40.894628] [INFO ] [sig       ] Generating forecast for: IREN
[2025-11-28T20:23:40.894659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-11-28T20:23:40.906200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-11-28T20:23:40.906545] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-11-28T20:23:40.907526] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-11-28T20:23:40.907603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:40.907644] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:40.907675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:40.907746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:40.963869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:40.964468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:40.964541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:40.964589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:41.092275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:41.092408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:41.092447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:41.092474] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:41.095749] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: DOWN (p=32.22%)
[2025-11-28T20:23:41.096035] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-11-28T20:23:41.096159] [INFO ] [sig       ] IREN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:41.236899] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IREN.txt
[2025-11-28T20:23:41.237023] [INFO ] [sig       ] [1722/3606] Completed IREN in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-28T20:23:41.237062] [INFO ] [sig       ] [1723/3606] Forecasting IRM...
[2025-11-28T20:23:41.237093] [INFO ] [sig       ] Generating forecast for: IRM
[2025-11-28T20:23:41.237122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-11-28T20:23:41.248643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-11-28T20:23:41.248912] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-11-28T20:23:41.249708] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-11-28T20:23:41.249759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:41.249790] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:41.249817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:41.249872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:41.307167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:41.307789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:41.307861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:41.307893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:41.432623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:41.432776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:41.432815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:41.432845] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:41.436202] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-11-28T20:23:41.436479] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-11-28T20:23:41.436622] [INFO ] [sig       ] IRM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:41.575829] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IRM.txt
[2025-11-28T20:23:41.575956] [INFO ] [sig       ] [1723/3606] Completed IRM in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-28T20:23:41.575995] [INFO ] [sig       ] [1724/3606] Forecasting IRMD...
[2025-11-28T20:23:41.576024] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-11-28T20:23:41.576052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-11-28T20:23:41.587227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-11-28T20:23:41.587508] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-11-28T20:23:41.588337] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-11-28T20:23:41.588389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:41.588447] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:41.588475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:41.588531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:41.646853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:41.647695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:41.647789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:41.647820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:41.768217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:41.768406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:41.768446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:41.768473] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:41.771721] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-11-28T20:23:41.771980] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-11-28T20:23:41.772093] [INFO ] [sig       ] IRMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:41.908962] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IRMD.txt
[2025-11-28T20:23:41.909127] [INFO ] [sig       ] [1724/3606] Completed IRMD in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-28T20:23:41.909168] [INFO ] [sig       ] [1725/3606] Forecasting IRON...
[2025-11-28T20:23:41.909198] [INFO ] [sig       ] Generating forecast for: IRON
[2025-11-28T20:23:41.909228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-11-28T20:23:41.920676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-11-28T20:23:41.920971] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-11-28T20:23:41.921735] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-11-28T20:23:41.921783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:41.921813] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:41.921838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:41.921892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:41.978388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:41.979196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:41.979274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:41.979307] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:42.099190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:42.099343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:42.099382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:42.099411] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:42.102746] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=23.86%)
[2025-11-28T20:23:42.103012] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-11-28T20:23:42.103128] [INFO ] [sig       ] IRON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:42.242034] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IRON.txt
[2025-11-28T20:23:42.242165] [INFO ] [sig       ] [1725/3606] Completed IRON in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-28T20:23:42.242203] [INFO ] [sig       ] [1726/3606] Forecasting IRTC...
[2025-11-28T20:23:42.242231] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-11-28T20:23:42.242260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-11-28T20:23:42.253736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-11-28T20:23:42.254029] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-11-28T20:23:42.254775] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-11-28T20:23:42.254823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:42.254854] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:42.254880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:42.254933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:42.314357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:42.315207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:42.315285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:42.315319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:42.439188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:42.439338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:42.439376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:42.439403] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:42.442810] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=16.41%)
[2025-11-28T20:23:42.443086] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-11-28T20:23:42.443219] [INFO ] [sig       ] IRTC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:42.586198] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IRTC.txt
[2025-11-28T20:23:42.586349] [INFO ] [sig       ] [1726/3606] Completed IRTC in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-11-28T20:23:42.586388] [INFO ] [sig       ] [1727/3606] Forecasting IRWD...
[2025-11-28T20:23:42.586419] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-11-28T20:23:42.586451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-11-28T20:23:42.598474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-11-28T20:23:42.598830] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-11-28T20:23:42.599588] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-11-28T20:23:42.599638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:42.599668] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:42.599693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:42.599747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:42.654891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:42.655654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:42.655731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:42.655763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:42.776823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:42.776968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:42.777005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:42.777080] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:42.780319] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-11-28T20:23:42.780599] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-11-28T20:23:42.780715] [INFO ] [sig       ] IRWD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:42.916108] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IRWD.txt
[2025-11-28T20:23:42.916237] [INFO ] [sig       ] [1727/3606] Completed IRWD in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-11-28T20:23:42.916275] [INFO ] [sig       ] [1728/3606] Forecasting ISD...
[2025-11-28T20:23:42.916302] [INFO ] [sig       ] Generating forecast for: ISD
[2025-11-28T20:23:42.916333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-11-28T20:23:42.927655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-11-28T20:23:42.927938] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-11-28T20:23:42.928705] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-11-28T20:23:42.928767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:42.928798] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:42.928823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:42.928877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:42.985994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:42.987207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:42.987301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:42.987343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:43.110520] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:43.110683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:43.110722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:43.110749] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:43.113947] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=40.64%)
[2025-11-28T20:23:43.114204] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-11-28T20:23:43.114320] [INFO ] [sig       ] ISD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:43.249469] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ISD.txt
[2025-11-28T20:23:43.249622] [INFO ] [sig       ] [1728/3606] Completed ISD in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-11-28T20:23:43.249663] [INFO ] [sig       ] [1729/3606] Forecasting ISPO...
[2025-11-28T20:23:43.249692] [INFO ] [sig       ] Generating forecast for: ISPO
[2025-11-28T20:23:43.249722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISPO' from 'https://tdm.silogroup.org/data/derivative_storage/ISPO.csv'.
[2025-11-28T20:23:43.260691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISPO'.
[2025-11-28T20:23:43.261021] [INFO ] [FORECASTER] Starting predict_future for ISPO
[2025-11-28T20:23:43.261754] [DEBUG] [LOCAL     ] No optimal features file found for ISPO: ./output/feature-sets/ISPO.txt
[2025-11-28T20:23:43.261802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:43.261832] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:43.261857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:43.261912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:43.316565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:43.317295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:43.317370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:43.317401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:43.422080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:43.422228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:43.422265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:43.422293] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:43.425555] [DEBUG] [FORECASTER] ISPO: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-11-28T20:23:43.425871] [INFO ] [FORECASTER] Completed predict_future for ISPO
[2025-11-28T20:23:43.425995] [INFO ] [sig       ] ISPO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:43.561006] [INFO ] [LOCAL     ] Saved forecast: ISPO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ISPO.txt
[2025-11-28T20:23:43.561130] [INFO ] [sig       ] [1729/3606] Completed ISPO in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-11-28T20:23:43.561167] [INFO ] [sig       ] [1730/3606] Forecasting ISRG...
[2025-11-28T20:23:43.561195] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-11-28T20:23:43.561226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-11-28T20:23:43.572834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-11-28T20:23:43.573154] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-11-28T20:23:43.573924] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-11-28T20:23:43.573974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:43.574003] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:43.574029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:43.574082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:43.628066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:43.628881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:43.628961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:43.628992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:43.745661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:43.745817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:43.745858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:43.745884] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:43.749158] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-11-28T20:23:43.749419] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-11-28T20:23:43.749536] [INFO ] [sig       ] ISRG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:43.883853] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ISRG.txt
[2025-11-28T20:23:43.883995] [INFO ] [sig       ] [1730/3606] Completed ISRG in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-11-28T20:23:43.884034] [INFO ] [sig       ] [1731/3606] Forecasting ISSC...
[2025-11-28T20:23:43.884063] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-11-28T20:23:43.884092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-11-28T20:23:43.894863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-11-28T20:23:43.895141] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-11-28T20:23:43.895877] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-11-28T20:23:43.895926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:43.895956] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:43.895982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:43.896036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:43.950032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:43.950739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:43.950814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:43.950845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:44.073831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:44.073995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:44.074035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:44.074062] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:44.077280] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: UP (p=82.35%)
[2025-11-28T20:23:44.077538] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-11-28T20:23:44.077673] [INFO ] [sig       ] ISSC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:44.213682] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ISSC.txt
[2025-11-28T20:23:44.213862] [INFO ] [sig       ] [1731/3606] Completed ISSC in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-11-28T20:23:44.213932] [INFO ] [sig       ] [1732/3606] Forecasting ISTB...
[2025-11-28T20:23:44.213979] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-11-28T20:23:44.214028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-11-28T20:23:44.225672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-11-28T20:23:44.225979] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-11-28T20:23:44.226841] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-11-28T20:23:44.226897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:44.226928] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:44.226953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:44.227008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:44.286724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:44.287599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:44.287681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:44.287714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:44.417221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:44.417368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:44.417406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:44.417433] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:44.420807] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-11-28T20:23:44.421098] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-11-28T20:23:44.421221] [INFO ] [sig       ] ISTB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:44.558045] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ISTB.txt
[2025-11-28T20:23:44.558182] [INFO ] [sig       ] [1732/3606] Completed ISTB in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-11-28T20:23:44.558221] [INFO ] [sig       ] [1733/3606] Forecasting ITIC...
[2025-11-28T20:23:44.558250] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-11-28T20:23:44.558279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-11-28T20:23:44.570134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-11-28T20:23:44.570504] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-11-28T20:23:44.571266] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-11-28T20:23:44.571315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:44.571346] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:44.571371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:44.571426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:44.626395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:44.627229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:44.627307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:44.627338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:44.733848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:44.733996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:44.734033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:44.734063] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:44.737274] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-11-28T20:23:44.737553] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-11-28T20:23:44.737690] [INFO ] [sig       ] ITIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:44.873599] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ITIC.txt
[2025-11-28T20:23:44.873725] [INFO ] [sig       ] [1733/3606] Completed ITIC in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-11-28T20:23:44.873762] [INFO ] [sig       ] [1734/3606] Forecasting ITRI...
[2025-11-28T20:23:44.873790] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-11-28T20:23:44.873819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-11-28T20:23:44.885015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-11-28T20:23:44.885265] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-11-28T20:23:44.885998] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-11-28T20:23:44.886047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:44.886081] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:44.886107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:44.886168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:44.940669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:44.941215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:44.941310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:44.941341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:45.064596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:45.064728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:45.064765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:45.064792] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:45.067990] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=62.34%)
[2025-11-28T20:23:45.068255] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-11-28T20:23:45.068367] [INFO ] [sig       ] ITRI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:45.205031] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ITRI.txt
[2025-11-28T20:23:45.205149] [INFO ] [sig       ] [1734/3606] Completed ITRI in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-11-28T20:23:45.205186] [INFO ] [sig       ] [1735/3606] Forecasting ITRN...
[2025-11-28T20:23:45.205214] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-11-28T20:23:45.205243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-11-28T20:23:45.216098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-11-28T20:23:45.216339] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-11-28T20:23:45.217058] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-11-28T20:23:45.217106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:45.217135] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:45.217161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:45.217216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:45.272370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:45.272943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:45.273015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:45.273047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:45.392746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:45.392856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:45.392910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:45.392938] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:45.396007] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=14.42%)
[2025-11-28T20:23:45.396258] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-11-28T20:23:45.396369] [INFO ] [sig       ] ITRN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:45.531853] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ITRN.txt
[2025-11-28T20:23:45.531960] [INFO ] [sig       ] [1735/3606] Completed ITRN in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-11-28T20:23:45.531996] [INFO ] [sig       ] [1736/3606] Forecasting ITUB...
[2025-11-28T20:23:45.532024] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-11-28T20:23:45.532053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-11-28T20:23:45.546677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-11-28T20:23:45.547102] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-11-28T20:23:45.548161] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-11-28T20:23:45.548221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:45.548264] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:45.548301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:45.548383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:45.609369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:45.610270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:45.610357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:45.610388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:45.732552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:45.732729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:45.732768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:45.732795] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:45.736178] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-11-28T20:23:45.736559] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-11-28T20:23:45.736714] [INFO ] [sig       ] ITUB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:45.874871] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ITUB.txt
[2025-11-28T20:23:45.875027] [INFO ] [sig       ] [1736/3606] Completed ITUB in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-11-28T20:23:45.875067] [INFO ] [sig       ] [1737/3606] Forecasting IUS...
[2025-11-28T20:23:45.875096] [INFO ] [sig       ] Generating forecast for: IUS
[2025-11-28T20:23:45.875125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-11-28T20:23:45.885986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-11-28T20:23:45.886298] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-11-28T20:23:45.887046] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-11-28T20:23:45.887094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:45.887125] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:45.887151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:45.887205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:45.941640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:45.942281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:45.942355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:45.942386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:46.058933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:46.059074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:46.059112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:46.059140] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:46.062331] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2025-11-28T20:23:46.062602] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-11-28T20:23:46.062717] [INFO ] [sig       ] IUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:46.200234] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IUS.txt
[2025-11-28T20:23:46.200385] [INFO ] [sig       ] [1737/3606] Completed IUS in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-28T20:23:46.200424] [INFO ] [sig       ] [1738/3606] Forecasting IUSB...
[2025-11-28T20:23:46.200452] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-11-28T20:23:46.200482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-11-28T20:23:46.211174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-11-28T20:23:46.211466] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-11-28T20:23:46.212205] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-11-28T20:23:46.212253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:46.212284] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:46.212309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:46.212365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:46.267364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:46.268113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:46.268191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:46.268222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:46.392103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:46.392263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:46.392300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:46.392327] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:46.395682] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=38.89%)
[2025-11-28T20:23:46.395979] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-11-28T20:23:46.396102] [INFO ] [sig       ] IUSB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:46.532358] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IUSB.txt
[2025-11-28T20:23:46.532486] [INFO ] [sig       ] [1738/3606] Completed IUSB in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-28T20:23:46.532523] [INFO ] [sig       ] [1739/3606] Forecasting IUSG...
[2025-11-28T20:23:46.532551] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-11-28T20:23:46.532601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-11-28T20:23:46.544205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-11-28T20:23:46.544470] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-11-28T20:23:46.545208] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-11-28T20:23:46.545256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:46.545298] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:46.545325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:46.545379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:46.601887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:46.602672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:46.602767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:46.602801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:46.723700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:46.723841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:46.723877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:46.723904] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:46.727084] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-11-28T20:23:46.727335] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-11-28T20:23:46.727458] [INFO ] [sig       ] IUSG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:46.864856] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IUSG.txt
[2025-11-28T20:23:46.865006] [INFO ] [sig       ] [1739/3606] Completed IUSG in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-28T20:23:46.865044] [INFO ] [sig       ] [1740/3606] Forecasting IVAL...
[2025-11-28T20:23:46.865074] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-11-28T20:23:46.865104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-11-28T20:23:46.876507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-11-28T20:23:46.876889] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-11-28T20:23:46.877628] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-11-28T20:23:46.877676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:46.877707] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:46.877733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:46.877787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:46.931961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:46.932693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:46.932771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:46.932802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:47.047401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:47.047545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:47.047599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:47.047630] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:47.050872] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-11-28T20:23:47.051137] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-11-28T20:23:47.051253] [INFO ] [sig       ] IVAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:47.189018] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IVAL.txt
[2025-11-28T20:23:47.189162] [INFO ] [sig       ] [1740/3606] Completed IVAL in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-28T20:23:47.189202] [INFO ] [sig       ] [1741/3606] Forecasting IVZ...
[2025-11-28T20:23:47.189231] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-11-28T20:23:47.189261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-11-28T20:23:47.200521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-11-28T20:23:47.200842] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-11-28T20:23:47.201544] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-11-28T20:23:47.201617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:47.201668] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:47.201696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:47.201750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:47.257122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:47.257802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:47.257875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:47.257906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:47.379843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:47.379987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:47.380026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:47.380059] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:47.383268] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=26.19%)
[2025-11-28T20:23:47.383522] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-11-28T20:23:47.383665] [INFO ] [sig       ] IVZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:47.524851] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IVZ.txt
[2025-11-28T20:23:47.524988] [INFO ] [sig       ] [1741/3606] Completed IVZ in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-28T20:23:47.525026] [INFO ] [sig       ] [1742/3606] Forecasting IX...
[2025-11-28T20:23:47.525059] [INFO ] [sig       ] Generating forecast for: IX
[2025-11-28T20:23:47.525104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-11-28T20:23:47.536506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-11-28T20:23:47.536814] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-11-28T20:23:47.537615] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-11-28T20:23:47.537665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:47.537696] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:47.537722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:47.537777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:47.595351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:47.596047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:47.596139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:47.596185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:47.718460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:47.718615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:47.718654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:47.718682] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:47.721892] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=76.47%)
[2025-11-28T20:23:47.722150] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-11-28T20:23:47.722266] [INFO ] [sig       ] IX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:47.860927] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IX.txt
[2025-11-28T20:23:47.861055] [INFO ] [sig       ] [1742/3606] Completed IX in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-28T20:23:47.861093] [INFO ] [sig       ] [1743/3606] Forecasting IXUS...
[2025-11-28T20:23:47.861141] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-11-28T20:23:47.861172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-11-28T20:23:47.873433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-11-28T20:23:47.873820] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-11-28T20:23:47.874607] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-11-28T20:23:47.874658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:47.874689] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:47.874715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:47.874775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:47.930124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:47.930970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:47.931048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:47.931079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:48.053487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:48.053643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:48.053680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:48.053707] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:48.056940] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=30.99%)
[2025-11-28T20:23:48.057216] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-11-28T20:23:48.057336] [INFO ] [sig       ] IXUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:48.196162] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IXUS.txt
[2025-11-28T20:23:48.196318] [INFO ] [sig       ] [1743/3606] Completed IXUS in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-28T20:23:48.196355] [INFO ] [sig       ] [1744/3606] Forecasting IZEA...
[2025-11-28T20:23:48.196384] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-11-28T20:23:48.196412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-11-28T20:23:48.208196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-11-28T20:23:48.208587] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-11-28T20:23:48.209386] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-11-28T20:23:48.209436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:48.209466] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:48.209492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:48.209548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:48.265308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:48.266138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:48.266219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:48.266251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:48.397941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:48.398107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:48.398149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:48.398223] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:48.401724] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-11-28T20:23:48.402006] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-11-28T20:23:48.402125] [INFO ] [sig       ] IZEA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:48.537120] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IZEA.txt
[2025-11-28T20:23:48.537239] [INFO ] [sig       ] [1744/3606] Completed IZEA in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-11-28T20:23:48.537278] [INFO ] [sig       ] [1745/3606] Forecasting J...
[2025-11-28T20:23:48.537305] [INFO ] [sig       ] Generating forecast for: J
[2025-11-28T20:23:48.537334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-11-28T20:23:48.548696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-11-28T20:23:48.548962] [INFO ] [FORECASTER] Starting predict_future for J
[2025-11-28T20:23:48.549716] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-11-28T20:23:48.549765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:48.549796] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:48.549823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:48.549878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:48.607818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:48.608423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:48.608496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:48.608526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:48.724229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:48.724341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:48.724376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:48.724405] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:48.727466] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-11-28T20:23:48.727736] [INFO ] [FORECASTER] Completed predict_future for J
[2025-11-28T20:23:48.727853] [INFO ] [sig       ] J: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:48.863412] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/J.txt
[2025-11-28T20:23:48.863523] [INFO ] [sig       ] [1745/3606] Completed J in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-11-28T20:23:48.863559] [INFO ] [sig       ] [1746/3606] Forecasting JACK...
[2025-11-28T20:23:48.863605] [INFO ] [sig       ] Generating forecast for: JACK
[2025-11-28T20:23:48.863635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-11-28T20:23:48.875124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-11-28T20:23:48.875379] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-11-28T20:23:48.876103] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-11-28T20:23:48.876151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:48.876185] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:48.876211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:48.876265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:48.930656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:48.931218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:48.931290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:48.931319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:49.049232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:49.049377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:49.049413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:49.049459] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:49.052656] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-11-28T20:23:49.052914] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-11-28T20:23:49.053027] [INFO ] [sig       ] JACK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:49.188186] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JACK.txt
[2025-11-28T20:23:49.188309] [INFO ] [sig       ] [1746/3606] Completed JACK in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-11-28T20:23:49.188346] [INFO ] [sig       ] [1747/3606] Forecasting JAGX...
[2025-11-28T20:23:49.188374] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-11-28T20:23:49.188403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-11-28T20:23:49.198868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-11-28T20:23:49.199134] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-11-28T20:23:49.199857] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-11-28T20:23:49.199904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:49.199934] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:49.199959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:49.200014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:49.254200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:49.254789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:49.254861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:49.254892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:49.373339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:49.373459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:49.373497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:49.373523] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:49.376645] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=63.95%)
[2025-11-28T20:23:49.376897] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-11-28T20:23:49.377010] [INFO ] [sig       ] JAGX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:49.512183] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JAGX.txt
[2025-11-28T20:23:49.512296] [INFO ] [sig       ] [1747/3606] Completed JAGX in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-11-28T20:23:49.512331] [INFO ] [sig       ] [1748/3606] Forecasting JAKK...
[2025-11-28T20:23:49.512360] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-11-28T20:23:49.512388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-11-28T20:23:49.523271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-11-28T20:23:49.523545] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-11-28T20:23:49.524292] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-11-28T20:23:49.524341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:49.524373] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:49.524400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:49.524455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:49.579348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:49.579948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:49.580020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:49.580066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:49.702083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:49.702197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:49.702231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:49.702258] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:49.705348] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=26.67%)
[2025-11-28T20:23:49.705619] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-11-28T20:23:49.705733] [INFO ] [sig       ] JAKK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:49.841375] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JAKK.txt
[2025-11-28T20:23:49.841507] [INFO ] [sig       ] [1748/3606] Completed JAKK in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-11-28T20:23:49.841546] [INFO ] [sig       ] [1749/3606] Forecasting JAMF...
[2025-11-28T20:23:49.841598] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-11-28T20:23:49.841630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-11-28T20:23:49.852124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-11-28T20:23:49.852395] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-11-28T20:23:49.853124] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-11-28T20:23:49.853176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:49.853207] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:49.853232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:49.853287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:49.908007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:49.908605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:49.908678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:49.908708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:50.026493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:50.026663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:50.026702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:50.026732] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:50.030050] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: UP (p=55.97%)
[2025-11-28T20:23:50.030325] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-11-28T20:23:50.030444] [INFO ] [sig       ] JAMF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:50.168456] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JAMF.txt
[2025-11-28T20:23:50.168594] [INFO ] [sig       ] [1749/3606] Completed JAMF in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-11-28T20:23:50.168637] [INFO ] [sig       ] [1750/3606] Forecasting JANX...
[2025-11-28T20:23:50.168665] [INFO ] [sig       ] Generating forecast for: JANX
[2025-11-28T20:23:50.168696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-11-28T20:23:50.179485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-11-28T20:23:50.179791] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-11-28T20:23:50.180517] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-11-28T20:23:50.180567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:50.180616] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:50.180656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:50.180712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:50.235788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:50.236519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:50.236628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:50.236674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:50.369563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:50.369722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:50.369761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:50.369789] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:50.373043] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=57.83%)
[2025-11-28T20:23:50.373324] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-11-28T20:23:50.373444] [INFO ] [sig       ] JANX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:50.511136] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JANX.txt
[2025-11-28T20:23:50.511283] [INFO ] [sig       ] [1750/3606] Completed JANX in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-11-28T20:23:50.511322] [INFO ] [sig       ] [1751/3606] Forecasting JAZZ...
[2025-11-28T20:23:50.511351] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-11-28T20:23:50.511380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-11-28T20:23:50.522756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-11-28T20:23:50.523104] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-11-28T20:23:50.523845] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-11-28T20:23:50.523894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:50.523924] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:50.523951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:50.524005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:50.579763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:50.580604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:50.580712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:50.580745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:50.705365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:50.705516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:50.705554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:50.705600] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:50.708891] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=27.80%)
[2025-11-28T20:23:50.709177] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-11-28T20:23:50.709296] [INFO ] [sig       ] JAZZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:50.848513] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JAZZ.txt
[2025-11-28T20:23:50.848679] [INFO ] [sig       ] [1751/3606] Completed JAZZ in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-11-28T20:23:50.848721] [INFO ] [sig       ] [1752/3606] Forecasting JBGS...
[2025-11-28T20:23:50.848750] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-11-28T20:23:50.848779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-11-28T20:23:50.860037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-11-28T20:23:50.860402] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-11-28T20:23:50.861175] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-11-28T20:23:50.861225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:50.861259] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:50.861286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:50.861341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:50.917039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:50.917882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:50.917960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:50.917992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:51.038464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:51.038628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:51.038668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:51.038696] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:51.041893] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=27.12%)
[2025-11-28T20:23:51.042147] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-11-28T20:23:51.042259] [INFO ] [sig       ] JBGS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:51.179704] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JBGS.txt
[2025-11-28T20:23:51.179856] [INFO ] [sig       ] [1752/3606] Completed JBGS in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-11-28T20:23:51.179896] [INFO ] [sig       ] [1753/3606] Forecasting JBI...
[2025-11-28T20:23:51.179924] [INFO ] [sig       ] Generating forecast for: JBI
[2025-11-28T20:23:51.179953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-11-28T20:23:51.193548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-11-28T20:23:51.194060] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-11-28T20:23:51.194939] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-11-28T20:23:51.194990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:51.195022] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:51.195047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:51.195101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:51.253244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:51.254186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:51.254273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:51.254306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:51.375338] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:51.375496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:51.375536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:51.375565] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:51.378977] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=37.34%)
[2025-11-28T20:23:51.379247] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-11-28T20:23:51.379369] [INFO ] [sig       ] JBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:51.527338] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JBI.txt
[2025-11-28T20:23:51.527500] [INFO ] [sig       ] [1753/3606] Completed JBI in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-11-28T20:23:51.527541] [INFO ] [sig       ] [1754/3606] Forecasting JBSS...
[2025-11-28T20:23:51.527601] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-11-28T20:23:51.527644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-11-28T20:23:51.539242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-11-28T20:23:51.539620] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-11-28T20:23:51.540361] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-11-28T20:23:51.540410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:51.540440] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:51.540465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:51.540518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:51.594908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:51.595722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:51.595802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:51.595833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:51.715284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:51.715427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:51.715466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:51.715493] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:51.718769] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=50.35%)
[2025-11-28T20:23:51.719026] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-11-28T20:23:51.719137] [INFO ] [sig       ] JBSS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:51.854754] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JBSS.txt
[2025-11-28T20:23:51.854949] [INFO ] [sig       ] [1754/3606] Completed JBSS in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-11-28T20:23:51.854989] [INFO ] [sig       ] [1755/3606] Forecasting JCE...
[2025-11-28T20:23:51.855017] [INFO ] [sig       ] Generating forecast for: JCE
[2025-11-28T20:23:51.855046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-11-28T20:23:51.866292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-11-28T20:23:51.866628] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-11-28T20:23:51.867339] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-11-28T20:23:51.867387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:51.867417] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:51.867443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:51.867498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:51.921746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:51.922308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:51.922380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:51.922410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:52.037011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:52.037153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:52.037189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:52.037217] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:52.040412] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=18.46%)
[2025-11-28T20:23:52.040683] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-11-28T20:23:52.040796] [INFO ] [sig       ] JCE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:52.175746] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JCE.txt
[2025-11-28T20:23:52.175877] [INFO ] [sig       ] [1755/3606] Completed JCE in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-28T20:23:52.175916] [INFO ] [sig       ] [1756/3606] Forecasting JCI...
[2025-11-28T20:23:52.175944] [INFO ] [sig       ] Generating forecast for: JCI
[2025-11-28T20:23:52.175973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-11-28T20:23:52.186969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-11-28T20:23:52.187238] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-11-28T20:23:52.187982] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-11-28T20:23:52.188047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:52.188079] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:52.188105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:52.188159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:52.242388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:52.242964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:52.243036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:52.243066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:52.363617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:52.363752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:52.363789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:52.363815] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:52.367003] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-11-28T20:23:52.367254] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-11-28T20:23:52.367367] [INFO ] [sig       ] JCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:52.501604] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JCI.txt
[2025-11-28T20:23:52.501716] [INFO ] [sig       ] [1756/3606] Completed JCI in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-28T20:23:52.501753] [INFO ] [sig       ] [1757/3606] Forecasting JD...
[2025-11-28T20:23:52.501781] [INFO ] [sig       ] Generating forecast for: JD
[2025-11-28T20:23:52.501809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-11-28T20:23:52.512787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-11-28T20:23:52.513049] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-11-28T20:23:52.513776] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-11-28T20:23:52.513823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:52.513854] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:52.513879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:52.513932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:52.567916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:52.568492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:52.568564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:52.568612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:52.684337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:52.684459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:52.684495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:52.684522] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:52.687694] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=69.58%)
[2025-11-28T20:23:52.687946] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-11-28T20:23:52.688084] [INFO ] [sig       ] JD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:52.830043] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JD.txt
[2025-11-28T20:23:52.830167] [INFO ] [sig       ] [1757/3606] Completed JD in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-28T20:23:52.830213] [INFO ] [sig       ] [1758/3606] Forecasting JDZG...
[2025-11-28T20:23:52.830247] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-11-28T20:23:52.830281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-11-28T20:23:52.842623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-11-28T20:23:52.842904] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-11-28T20:23:52.843722] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-11-28T20:23:52.843784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:52.843859] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:52.843902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:52.843986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:52.902851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:52.903547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:52.903638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:52.903670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:53.023432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:53.023591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:53.023628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:53.023656] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:53.026835] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=6.15%)
[2025-11-28T20:23:53.027088] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-11-28T20:23:53.027201] [INFO ] [sig       ] JDZG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:53.161980] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JDZG.txt
[2025-11-28T20:23:53.162088] [INFO ] [sig       ] [1758/3606] Completed JDZG in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-28T20:23:53.162125] [INFO ] [sig       ] [1759/3606] Forecasting JEF...
[2025-11-28T20:23:53.162154] [INFO ] [sig       ] Generating forecast for: JEF
[2025-11-28T20:23:53.162183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-11-28T20:23:53.173003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-11-28T20:23:53.173267] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-11-28T20:23:53.174058] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-11-28T20:23:53.174107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:53.174139] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:53.174165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:53.174220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:53.229113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:53.229697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:53.229768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:53.229800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:53.352231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:53.352366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:53.352404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:53.352432] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:53.355553] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2025-11-28T20:23:53.355821] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-11-28T20:23:53.355932] [INFO ] [sig       ] JEF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:53.490994] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JEF.txt
[2025-11-28T20:23:53.491118] [INFO ] [sig       ] [1759/3606] Completed JEF in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-28T20:23:53.491156] [INFO ] [sig       ] [1760/3606] Forecasting JELD...
[2025-11-28T20:23:53.491192] [INFO ] [sig       ] Generating forecast for: JELD
[2025-11-28T20:23:53.491219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-11-28T20:23:53.502397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-11-28T20:23:53.502706] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-11-28T20:23:53.503458] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-11-28T20:23:53.503508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:53.503540] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:53.503566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:53.503650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:53.558731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:53.559308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:53.559380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:53.559410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:53.680696] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:53.680839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:53.680876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:53.680904] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:53.684078] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=28.54%)
[2025-11-28T20:23:53.684340] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-11-28T20:23:53.684453] [INFO ] [sig       ] JELD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:53.821805] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JELD.txt
[2025-11-28T20:23:53.821920] [INFO ] [sig       ] [1760/3606] Completed JELD in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-28T20:23:53.821957] [INFO ] [sig       ] [1761/3606] Forecasting JEPQ...
[2025-11-28T20:23:53.821984] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-11-28T20:23:53.822014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-11-28T20:23:53.834427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-11-28T20:23:53.834696] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-11-28T20:23:53.835484] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-11-28T20:23:53.835534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:53.835565] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:53.835621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:53.835679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:53.890611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:53.891155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:53.891236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:53.891267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:54.015082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:54.015214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:54.015251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:54.015307] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:54.018714] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-11-28T20:23:54.018979] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-11-28T20:23:54.019102] [INFO ] [sig       ] JEPQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:54.155963] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JEPQ.txt
[2025-11-28T20:23:54.156087] [INFO ] [sig       ] [1761/3606] Completed JEPQ in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-28T20:23:54.156124] [INFO ] [sig       ] [1762/3606] Forecasting JFIN...
[2025-11-28T20:23:54.156152] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-11-28T20:23:54.156180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-11-28T20:23:54.167699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-11-28T20:23:54.167994] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-11-28T20:23:54.168812] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-11-28T20:23:54.168862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:54.168893] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:54.168920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:54.168975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:54.224644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:54.225292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:54.225365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:54.225396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:54.348552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:54.348712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:54.348751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:54.348778] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:54.352053] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: UP (p=67.99%)
[2025-11-28T20:23:54.352304] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-11-28T20:23:54.352420] [INFO ] [sig       ] JFIN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:54.487686] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JFIN.txt
[2025-11-28T20:23:54.487824] [INFO ] [sig       ] [1762/3606] Completed JFIN in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-28T20:23:54.487863] [INFO ] [sig       ] [1763/3606] Forecasting JGLO...
[2025-11-28T20:23:54.487889] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-11-28T20:23:54.487918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-11-28T20:23:54.499384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-11-28T20:23:54.499775] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-11-28T20:23:54.500554] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-11-28T20:23:54.500652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:54.500687] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:54.500720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:54.500791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:54.555524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:54.556278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:54.556357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:54.556389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:54.674324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:54.674456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:54.674493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:54.674522] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:54.677734] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-11-28T20:23:54.677989] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-11-28T20:23:54.678112] [INFO ] [sig       ] JGLO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:54.814127] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JGLO.txt
[2025-11-28T20:23:54.814285] [INFO ] [sig       ] [1763/3606] Completed JGLO in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.3m
[2025-11-28T20:23:54.814343] [INFO ] [sig       ] [1764/3606] Forecasting JHG...
[2025-11-28T20:23:54.814378] [INFO ] [sig       ] Generating forecast for: JHG
[2025-11-28T20:23:54.814409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-11-28T20:23:54.828156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-11-28T20:23:54.828663] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-11-28T20:23:54.829559] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-11-28T20:23:54.829627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:54.829659] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:54.829684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:54.829740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:54.885192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:54.886103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:54.886191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:54.886229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:55.008878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:55.009034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:55.009072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:55.009099] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:55.012365] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=49.27%)
[2025-11-28T20:23:55.012643] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-11-28T20:23:55.012759] [INFO ] [sig       ] JHG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:55.152318] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JHG.txt
[2025-11-28T20:23:55.152482] [INFO ] [sig       ] [1764/3606] Completed JHG in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.3m
[2025-11-28T20:23:55.152521] [INFO ] [sig       ] [1765/3606] Forecasting JHI...
[2025-11-28T20:23:55.152550] [INFO ] [sig       ] Generating forecast for: JHI
[2025-11-28T20:23:55.152599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-11-28T20:23:55.165519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-11-28T20:23:55.165944] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-11-28T20:23:55.166773] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-11-28T20:23:55.166824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:55.166856] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:55.166882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:55.166937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:55.222617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:55.223474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:55.223554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:55.223605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:55.350891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:55.351049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:55.351090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:55.351119] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:55.354587] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-11-28T20:23:55.354913] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-11-28T20:23:55.355054] [INFO ] [sig       ] JHI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:55.539126] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JHI.txt
[2025-11-28T20:23:55.539353] [INFO ] [sig       ] [1765/3606] Completed JHI in 0.4s | 2.98 sym/s | Total: 9.9m | ETA: 10.3m
[2025-11-28T20:23:55.539419] [INFO ] [sig       ] [1766/3606] Forecasting JHX...
[2025-11-28T20:23:55.539467] [INFO ] [sig       ] Generating forecast for: JHX
[2025-11-28T20:23:55.539515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-11-28T20:23:55.555712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-11-28T20:23:55.556214] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-11-28T20:23:55.557362] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-11-28T20:23:55.557432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:55.557482] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:55.557529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:55.557638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:55.645839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:55.647022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:55.647142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:55.647195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:55.813830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:55.813995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:55.814040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:55.814073] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:55.817969] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-11-28T20:23:55.818337] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-11-28T20:23:55.818476] [INFO ] [sig       ] JHX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:55.996243] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JHX.txt
[2025-11-28T20:23:55.996425] [INFO ] [sig       ] [1766/3606] Completed JHX in 0.5s | 2.98 sym/s | Total: 9.9m | ETA: 10.3m
[2025-11-28T20:23:55.996478] [INFO ] [sig       ] [1767/3606] Forecasting JILL...
[2025-11-28T20:23:55.996509] [INFO ] [sig       ] Generating forecast for: JILL
[2025-11-28T20:23:55.996539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-11-28T20:23:56.009207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-11-28T20:23:56.009667] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-11-28T20:23:56.010543] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-11-28T20:23:56.010638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:56.010674] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:56.010700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:56.010754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:56.084485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:56.085631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:56.085742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:56.085796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:56.253906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:56.254058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:56.254099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:56.254126] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:56.257802] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=79.15%)
[2025-11-28T20:23:56.258164] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-11-28T20:23:56.258300] [INFO ] [sig       ] JILL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:56.403031] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JILL.txt
[2025-11-28T20:23:56.403220] [INFO ] [sig       ] [1767/3606] Completed JILL in 0.4s | 2.98 sym/s | Total: 9.9m | ETA: 10.3m
[2025-11-28T20:23:56.403267] [INFO ] [sig       ] [1768/3606] Forecasting JIVE...
[2025-11-28T20:23:56.403295] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-11-28T20:23:56.403324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-11-28T20:23:56.415295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-11-28T20:23:56.415687] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-11-28T20:23:56.416449] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-11-28T20:23:56.416498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:56.416530] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:56.416557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:56.416635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:56.476827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:56.477681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:56.477791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:56.477825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:56.594280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:56.594435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:56.594476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:56.594505] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:56.598009] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-11-28T20:23:56.598344] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-11-28T20:23:56.598498] [INFO ] [sig       ] JIVE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:56.741478] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JIVE.txt
[2025-11-28T20:23:56.741644] [INFO ] [sig       ] [1768/3606] Completed JIVE in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.3m
[2025-11-28T20:23:56.741685] [INFO ] [sig       ] [1769/3606] Forecasting JJSF...
[2025-11-28T20:23:56.741717] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-11-28T20:23:56.741747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-11-28T20:23:56.753349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-11-28T20:23:56.753707] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-11-28T20:23:56.754430] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-11-28T20:23:56.754478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:56.754508] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:56.754533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:56.754605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:56.810632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:56.811290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:56.811365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:56.811396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:56.930744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:56.930893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:56.930932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:56.930960] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:56.934257] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=43.30%)
[2025-11-28T20:23:56.934519] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-11-28T20:23:56.934654] [INFO ] [sig       ] JJSF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:57.076891] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JJSF.txt
[2025-11-28T20:23:57.077105] [INFO ] [sig       ] [1769/3606] Completed JJSF in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.3m
[2025-11-28T20:23:57.077166] [INFO ] [sig       ] [1770/3606] Forecasting JKHY...
[2025-11-28T20:23:57.077216] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-11-28T20:23:57.077266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-11-28T20:23:57.090956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-11-28T20:23:57.091374] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-11-28T20:23:57.092361] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-11-28T20:23:57.092435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:57.092486] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:57.092526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:57.092617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:57.149077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:57.149838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:57.149918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:57.149951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:57.267291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:57.267435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:57.267490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:57.267519] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:57.270898] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-11-28T20:23:57.271177] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-11-28T20:23:57.271302] [INFO ] [sig       ] JKHY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:57.412611] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JKHY.txt
[2025-11-28T20:23:57.412745] [INFO ] [sig       ] [1770/3606] Completed JKHY in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.3m
[2025-11-28T20:23:57.412783] [INFO ] [sig       ] [1771/3606] Forecasting JKS...
[2025-11-28T20:23:57.412812] [INFO ] [sig       ] Generating forecast for: JKS
[2025-11-28T20:23:57.412841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-11-28T20:23:57.424468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-11-28T20:23:57.424775] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-11-28T20:23:57.425492] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-11-28T20:23:57.425540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:57.425590] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:57.425619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:57.425674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:57.480961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:57.481795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:57.481881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:57.481921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:57.599912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:57.600055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:57.600091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:57.600119] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:57.603426] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-11-28T20:23:57.603751] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-11-28T20:23:57.603875] [INFO ] [sig       ] JKS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:23:57.743655] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JKS.txt
[2025-11-28T20:23:57.743850] [INFO ] [sig       ] [1771/3606] Completed JKS in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.3m
[2025-11-28T20:23:57.743911] [INFO ] [sig       ] [1772/3606] Forecasting JLL...
[2025-11-28T20:23:57.743952] [INFO ] [sig       ] Generating forecast for: JLL
[2025-11-28T20:23:57.744001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-11-28T20:23:57.755400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-11-28T20:23:57.755714] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-11-28T20:23:57.756507] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-11-28T20:23:57.756557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:57.756621] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:57.756652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:57.756707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:57.812387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:57.813231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:57.813330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:57.813364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:57.937443] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:57.937600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:57.937639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:57.937666] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:57.940887] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=40.84%)
[2025-11-28T20:23:57.941146] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-11-28T20:23:57.941258] [INFO ] [sig       ] JLL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:58.079346] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JLL.txt
[2025-11-28T20:23:58.079495] [INFO ] [sig       ] [1772/3606] Completed JLL in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.3m
[2025-11-28T20:23:58.079532] [INFO ] [sig       ] [1773/3606] Forecasting JLS...
[2025-11-28T20:23:58.079561] [INFO ] [sig       ] Generating forecast for: JLS
[2025-11-28T20:23:58.079625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-11-28T20:23:58.091250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-11-28T20:23:58.091622] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-11-28T20:23:58.092405] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-11-28T20:23:58.092456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:58.092488] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:58.092516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:58.092598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:58.148375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:58.149197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:58.149277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:58.149311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:58.262514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:58.262681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:58.262720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:58.262749] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:58.266072] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=26.46%)
[2025-11-28T20:23:58.266361] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-11-28T20:23:58.266486] [INFO ] [sig       ] JLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:58.406437] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JLS.txt
[2025-11-28T20:23:58.406612] [INFO ] [sig       ] [1773/3606] Completed JLS in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.3m
[2025-11-28T20:23:58.406659] [INFO ] [sig       ] [1774/3606] Forecasting JMIA...
[2025-11-28T20:23:58.406693] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-11-28T20:23:58.406723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-11-28T20:23:58.417743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-11-28T20:23:58.418066] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-11-28T20:23:58.418809] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-11-28T20:23:58.418857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:58.418900] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:58.418926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:58.418980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:58.473769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:58.474366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:58.474451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:58.474484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:58.598443] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:58.598599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:58.598643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:58.598672] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:58.601922] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-11-28T20:23:58.602178] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-11-28T20:23:58.602291] [INFO ] [sig       ] JMIA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:58.739391] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JMIA.txt
[2025-11-28T20:23:58.739532] [INFO ] [sig       ] [1774/3606] Completed JMIA in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.2m
[2025-11-28T20:23:58.739588] [INFO ] [sig       ] [1775/3606] Forecasting JMSB...
[2025-11-28T20:23:58.739621] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-11-28T20:23:58.739653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-11-28T20:23:58.750663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-11-28T20:23:58.750966] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-11-28T20:23:58.751710] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-11-28T20:23:58.751758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:58.751813] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:58.751841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:58.751895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:58.808049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:58.808772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:58.808849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:58.808882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:58.911874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:58.911984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:58.912023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:58.912051] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:58.915367] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=48.64%)
[2025-11-28T20:23:58.915661] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-11-28T20:23:58.915781] [INFO ] [sig       ] JMSB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:59.078615] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JMSB.txt
[2025-11-28T20:23:59.078764] [INFO ] [sig       ] [1775/3606] Completed JMSB in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.2m
[2025-11-28T20:23:59.078804] [INFO ] [sig       ] [1776/3606] Forecasting JNJ...
[2025-11-28T20:23:59.078833] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-11-28T20:23:59.078861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-11-28T20:23:59.092121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-11-28T20:23:59.092530] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-11-28T20:23:59.093476] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-11-28T20:23:59.093542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:59.093604] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:59.093639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:59.093714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:59.154268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:59.155067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:59.155142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:59.155173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:59.280717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:59.280858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:59.280895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:59.280923] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:59.284095] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=41.84%)
[2025-11-28T20:23:59.284351] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-11-28T20:23:59.284464] [INFO ] [sig       ] JNJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:59.422647] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JNJ.txt
[2025-11-28T20:23:59.422783] [INFO ] [sig       ] [1776/3606] Completed JNJ in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.2m
[2025-11-28T20:23:59.422827] [INFO ] [sig       ] [1777/3606] Forecasting JOBY...
[2025-11-28T20:23:59.422856] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-11-28T20:23:59.422885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-11-28T20:23:59.434077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-11-28T20:23:59.434369] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-11-28T20:23:59.435139] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-11-28T20:23:59.435190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:59.435223] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:59.435250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:59.435305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:59.491599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:59.492223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:59.492297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:59.492330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:59.609039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:59.609177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:59.609216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:59.609242] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:59.612486] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=12.70%)
[2025-11-28T20:23:59.612757] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-11-28T20:23:59.612871] [INFO ] [sig       ] JOBY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:23:59.752655] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JOBY.txt
[2025-11-28T20:23:59.752804] [INFO ] [sig       ] [1777/3606] Completed JOBY in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.2m
[2025-11-28T20:23:59.752843] [INFO ] [sig       ] [1778/3606] Forecasting JOE...
[2025-11-28T20:23:59.752881] [INFO ] [sig       ] Generating forecast for: JOE
[2025-11-28T20:23:59.752913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-11-28T20:23:59.763898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-11-28T20:23:59.764198] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-11-28T20:23:59.765000] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-11-28T20:23:59.765051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:23:59.765082] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:23:59.765109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:23:59.765163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:23:59.820158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:23:59.820908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:23:59.820983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:23:59.821014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:23:59.940420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:23:59.940565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:23:59.940620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:23:59.940676] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:23:59.943874] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=44.59%)
[2025-11-28T20:23:59.944130] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-11-28T20:23:59.944244] [INFO ] [sig       ] JOE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:00.078118] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JOE.txt
[2025-11-28T20:24:00.078277] [INFO ] [sig       ] [1778/3606] Completed JOE in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.2m
[2025-11-28T20:24:00.078317] [INFO ] [sig       ] [1779/3606] Forecasting JOF...
[2025-11-28T20:24:00.078346] [INFO ] [sig       ] Generating forecast for: JOF
[2025-11-28T20:24:00.078376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-11-28T20:24:00.093512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-11-28T20:24:00.093983] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-11-28T20:24:00.095085] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-11-28T20:24:00.095149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:00.095201] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:00.095249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:00.095343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:00.153708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:00.154469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:00.154546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:00.154595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:00.269162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:00.269305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:00.269343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:00.269370] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:00.272591] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-11-28T20:24:00.272848] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-11-28T20:24:00.272963] [INFO ] [sig       ] JOF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:00.409278] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JOF.txt
[2025-11-28T20:24:00.410010] [INFO ] [sig       ] [1779/3606] Completed JOF in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.2m
[2025-11-28T20:24:00.410052] [INFO ] [sig       ] [1780/3606] Forecasting JPC...
[2025-11-28T20:24:00.410083] [INFO ] [sig       ] Generating forecast for: JPC
[2025-11-28T20:24:00.410112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-11-28T20:24:00.420484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-11-28T20:24:00.420817] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-11-28T20:24:00.421555] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-11-28T20:24:00.421627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:00.421658] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:00.421684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:00.421739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:00.477519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:00.478308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:00.478384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:00.478416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:00.597831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:00.597943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:00.597979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:00.598006] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:00.601225] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-11-28T20:24:00.601481] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-11-28T20:24:00.601610] [INFO ] [sig       ] JPC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:00.741177] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JPC.txt
[2025-11-28T20:24:00.741294] [INFO ] [sig       ] [1780/3606] Completed JPC in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.2m
[2025-11-28T20:24:00.741332] [INFO ] [sig       ] [1781/3606] Forecasting JPEF...
[2025-11-28T20:24:00.741360] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-11-28T20:24:00.741389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-11-28T20:24:00.752044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-11-28T20:24:00.752308] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-11-28T20:24:00.753061] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-11-28T20:24:00.753110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:00.753140] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:00.753165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:00.753220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:00.808450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:00.809387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:00.809489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:00.809531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:00.929618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:00.929753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:00.929790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:00.929856] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:00.933054] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: UP (p=69.82%)
[2025-11-28T20:24:00.933307] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-11-28T20:24:00.933436] [INFO ] [sig       ] JPEF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:01.069376] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JPEF.txt
[2025-11-28T20:24:01.069506] [INFO ] [sig       ] [1781/3606] Completed JPEF in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.2m
[2025-11-28T20:24:01.069542] [INFO ] [sig       ] [1782/3606] Forecasting JPM...
[2025-11-28T20:24:01.069588] [INFO ] [sig       ] Generating forecast for: JPM
[2025-11-28T20:24:01.069620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-11-28T20:24:01.081019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-11-28T20:24:01.081295] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-11-28T20:24:01.082025] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-11-28T20:24:01.082073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:01.082104] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:01.082130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:01.082185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:01.138143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:01.139013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:01.139112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:01.139145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:01.276525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:01.276718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:01.276776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:01.276817] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:01.282316] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-11-28T20:24:01.282837] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-11-28T20:24:01.283025] [INFO ] [sig       ] JPM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:01.438474] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JPM.txt
[2025-11-28T20:24:01.438634] [INFO ] [sig       ] [1782/3606] Completed JPM in 0.4s | 2.98 sym/s | Total: 10.0m | ETA: 10.2m
[2025-11-28T20:24:01.438675] [INFO ] [sig       ] [1783/3606] Forecasting JQC...
[2025-11-28T20:24:01.438704] [INFO ] [sig       ] Generating forecast for: JQC
[2025-11-28T20:24:01.438734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-11-28T20:24:01.451255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-11-28T20:24:01.451666] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-11-28T20:24:01.452447] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-11-28T20:24:01.452496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:01.452529] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:01.452554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:01.452630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:01.509187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:01.510051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:01.510131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:01.510163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:01.637509] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:01.637685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:01.637725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:01.637752] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:01.641118] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=82.46%)
[2025-11-28T20:24:01.641398] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-11-28T20:24:01.641540] [INFO ] [sig       ] JQC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:01.780424] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JQC.txt
[2025-11-28T20:24:01.780595] [INFO ] [sig       ] [1783/3606] Completed JQC in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.2m
[2025-11-28T20:24:01.780635] [INFO ] [sig       ] [1784/3606] Forecasting JRI...
[2025-11-28T20:24:01.780664] [INFO ] [sig       ] Generating forecast for: JRI
[2025-11-28T20:24:01.780692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-11-28T20:24:01.792363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-11-28T20:24:01.792758] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-11-28T20:24:01.793502] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-11-28T20:24:01.793551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:01.793599] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:01.793627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:01.793681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:01.850061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:01.850909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:01.850984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:01.851016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:01.979113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:01.979259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:01.979297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:01.979325] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:01.982834] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2025-11-28T20:24:01.983098] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-11-28T20:24:01.983214] [INFO ] [sig       ] JRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:02.121161] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JRI.txt
[2025-11-28T20:24:02.121292] [INFO ] [sig       ] [1784/3606] Completed JRI in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.2m
[2025-11-28T20:24:02.121330] [INFO ] [sig       ] [1785/3606] Forecasting JRS...
[2025-11-28T20:24:02.121360] [INFO ] [sig       ] Generating forecast for: JRS
[2025-11-28T20:24:02.121401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-11-28T20:24:02.133561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-11-28T20:24:02.134022] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-11-28T20:24:02.134997] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-11-28T20:24:02.135057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:02.135095] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:02.135130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:02.135224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:02.192686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:02.193629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:02.193772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:02.193806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:02.317469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:02.317651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:02.317698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:02.317739] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:02.321894] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=47.99%)
[2025-11-28T20:24:02.322232] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-11-28T20:24:02.322365] [INFO ] [sig       ] JRS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:02.460361] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JRS.txt
[2025-11-28T20:24:02.460496] [INFO ] [sig       ] [1785/3606] Completed JRS in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.2m
[2025-11-28T20:24:02.460533] [INFO ] [sig       ] [1786/3606] Forecasting JSM...
[2025-11-28T20:24:02.460562] [INFO ] [sig       ] Generating forecast for: JSM
[2025-11-28T20:24:02.460611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-11-28T20:24:02.472851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-11-28T20:24:02.473217] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-11-28T20:24:02.473984] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-11-28T20:24:02.474035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:02.474065] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:02.474091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:02.474147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:02.529140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:02.529748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:02.529823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:02.529854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:02.645647] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:02.645790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:02.645827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:02.645854] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:02.649169] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=39.22%)
[2025-11-28T20:24:02.649434] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-11-28T20:24:02.649551] [INFO ] [sig       ] JSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:02.789672] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JSM.txt
[2025-11-28T20:24:02.789851] [INFO ] [sig       ] [1786/3606] Completed JSM in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.2m
[2025-11-28T20:24:02.789906] [INFO ] [sig       ] [1787/3606] Forecasting JSMD...
[2025-11-28T20:24:02.789949] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-11-28T20:24:02.789993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-11-28T20:24:02.802978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-11-28T20:24:02.803399] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-11-28T20:24:02.804229] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-11-28T20:24:02.804293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:02.804325] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:02.804352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:02.804406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:02.862593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:02.863461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:02.863558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:02.863631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:02.993140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:02.993290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:02.993358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:02.993407] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:02.996936] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-11-28T20:24:02.997208] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-11-28T20:24:02.997336] [INFO ] [sig       ] JSMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:03.140519] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JSMD.txt
[2025-11-28T20:24:03.140675] [INFO ] [sig       ] [1787/3606] Completed JSMD in 0.4s | 2.98 sym/s | Total: 10.0m | ETA: 10.2m
[2025-11-28T20:24:03.140715] [INFO ] [sig       ] [1788/3606] Forecasting JSML...
[2025-11-28T20:24:03.140745] [INFO ] [sig       ] Generating forecast for: JSML
[2025-11-28T20:24:03.140773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-11-28T20:24:03.152660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-11-28T20:24:03.153044] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-11-28T20:24:03.153799] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-11-28T20:24:03.153847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:03.153878] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:03.153904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:03.153958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:03.209769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:03.210371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:03.210449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:03.210480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:03.320148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:03.320277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:03.320315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:03.320344] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:03.323598] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=53.58%)
[2025-11-28T20:24:03.323860] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-11-28T20:24:03.323977] [INFO ] [sig       ] JSML: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:03.460557] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JSML.txt
[2025-11-28T20:24:03.460738] [INFO ] [sig       ] [1788/3606] Completed JSML in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.2m
[2025-11-28T20:24:03.460776] [INFO ] [sig       ] [1789/3606] Forecasting JTAI...
[2025-11-28T20:24:03.460807] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-11-28T20:24:03.460836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-11-28T20:24:03.473968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-11-28T20:24:03.474262] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-11-28T20:24:03.474990] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-11-28T20:24:03.475038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:03.475069] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:03.475095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:03.475148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:03.529586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:03.530150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:03.530222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:03.530253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:03.647532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:03.647682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:03.647719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:03.647745] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:03.651012] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=73.25%)
[2025-11-28T20:24:03.651265] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-11-28T20:24:03.651378] [INFO ] [sig       ] JTAI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:03.788731] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JTAI.txt
[2025-11-28T20:24:03.788881] [INFO ] [sig       ] [1789/3606] Completed JTAI in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.2m
[2025-11-28T20:24:03.788919] [INFO ] [sig       ] [1790/3606] Forecasting JTEK...
[2025-11-28T20:24:03.788948] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-11-28T20:24:03.788978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-11-28T20:24:03.800429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-11-28T20:24:03.800841] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-11-28T20:24:03.801648] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-11-28T20:24:03.801704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:03.801735] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:03.801761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:03.801816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:03.856946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:03.857764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:03.857844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:03.857876] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:03.972974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:03.973116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:03.973152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:03.973181] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:03.976355] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=21.80%)
[2025-11-28T20:24:03.976628] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-11-28T20:24:03.976742] [INFO ] [sig       ] JTEK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:04.112424] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JTEK.txt
[2025-11-28T20:24:04.112599] [INFO ] [sig       ] [1790/3606] Completed JTEK in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.2m
[2025-11-28T20:24:04.112640] [INFO ] [sig       ] [1791/3606] Forecasting JVA...
[2025-11-28T20:24:04.112669] [INFO ] [sig       ] Generating forecast for: JVA
[2025-11-28T20:24:04.112699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-11-28T20:24:04.125367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-11-28T20:24:04.125644] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-11-28T20:24:04.126515] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-11-28T20:24:04.126586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:04.126620] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:04.126647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:04.126700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:04.181746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:04.182348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:04.182420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:04.182451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:04.300890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:04.301030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:04.301066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:04.301094] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:04.304265] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-11-28T20:24:04.304518] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-11-28T20:24:04.304650] [INFO ] [sig       ] JVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:04.442835] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JVA.txt
[2025-11-28T20:24:04.442990] [INFO ] [sig       ] [1791/3606] Completed JVA in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.1m
[2025-11-28T20:24:04.443030] [INFO ] [sig       ] [1792/3606] Forecasting JXN...
[2025-11-28T20:24:04.443058] [INFO ] [sig       ] Generating forecast for: JXN
[2025-11-28T20:24:04.443089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-11-28T20:24:04.455613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-11-28T20:24:04.456009] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-11-28T20:24:04.456858] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-11-28T20:24:04.456911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:04.456971] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:04.456998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:04.457053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:04.512128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:04.512949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:04.513030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:04.513061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:04.636550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:04.636712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:04.636749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:04.636776] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:04.640036] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=90.34%)
[2025-11-28T20:24:04.640318] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-11-28T20:24:04.640433] [INFO ] [sig       ] JXN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:04.777654] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JXN.txt
[2025-11-28T20:24:04.777782] [INFO ] [sig       ] [1792/3606] Completed JXN in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.1m
[2025-11-28T20:24:04.777822] [INFO ] [sig       ] [1793/3606] Forecasting K...
[2025-11-28T20:24:04.777853] [INFO ] [sig       ] Generating forecast for: K
[2025-11-28T20:24:04.777883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-11-28T20:24:04.790964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'K'.
[2025-11-28T20:24:04.791416] [INFO ] [FORECASTER] Starting predict_future for K
[2025-11-28T20:24:04.792272] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-11-28T20:24:04.792322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:04.792353] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:04.792378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:04.792435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:04.847956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:04.849084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:04.849175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:04.849207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:04.972078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:04.972298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:04.972340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:04.972368] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:04.976039] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-11-28T20:24:04.976322] [INFO ] [FORECASTER] Completed predict_future for K
[2025-11-28T20:24:04.976447] [INFO ] [sig       ] K: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:05.115036] [INFO ] [LOCAL     ] Saved forecast: K	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/K.txt
[2025-11-28T20:24:05.115236] [INFO ] [sig       ] [1793/3606] Completed K in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.1m
[2025-11-28T20:24:05.115277] [INFO ] [sig       ] [1794/3606] Forecasting KAI...
[2025-11-28T20:24:05.115306] [INFO ] [sig       ] Generating forecast for: KAI
[2025-11-28T20:24:05.115339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-11-28T20:24:05.128192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-11-28T20:24:05.128618] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-11-28T20:24:05.129438] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-11-28T20:24:05.129487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:05.129518] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:05.129544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:05.129620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:05.184317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:05.185341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:05.185436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:05.185468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:05.312181] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:05.312402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:05.312475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:05.312505] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:05.316262] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=33.55%)
[2025-11-28T20:24:05.316570] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-11-28T20:24:05.316724] [INFO ] [sig       ] KAI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:05.456160] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KAI.txt
[2025-11-28T20:24:05.456294] [INFO ] [sig       ] [1794/3606] Completed KAI in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.1m
[2025-11-28T20:24:05.456332] [INFO ] [sig       ] [1795/3606] Forecasting KARO...
[2025-11-28T20:24:05.456360] [INFO ] [sig       ] Generating forecast for: KARO
[2025-11-28T20:24:05.456391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-11-28T20:24:05.470041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-11-28T20:24:05.470557] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-11-28T20:24:05.471507] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-11-28T20:24:05.471559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:05.471612] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:05.471641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:05.471698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:05.529758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:05.530925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:05.531022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:05.531056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:05.654762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:05.654994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:05.655039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:05.655068] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:05.659185] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=20.00%)
[2025-11-28T20:24:05.659550] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-11-28T20:24:05.659734] [INFO ] [sig       ] KARO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:05.810714] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KARO.txt
[2025-11-28T20:24:05.810877] [INFO ] [sig       ] [1795/3606] Completed KARO in 0.4s | 2.98 sym/s | Total: 10.0m | ETA: 10.1m
[2025-11-28T20:24:05.810917] [INFO ] [sig       ] [1796/3606] Forecasting KB...
[2025-11-28T20:24:05.810947] [INFO ] [sig       ] Generating forecast for: KB
[2025-11-28T20:24:05.810980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-11-28T20:24:05.822238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-11-28T20:24:05.822631] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-11-28T20:24:05.823387] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-11-28T20:24:05.823438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:05.823469] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:05.823497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:05.823552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:05.880921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:05.881831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:05.881912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:05.881945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:06.003813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:06.003964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:06.004003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:06.004034] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:06.007444] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-11-28T20:24:06.007815] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-11-28T20:24:06.007953] [INFO ] [sig       ] KB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:06.152056] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KB.txt
[2025-11-28T20:24:06.152227] [INFO ] [sig       ] [1796/3606] Completed KB in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 10.1m
[2025-11-28T20:24:06.152271] [INFO ] [sig       ] [1797/3606] Forecasting KBH...
[2025-11-28T20:24:06.152300] [INFO ] [sig       ] Generating forecast for: KBH
[2025-11-28T20:24:06.152330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-11-28T20:24:06.164324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-11-28T20:24:06.164755] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-11-28T20:24:06.165526] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-11-28T20:24:06.165598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:06.165630] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:06.165655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:06.165709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:06.223032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:06.223935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:06.224022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:06.224055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:06.354271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:06.354426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:06.354467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:06.354496] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:06.357950] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-11-28T20:24:06.361379] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-11-28T20:24:06.361545] [INFO ] [sig       ] KBH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:06.508431] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KBH.txt
[2025-11-28T20:24:06.508608] [INFO ] [sig       ] [1797/3606] Completed KBH in 0.4s | 2.98 sym/s | Total: 10.0m | ETA: 10.1m
[2025-11-28T20:24:06.508660] [INFO ] [sig       ] [1798/3606] Forecasting KBWB...
[2025-11-28T20:24:06.508696] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-11-28T20:24:06.508727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-11-28T20:24:06.520247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-11-28T20:24:06.520610] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-11-28T20:24:06.521342] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-11-28T20:24:06.521391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:06.521461] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:06.521499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:06.521595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:06.579040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:06.579890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:06.579969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:06.580003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:06.701666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:06.701813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:06.701853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:06.701882] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:06.705237] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-11-28T20:24:06.705507] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-11-28T20:24:06.705653] [INFO ] [sig       ] KBWB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:06.845590] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KBWB.txt
[2025-11-28T20:24:06.845749] [INFO ] [sig       ] [1798/3606] Completed KBWB in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.1m
[2025-11-28T20:24:06.845789] [INFO ] [sig       ] [1799/3606] Forecasting KBWD...
[2025-11-28T20:24:06.845817] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-11-28T20:24:06.845846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-11-28T20:24:06.857519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-11-28T20:24:06.857873] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-11-28T20:24:06.858680] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-11-28T20:24:06.858730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:06.858762] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:06.858788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:06.858844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:06.917064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:06.917756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:06.917833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:06.917866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:07.043445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:07.043617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:07.043662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:07.043704] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:07.047019] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-11-28T20:24:07.047302] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-11-28T20:24:07.047424] [INFO ] [sig       ] KBWD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:07.188728] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KBWD.txt
[2025-11-28T20:24:07.188877] [INFO ] [sig       ] [1799/3606] Completed KBWD in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.1m
[2025-11-28T20:24:07.188917] [INFO ] [sig       ] [1800/3606] Forecasting KBWP...
[2025-11-28T20:24:07.188944] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-11-28T20:24:07.188972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-11-28T20:24:07.200694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-11-28T20:24:07.201026] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-11-28T20:24:07.201808] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-11-28T20:24:07.201857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:07.201886] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:07.201911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:07.201966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:07.258998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:07.259873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:07.259955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:07.259989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:07.382960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:07.383105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:07.383143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:07.383174] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:07.386524] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-11-28T20:24:07.386806] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-11-28T20:24:07.386923] [INFO ] [sig       ] KBWP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:07.527479] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KBWP.txt
[2025-11-28T20:24:07.527636] [INFO ] [sig       ] [1800/3606] Completed KBWP in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.1m
[2025-11-28T20:24:07.527677] [INFO ] [sig       ] [1801/3606] Forecasting KBWY...
[2025-11-28T20:24:07.527706] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-11-28T20:24:07.527734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-11-28T20:24:07.540067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-11-28T20:24:07.540430] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-11-28T20:24:07.541184] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-11-28T20:24:07.541233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:07.541263] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:07.541289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:07.541343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:07.597946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:07.598825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:07.598906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:07.598938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:07.718052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:07.718204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:07.718244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:07.718271] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:07.721632] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-11-28T20:24:07.721912] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-11-28T20:24:07.722032] [INFO ] [sig       ] KBWY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:07.862522] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KBWY.txt
[2025-11-28T20:24:07.862713] [INFO ] [sig       ] [1801/3606] Completed KBWY in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.1m
[2025-11-28T20:24:07.862759] [INFO ] [sig       ] [1802/3606] Forecasting KC...
[2025-11-28T20:24:07.862797] [INFO ] [sig       ] Generating forecast for: KC
[2025-11-28T20:24:07.862829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-11-28T20:24:07.874963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-11-28T20:24:07.875363] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-11-28T20:24:07.876122] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-11-28T20:24:07.876171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:07.876201] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:07.876228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:07.876283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:07.932045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:07.932893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:07.933006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:07.933038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:08.062939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:08.063088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:08.063125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:08.063152] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:08.066412] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=8.18%)
[2025-11-28T20:24:08.066688] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-11-28T20:24:08.066804] [INFO ] [sig       ] KC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:08.202438] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KC.txt
[2025-11-28T20:24:08.202564] [INFO ] [sig       ] [1802/3606] Completed KC in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.1m
[2025-11-28T20:24:08.202620] [INFO ] [sig       ] [1803/3606] Forecasting KD...
[2025-11-28T20:24:08.202650] [INFO ] [sig       ] Generating forecast for: KD
[2025-11-28T20:24:08.202679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-11-28T20:24:08.213621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-11-28T20:24:08.213901] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-11-28T20:24:08.214692] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-11-28T20:24:08.214743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:08.214776] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:08.214803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:08.214860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:08.271673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:08.272277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:08.272352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:08.272383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:08.397042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:08.397187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:08.397224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:08.397252] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:08.400461] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-11-28T20:24:08.400732] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-11-28T20:24:08.400846] [INFO ] [sig       ] KD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:08.534852] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KD.txt
[2025-11-28T20:24:08.534980] [INFO ] [sig       ] [1803/3606] Completed KD in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.1m
[2025-11-28T20:24:08.535018] [INFO ] [sig       ] [1804/3606] Forecasting KDP...
[2025-11-28T20:24:08.535049] [INFO ] [sig       ] Generating forecast for: KDP
[2025-11-28T20:24:08.535078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-11-28T20:24:08.546876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-11-28T20:24:08.547178] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-11-28T20:24:08.547943] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-11-28T20:24:08.547992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:08.548048] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:08.548078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:08.548134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:08.604428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:08.605294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:08.605383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:08.605416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:08.724053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:08.724207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:08.724243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:08.724270] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:08.727501] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-11-28T20:24:08.727777] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-11-28T20:24:08.727894] [INFO ] [sig       ] KDP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:08.866249] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KDP.txt
[2025-11-28T20:24:08.866395] [INFO ] [sig       ] [1804/3606] Completed KDP in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.1m
[2025-11-28T20:24:08.866432] [INFO ] [sig       ] [1805/3606] Forecasting KE...
[2025-11-28T20:24:08.866462] [INFO ] [sig       ] Generating forecast for: KE
[2025-11-28T20:24:08.866491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-11-28T20:24:08.877389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-11-28T20:24:08.877674] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-11-28T20:24:08.878455] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-11-28T20:24:08.878504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:08.878535] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:08.878562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:08.878639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:08.935592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:08.936437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:08.936518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:08.936551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:09.058783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:09.058930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:09.058967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:09.059014] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:09.062246] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-11-28T20:24:09.062519] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-11-28T20:24:09.062660] [INFO ] [sig       ] KE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:09.198260] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KE.txt
[2025-11-28T20:24:09.198401] [INFO ] [sig       ] [1805/3606] Completed KE in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.1m
[2025-11-28T20:24:09.198439] [INFO ] [sig       ] [1806/3606] Forecasting KELYA...
[2025-11-28T20:24:09.198468] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-11-28T20:24:09.198497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-11-28T20:24:09.209518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-11-28T20:24:09.209821] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-11-28T20:24:09.210564] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-11-28T20:24:09.210639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:09.210671] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:09.210699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:09.210755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:09.266836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:09.267433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:09.267506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:09.267538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:09.386205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:09.386341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:09.386379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:09.386406] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:09.389607] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=45.94%)
[2025-11-28T20:24:09.389862] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-11-28T20:24:09.389975] [INFO ] [sig       ] KELYA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:09.524282] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KELYA.txt
[2025-11-28T20:24:09.524406] [INFO ] [sig       ] [1806/3606] Completed KELYA in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.1m
[2025-11-28T20:24:09.524448] [INFO ] [sig       ] [1807/3606] Forecasting KEN...
[2025-11-28T20:24:09.524479] [INFO ] [sig       ] Generating forecast for: KEN
[2025-11-28T20:24:09.524510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-11-28T20:24:09.535278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-11-28T20:24:09.535605] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-11-28T20:24:09.536386] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-11-28T20:24:09.536438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:09.536471] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:09.536499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:09.536557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:09.594071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:09.594730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:09.594806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:09.594853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:09.711512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:09.711686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:09.711723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:09.711750] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:09.714951] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-11-28T20:24:09.715200] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-11-28T20:24:09.715312] [INFO ] [sig       ] KEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:09.851871] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KEN.txt
[2025-11-28T20:24:09.852001] [INFO ] [sig       ] [1807/3606] Completed KEN in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.1m
[2025-11-28T20:24:09.852038] [INFO ] [sig       ] [1808/3606] Forecasting KEP...
[2025-11-28T20:24:09.852066] [INFO ] [sig       ] Generating forecast for: KEP
[2025-11-28T20:24:09.852093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-11-28T20:24:09.862946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-11-28T20:24:09.863232] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-11-28T20:24:09.864012] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-11-28T20:24:09.864060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:09.864091] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:09.864117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:09.864171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:09.918921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:09.919514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:09.919610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:09.919651] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:10.037906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:10.038064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:10.038106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:10.038136] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:10.041455] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-11-28T20:24:10.041744] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-11-28T20:24:10.041864] [INFO ] [sig       ] KEP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:10.177340] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KEP.txt
[2025-11-28T20:24:10.177460] [INFO ] [sig       ] [1808/3606] Completed KEP in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.1m
[2025-11-28T20:24:10.177497] [INFO ] [sig       ] [1809/3606] Forecasting KEX...
[2025-11-28T20:24:10.177526] [INFO ] [sig       ] Generating forecast for: KEX
[2025-11-28T20:24:10.177554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-11-28T20:24:10.188460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-11-28T20:24:10.188758] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-11-28T20:24:10.189479] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-11-28T20:24:10.189526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:10.189596] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:10.189626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:10.189692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:10.244511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:10.245105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:10.245176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:10.245207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:10.368671] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:10.368833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:10.368873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:10.368899] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:10.372074] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-11-28T20:24:10.372326] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-11-28T20:24:10.372442] [INFO ] [sig       ] KEX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:10.509101] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KEX.txt
[2025-11-28T20:24:10.509218] [INFO ] [sig       ] [1809/3606] Completed KEX in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.0m
[2025-11-28T20:24:10.509256] [INFO ] [sig       ] [1810/3606] Forecasting KEYS...
[2025-11-28T20:24:10.509285] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-11-28T20:24:10.509314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-11-28T20:24:10.520612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-11-28T20:24:10.520897] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-11-28T20:24:10.521703] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-11-28T20:24:10.521754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:10.521786] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:10.521814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:10.521870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:10.578678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:10.579288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:10.579361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:10.579393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:10.704626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:10.704766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:10.704803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:10.704831] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:10.708062] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-11-28T20:24:10.708321] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-11-28T20:24:10.708435] [INFO ] [sig       ] KEYS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:10.845061] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KEYS.txt
[2025-11-28T20:24:10.845183] [INFO ] [sig       ] [1810/3606] Completed KEYS in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.0m
[2025-11-28T20:24:10.845221] [INFO ] [sig       ] [1811/3606] Forecasting KFS...
[2025-11-28T20:24:10.845249] [INFO ] [sig       ] Generating forecast for: KFS
[2025-11-28T20:24:10.845278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-11-28T20:24:10.856253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-11-28T20:24:10.856557] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-11-28T20:24:10.857288] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-11-28T20:24:10.857347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:10.857379] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:10.857404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:10.857458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:10.914565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:10.915201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:10.915275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:10.915308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:11.034553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:11.034720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:11.034760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:11.034788] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:11.038118] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=44.98%)
[2025-11-28T20:24:11.038391] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-11-28T20:24:11.038519] [INFO ] [sig       ] KFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:11.179008] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KFS.txt
[2025-11-28T20:24:11.179155] [INFO ] [sig       ] [1811/3606] Completed KFS in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.0m
[2025-11-28T20:24:11.179193] [INFO ] [sig       ] [1812/3606] Forecasting KFY...
[2025-11-28T20:24:11.179221] [INFO ] [sig       ] Generating forecast for: KFY
[2025-11-28T20:24:11.179252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-11-28T20:24:11.189908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-11-28T20:24:11.190250] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-11-28T20:24:11.191004] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-11-28T20:24:11.191053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:11.191083] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:11.191108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:11.191162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:11.247270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:11.248156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:11.248237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:11.248270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:11.366120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:11.366284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:11.366323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:11.366393] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:11.369875] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=66.83%)
[2025-11-28T20:24:11.370179] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-11-28T20:24:11.370312] [INFO ] [sig       ] KFY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:11.505630] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KFY.txt
[2025-11-28T20:24:11.505766] [INFO ] [sig       ] [1812/3606] Completed KFY in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.0m
[2025-11-28T20:24:11.505804] [INFO ] [sig       ] [1813/3606] Forecasting KGS...
[2025-11-28T20:24:11.505831] [INFO ] [sig       ] Generating forecast for: KGS
[2025-11-28T20:24:11.505860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-11-28T20:24:11.516616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-11-28T20:24:11.516890] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-11-28T20:24:11.517638] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-11-28T20:24:11.517686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:11.517716] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:11.517741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:11.517795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:11.573970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:11.574558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:11.574655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:11.574690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:11.694550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:11.694695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:11.694735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:11.694763] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:11.698102] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-11-28T20:24:11.698365] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-11-28T20:24:11.698497] [INFO ] [sig       ] KGS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:11.832828] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KGS.txt
[2025-11-28T20:24:11.832946] [INFO ] [sig       ] [1813/3606] Completed KGS in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.0m
[2025-11-28T20:24:11.832982] [INFO ] [sig       ] [1814/3606] Forecasting KHC...
[2025-11-28T20:24:11.833010] [INFO ] [sig       ] Generating forecast for: KHC
[2025-11-28T20:24:11.833037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-11-28T20:24:11.843817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-11-28T20:24:11.844077] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-11-28T20:24:11.844806] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-11-28T20:24:11.844854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:11.844884] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:11.844909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:11.844964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:11.901127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:11.901757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:11.901844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:11.901878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:12.027594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:12.027736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:12.027774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:12.027802] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:12.031203] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-11-28T20:24:12.031468] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-11-28T20:24:12.031607] [INFO ] [sig       ] KHC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:12.168299] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KHC.txt
[2025-11-28T20:24:12.168455] [INFO ] [sig       ] [1814/3606] Completed KHC in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.0m
[2025-11-28T20:24:12.168498] [INFO ] [sig       ] [1815/3606] Forecasting KIDS...
[2025-11-28T20:24:12.168527] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-11-28T20:24:12.168557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-11-28T20:24:12.179278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-11-28T20:24:12.179588] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-11-28T20:24:12.180359] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-11-28T20:24:12.180409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:12.180440] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:12.180467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:12.180523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:12.237555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:12.238332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:12.238412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:12.238443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:12.353981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:12.354112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:12.354149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:12.354176] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:12.357406] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-11-28T20:24:12.357697] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-11-28T20:24:12.357814] [INFO ] [sig       ] KIDS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:12.494428] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KIDS.txt
[2025-11-28T20:24:12.494549] [INFO ] [sig       ] [1815/3606] Completed KIDS in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 10.0m
[2025-11-28T20:24:12.494604] [INFO ] [sig       ] [1816/3606] Forecasting KIM...
[2025-11-28T20:24:12.494634] [INFO ] [sig       ] Generating forecast for: KIM
[2025-11-28T20:24:12.494662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-11-28T20:24:12.506002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-11-28T20:24:12.506293] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-11-28T20:24:12.507072] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-11-28T20:24:12.507122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:12.507154] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:12.507183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:12.507238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:12.563720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:12.564351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:12.564426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:12.564457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:12.683534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:12.683675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:12.683715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:12.683742] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:12.686973] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-11-28T20:24:12.687254] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-11-28T20:24:12.687373] [INFO ] [sig       ] KIM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:12.827005] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KIM.txt
[2025-11-28T20:24:12.827131] [INFO ] [sig       ] [1816/3606] Completed KIM in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 10.0m
[2025-11-28T20:24:12.827169] [INFO ] [sig       ] [1817/3606] Forecasting KINS...
[2025-11-28T20:24:12.827198] [INFO ] [sig       ] Generating forecast for: KINS
[2025-11-28T20:24:12.827226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-11-28T20:24:12.838127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-11-28T20:24:12.838424] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-11-28T20:24:12.839253] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-11-28T20:24:12.839303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:12.839333] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:12.839360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:12.839414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:12.895956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:12.896562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:12.896759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:12.896792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:13.012935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:13.013085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:13.013124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:13.013151] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:13.016459] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=25.54%)
[2025-11-28T20:24:13.016740] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-11-28T20:24:13.016861] [INFO ] [sig       ] KINS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:13.153980] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KINS.txt
[2025-11-28T20:24:13.154112] [INFO ] [sig       ] [1817/3606] Completed KINS in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 10.0m
[2025-11-28T20:24:13.154151] [INFO ] [sig       ] [1818/3606] Forecasting KIO...
[2025-11-28T20:24:13.154179] [INFO ] [sig       ] Generating forecast for: KIO
[2025-11-28T20:24:13.154206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-11-28T20:24:13.166066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-11-28T20:24:13.166363] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-11-28T20:24:13.167147] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-11-28T20:24:13.167196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:13.167227] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:13.167254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:13.167309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:13.223950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:13.224731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:13.224808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:13.224840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:13.346280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:13.346418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:13.346475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:13.346503] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:13.349787] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-11-28T20:24:13.350044] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-11-28T20:24:13.350161] [INFO ] [sig       ] KIO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:13.495192] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KIO.txt
[2025-11-28T20:24:13.495344] [INFO ] [sig       ] [1818/3606] Completed KIO in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 10.0m
[2025-11-28T20:24:13.495383] [INFO ] [sig       ] [1819/3606] Forecasting KKRS...
[2025-11-28T20:24:13.495412] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-11-28T20:24:13.495442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-11-28T20:24:13.507128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-11-28T20:24:13.507479] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-11-28T20:24:13.508255] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-11-28T20:24:13.508304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:13.508334] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:13.508361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:13.508415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:13.565152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:13.565989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:13.566106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:13.566140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:13.685431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:13.685595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:13.685637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:13.685666] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:13.688969] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-11-28T20:24:13.689257] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-11-28T20:24:13.689382] [INFO ] [sig       ] KKRS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:13.827850] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KKRS.txt
[2025-11-28T20:24:13.827995] [INFO ] [sig       ] [1819/3606] Completed KKRS in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 10.0m
[2025-11-28T20:24:13.828055] [INFO ] [sig       ] [1820/3606] Forecasting KLAC...
[2025-11-28T20:24:13.828085] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-11-28T20:24:13.828116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-11-28T20:24:13.839027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-11-28T20:24:13.839384] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-11-28T20:24:13.840128] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-11-28T20:24:13.840177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:13.840207] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:13.840233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:13.840288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:13.896753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:13.897566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:13.897661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:13.897693] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:14.036675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:14.036824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:14.036863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:14.036891] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:14.040369] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-11-28T20:24:14.040670] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-11-28T20:24:14.040802] [INFO ] [sig       ] KLAC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:14.181120] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KLAC.txt
[2025-11-28T20:24:14.181317] [INFO ] [sig       ] [1820/3606] Completed KLAC in 0.4s | 2.98 sym/s | Total: 10.2m | ETA: 10.0m
[2025-11-28T20:24:14.181381] [INFO ] [sig       ] [1821/3606] Forecasting KLIC...
[2025-11-28T20:24:14.181435] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-11-28T20:24:14.181487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-11-28T20:24:14.196044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-11-28T20:24:14.196448] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-11-28T20:24:14.197485] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-11-28T20:24:14.197548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:14.197617] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:14.197661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:14.197751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:14.260451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:14.261293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:14.261374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:14.261407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:14.389373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:14.389517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:14.389555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:14.389602] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:14.392924] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-11-28T20:24:14.393199] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-11-28T20:24:14.393322] [INFO ] [sig       ] KLIC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:14.531757] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KLIC.txt
[2025-11-28T20:24:14.531925] [INFO ] [sig       ] [1821/3606] Completed KLIC in 0.4s | 2.98 sym/s | Total: 10.2m | ETA: 10.0m
[2025-11-28T20:24:14.531962] [INFO ] [sig       ] [1822/3606] Forecasting KLXE...
[2025-11-28T20:24:14.531990] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-11-28T20:24:14.532021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-11-28T20:24:14.543734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-11-28T20:24:14.544048] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-11-28T20:24:14.544844] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-11-28T20:24:14.544895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:14.544950] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:14.544979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:14.545035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:14.602464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:14.603140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:14.603216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:14.603249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:14.724457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:14.724617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:14.724656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:14.724683] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:14.727949] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=30.73%)
[2025-11-28T20:24:14.728261] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-11-28T20:24:14.728381] [INFO ] [sig       ] KLXE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:14.863361] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KLXE.txt
[2025-11-28T20:24:14.863522] [INFO ] [sig       ] [1822/3606] Completed KLXE in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 10.0m
[2025-11-28T20:24:14.863560] [INFO ] [sig       ] [1823/3606] Forecasting KMB...
[2025-11-28T20:24:14.863609] [INFO ] [sig       ] Generating forecast for: KMB
[2025-11-28T20:24:14.863640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-11-28T20:24:14.874764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-11-28T20:24:14.875075] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-11-28T20:24:14.875842] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-11-28T20:24:14.875890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:14.875920] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:14.875945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:14.876006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:14.930217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:14.930914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:14.930989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:14.931021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:15.045499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:15.045660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:15.045699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:15.045727] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:15.048960] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-11-28T20:24:15.049222] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-11-28T20:24:15.049342] [INFO ] [sig       ] KMB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:15.183371] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KMB.txt
[2025-11-28T20:24:15.183502] [INFO ] [sig       ] [1823/3606] Completed KMB in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 10.0m
[2025-11-28T20:24:15.183542] [INFO ] [sig       ] [1824/3606] Forecasting KMDA...
[2025-11-28T20:24:15.183698] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-11-28T20:24:15.183747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-11-28T20:24:15.196483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-11-28T20:24:15.196911] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-11-28T20:24:15.197714] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-11-28T20:24:15.197764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:15.197794] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:15.197820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:15.197874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:15.253932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:15.254687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:15.254771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:15.254802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:15.378058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:15.378202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:15.378241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:15.378268] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:15.381632] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=43.57%)
[2025-11-28T20:24:15.381902] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-11-28T20:24:15.382018] [INFO ] [sig       ] KMDA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:15.518678] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KMDA.txt
[2025-11-28T20:24:15.518829] [INFO ] [sig       ] [1824/3606] Completed KMDA in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 10.0m
[2025-11-28T20:24:15.518875] [INFO ] [sig       ] [1825/3606] Forecasting KMI...
[2025-11-28T20:24:15.518905] [INFO ] [sig       ] Generating forecast for: KMI
[2025-11-28T20:24:15.518934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-11-28T20:24:15.530130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-11-28T20:24:15.530414] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-11-28T20:24:15.531161] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-11-28T20:24:15.531209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:15.531240] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:15.531265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:15.531319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:15.586670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:15.587315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:15.587390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:15.587422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:15.710178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:15.710330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:15.710371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:15.710398] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:15.713890] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-11-28T20:24:15.714164] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-11-28T20:24:15.714285] [INFO ] [sig       ] KMI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:15.851679] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KMI.txt
[2025-11-28T20:24:15.851828] [INFO ] [sig       ] [1825/3606] Completed KMI in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 10.0m
[2025-11-28T20:24:15.851885] [INFO ] [sig       ] [1826/3606] Forecasting KMPB...
[2025-11-28T20:24:15.851920] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-11-28T20:24:15.851950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-11-28T20:24:15.864074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-11-28T20:24:15.864406] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-11-28T20:24:15.865161] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-11-28T20:24:15.865209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:15.865263] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:15.865290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:15.865346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:15.919855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:15.920453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:15.920525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:15.920556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:16.028816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:16.028956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:16.028992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:16.029018] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:16.032164] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-11-28T20:24:16.032421] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-11-28T20:24:16.032536] [INFO ] [sig       ] KMPB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:16.166510] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KMPB.txt
[2025-11-28T20:24:16.166646] [INFO ] [sig       ] [1826/3606] Completed KMPB in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 10.0m
[2025-11-28T20:24:16.166684] [INFO ] [sig       ] [1827/3606] Forecasting KMX...
[2025-11-28T20:24:16.166714] [INFO ] [sig       ] Generating forecast for: KMX
[2025-11-28T20:24:16.166744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-11-28T20:24:16.180898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-11-28T20:24:16.181212] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-11-28T20:24:16.182117] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-11-28T20:24:16.182174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:16.182210] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:16.182242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:16.182318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:16.245661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:16.246425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:16.246501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:16.246532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:16.362383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:16.362536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:16.362590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:16.362620] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:16.365911] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-11-28T20:24:16.366202] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-11-28T20:24:16.366343] [INFO ] [sig       ] KMX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:16.505658] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KMX.txt
[2025-11-28T20:24:16.505807] [INFO ] [sig       ] [1827/3606] Completed KMX in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.9m
[2025-11-28T20:24:16.505854] [INFO ] [sig       ] [1828/3606] Forecasting KN...
[2025-11-28T20:24:16.505888] [INFO ] [sig       ] Generating forecast for: KN
[2025-11-28T20:24:16.505922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-11-28T20:24:16.516979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-11-28T20:24:16.517322] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-11-28T20:24:16.518137] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-11-28T20:24:16.518194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:16.518232] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:16.518259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:16.518314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:16.576352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:16.577035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:16.577111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:16.577144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:16.701060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:16.701200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:16.701236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:16.701263] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:16.704458] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2025-11-28T20:24:16.704732] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-11-28T20:24:16.704847] [INFO ] [sig       ] KN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:16.843518] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KN.txt
[2025-11-28T20:24:16.843674] [INFO ] [sig       ] [1828/3606] Completed KN in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.9m
[2025-11-28T20:24:16.843713] [INFO ] [sig       ] [1829/3606] Forecasting KNF...
[2025-11-28T20:24:16.843741] [INFO ] [sig       ] Generating forecast for: KNF
[2025-11-28T20:24:16.843770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-11-28T20:24:16.855115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-11-28T20:24:16.855410] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-11-28T20:24:16.856180] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-11-28T20:24:16.856231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:16.856262] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:16.856287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:16.856343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:16.912011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:16.912680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:16.912758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:16.912790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:17.029205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:17.029346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:17.029384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:17.029430] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:17.033365] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-11-28T20:24:17.033700] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-11-28T20:24:17.033843] [INFO ] [sig       ] KNF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:17.172320] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KNF.txt
[2025-11-28T20:24:17.172449] [INFO ] [sig       ] [1829/3606] Completed KNF in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.9m
[2025-11-28T20:24:17.172488] [INFO ] [sig       ] [1830/3606] Forecasting KNOP...
[2025-11-28T20:24:17.172516] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-11-28T20:24:17.172545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-11-28T20:24:17.183234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-11-28T20:24:17.183528] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-11-28T20:24:17.184345] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-11-28T20:24:17.184396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:17.184428] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:17.184455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:17.184510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:17.240383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:17.241084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:17.241159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:17.241192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:17.360453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:17.360617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:17.360656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:17.360683] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:17.363887] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=47.44%)
[2025-11-28T20:24:17.364143] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-11-28T20:24:17.364256] [INFO ] [sig       ] KNOP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:17.504165] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KNOP.txt
[2025-11-28T20:24:17.504295] [INFO ] [sig       ] [1830/3606] Completed KNOP in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.9m
[2025-11-28T20:24:17.504333] [INFO ] [sig       ] [1831/3606] Forecasting KNSA...
[2025-11-28T20:24:17.504359] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-11-28T20:24:17.504388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-11-28T20:24:17.515215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-11-28T20:24:17.515507] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-11-28T20:24:17.516342] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-11-28T20:24:17.516391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:17.516423] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:17.516449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:17.516505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:17.574142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:17.574991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:17.575089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:17.575123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:17.703891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:17.704047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:17.704086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:17.704115] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:17.707481] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=69.42%)
[2025-11-28T20:24:17.707799] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-11-28T20:24:17.707933] [INFO ] [sig       ] KNSA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:17.856330] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KNSA.txt
[2025-11-28T20:24:17.856478] [INFO ] [sig       ] [1831/3606] Completed KNSA in 0.4s | 2.98 sym/s | Total: 10.2m | ETA: 9.9m
[2025-11-28T20:24:17.856517] [INFO ] [sig       ] [1832/3606] Forecasting KNSL...
[2025-11-28T20:24:17.856546] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-11-28T20:24:17.856591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-11-28T20:24:17.867989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-11-28T20:24:17.868391] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-11-28T20:24:17.869186] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-11-28T20:24:17.869236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:17.869266] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:17.869292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:17.869346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:17.924475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:17.925210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:17.925284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:17.925317] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:18.042783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:18.042929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:18.042965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:18.042992] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:18.046161] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=87.02%)
[2025-11-28T20:24:18.046416] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-11-28T20:24:18.046529] [INFO ] [sig       ] KNSL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:18.181118] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KNSL.txt
[2025-11-28T20:24:18.181239] [INFO ] [sig       ] [1832/3606] Completed KNSL in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.9m
[2025-11-28T20:24:18.181278] [INFO ] [sig       ] [1833/3606] Forecasting KNTK...
[2025-11-28T20:24:18.181305] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-11-28T20:24:18.181334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-11-28T20:24:18.192258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-11-28T20:24:18.192540] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-11-28T20:24:18.193273] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-11-28T20:24:18.193321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:18.193351] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:18.193389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:18.193449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:18.248306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:18.248949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:18.249026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:18.249056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:18.368492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:18.368635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:18.368674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:18.368700] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:18.371902] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=43.93%)
[2025-11-28T20:24:18.372155] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-11-28T20:24:18.372268] [INFO ] [sig       ] KNTK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:18.549733] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KNTK.txt
[2025-11-28T20:24:18.549894] [INFO ] [sig       ] [1833/3606] Completed KNTK in 0.4s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:18.549937] [INFO ] [sig       ] [1834/3606] Forecasting KNX...
[2025-11-28T20:24:18.549966] [INFO ] [sig       ] Generating forecast for: KNX
[2025-11-28T20:24:18.549996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-11-28T20:24:18.561244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-11-28T20:24:18.561505] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-11-28T20:24:18.562245] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-11-28T20:24:18.562293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:18.562323] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:18.562349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:18.562403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:18.617227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:18.617887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:18.617961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:18.617992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:18.739597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:18.739742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:18.739781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:18.739808] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:18.743030] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=77.09%)
[2025-11-28T20:24:18.743289] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-11-28T20:24:18.743404] [INFO ] [sig       ] KNX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:18.887386] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KNX.txt
[2025-11-28T20:24:18.887537] [INFO ] [sig       ] [1834/3606] Completed KNX in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:18.887594] [INFO ] [sig       ] [1835/3606] Forecasting KOD...
[2025-11-28T20:24:18.887625] [INFO ] [sig       ] Generating forecast for: KOD
[2025-11-28T20:24:18.887654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-11-28T20:24:18.901671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-11-28T20:24:18.902028] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-11-28T20:24:18.902974] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-11-28T20:24:18.903033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:18.903071] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:18.903104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:18.903180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:18.964837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:18.965523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:18.965613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:18.965646] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:19.086762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:19.086911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:19.086950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:19.086981] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:19.090415] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=21.34%)
[2025-11-28T20:24:19.090703] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-11-28T20:24:19.090827] [INFO ] [sig       ] KOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:19.228731] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KOD.txt
[2025-11-28T20:24:19.228870] [INFO ] [sig       ] [1835/3606] Completed KOD in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:19.228910] [INFO ] [sig       ] [1836/3606] Forecasting KODK...
[2025-11-28T20:24:19.228939] [INFO ] [sig       ] Generating forecast for: KODK
[2025-11-28T20:24:19.228970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-11-28T20:24:19.240590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-11-28T20:24:19.240902] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-11-28T20:24:19.241634] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-11-28T20:24:19.241683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:19.241712] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:19.241738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:19.241792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:19.298090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:19.298863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:19.298968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:19.299002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:19.423476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:19.423638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:19.423678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:19.423707] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:19.427098] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=22.53%)
[2025-11-28T20:24:19.427372] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-11-28T20:24:19.427500] [INFO ] [sig       ] KODK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:19.567669] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KODK.txt
[2025-11-28T20:24:19.567799] [INFO ] [sig       ] [1836/3606] Completed KODK in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:19.567838] [INFO ] [sig       ] [1837/3606] Forecasting KOF...
[2025-11-28T20:24:19.567869] [INFO ] [sig       ] Generating forecast for: KOF
[2025-11-28T20:24:19.567918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-11-28T20:24:19.579240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-11-28T20:24:19.579522] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-11-28T20:24:19.580275] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-11-28T20:24:19.580325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:19.580365] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:19.580401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:19.580460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:19.637539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:19.638328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:19.638404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:19.638437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:19.759434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:19.759725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:19.759771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:19.759800] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:19.763083] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=23.45%)
[2025-11-28T20:24:19.763349] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-11-28T20:24:19.763465] [INFO ] [sig       ] KOF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:19.899810] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KOF.txt
[2025-11-28T20:24:19.899934] [INFO ] [sig       ] [1837/3606] Completed KOF in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:19.899970] [INFO ] [sig       ] [1838/3606] Forecasting KOP...
[2025-11-28T20:24:19.899999] [INFO ] [sig       ] Generating forecast for: KOP
[2025-11-28T20:24:19.900029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-11-28T20:24:19.910811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-11-28T20:24:19.911082] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-11-28T20:24:19.911820] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-11-28T20:24:19.911877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:19.911912] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:19.911943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:19.912007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:19.966941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:19.967551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:19.967759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:19.967793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:20.087622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:20.087755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:20.087792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:20.087818] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:20.091011] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-11-28T20:24:20.091275] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-11-28T20:24:20.091390] [INFO ] [sig       ] KOP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:20.227011] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KOP.txt
[2025-11-28T20:24:20.227145] [INFO ] [sig       ] [1838/3606] Completed KOP in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:20.227184] [INFO ] [sig       ] [1839/3606] Forecasting KOPN...
[2025-11-28T20:24:20.227211] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-11-28T20:24:20.227240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-11-28T20:24:20.238689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-11-28T20:24:20.238969] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-11-28T20:24:20.239703] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-11-28T20:24:20.239750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:20.239781] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:20.239806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:20.239859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:20.294298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:20.294950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:20.295024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:20.295055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:20.412224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:20.412356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:20.412393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:20.412420] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:20.415634] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-11-28T20:24:20.415908] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-11-28T20:24:20.416043] [INFO ] [sig       ] KOPN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:20.553474] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KOPN.txt
[2025-11-28T20:24:20.553663] [INFO ] [sig       ] [1839/3606] Completed KOPN in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:20.553705] [INFO ] [sig       ] [1840/3606] Forecasting KOS...
[2025-11-28T20:24:20.553734] [INFO ] [sig       ] Generating forecast for: KOS
[2025-11-28T20:24:20.553763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-11-28T20:24:20.565114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-11-28T20:24:20.565412] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-11-28T20:24:20.566152] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-11-28T20:24:20.566201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:20.566231] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:20.566257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:20.566311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:20.621369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:20.621959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:20.622032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:20.622063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:20.742912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:20.743056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:20.743093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:20.743121] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:20.746340] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-11-28T20:24:20.746610] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-11-28T20:24:20.746723] [INFO ] [sig       ] KOS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:20.883108] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KOS.txt
[2025-11-28T20:24:20.883226] [INFO ] [sig       ] [1840/3606] Completed KOS in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:20.883263] [INFO ] [sig       ] [1841/3606] Forecasting KOSS...
[2025-11-28T20:24:20.883291] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-11-28T20:24:20.883320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-11-28T20:24:20.894452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-11-28T20:24:20.894739] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-11-28T20:24:20.895447] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-11-28T20:24:20.895495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:20.895524] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:20.895550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:20.895628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:20.950687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:20.951448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:20.951522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:20.951553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:21.063895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:21.064052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:21.064089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:21.064116] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:21.067317] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=56.06%)
[2025-11-28T20:24:21.067570] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-11-28T20:24:21.067703] [INFO ] [sig       ] KOSS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:21.201645] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KOSS.txt
[2025-11-28T20:24:21.201772] [INFO ] [sig       ] [1841/3606] Completed KOSS in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:21.201809] [INFO ] [sig       ] [1842/3606] Forecasting KPRX...
[2025-11-28T20:24:21.201838] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-11-28T20:24:21.201867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-11-28T20:24:21.212821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-11-28T20:24:21.213110] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-11-28T20:24:21.213852] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-11-28T20:24:21.213900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:21.213931] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:21.213956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:21.214011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:21.268658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:21.269245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:21.269318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:21.269348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:21.383492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:21.383643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:21.383680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:21.383707] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:21.386916] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=27.09%)
[2025-11-28T20:24:21.387187] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-11-28T20:24:21.387299] [INFO ] [sig       ] KPRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:21.523355] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KPRX.txt
[2025-11-28T20:24:21.523469] [INFO ] [sig       ] [1842/3606] Completed KPRX in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:21.523505] [INFO ] [sig       ] [1843/3606] Forecasting KPTI...
[2025-11-28T20:24:21.523534] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-11-28T20:24:21.523562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-11-28T20:24:21.534831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-11-28T20:24:21.535103] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-11-28T20:24:21.535947] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-11-28T20:24:21.536009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:21.536075] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:21.536111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:21.536184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:21.594171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:21.594838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:21.594914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:21.594947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:21.714222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:21.714368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:21.714406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:21.714433] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:21.717705] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-11-28T20:24:21.717972] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-11-28T20:24:21.718114] [INFO ] [sig       ] KPTI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:21.857163] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KPTI.txt
[2025-11-28T20:24:21.857305] [INFO ] [sig       ] [1843/3606] Completed KPTI in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:21.857345] [INFO ] [sig       ] [1844/3606] Forecasting KRC...
[2025-11-28T20:24:21.857373] [INFO ] [sig       ] Generating forecast for: KRC
[2025-11-28T20:24:21.857401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-11-28T20:24:21.868519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-11-28T20:24:21.868828] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-11-28T20:24:21.869630] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-11-28T20:24:21.869679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:21.869715] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:21.869750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:21.869825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:21.928887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:21.929666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:21.929747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:21.929778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:22.055562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:22.055714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:22.055752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:22.055781] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:22.059255] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-11-28T20:24:22.059524] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-11-28T20:24:22.059665] [INFO ] [sig       ] KRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:22.199072] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KRC.txt
[2025-11-28T20:24:22.199220] [INFO ] [sig       ] [1844/3606] Completed KRC in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.9m
[2025-11-28T20:24:22.199258] [INFO ] [sig       ] [1845/3606] Forecasting KREF...
[2025-11-28T20:24:22.199287] [INFO ] [sig       ] Generating forecast for: KREF
[2025-11-28T20:24:22.199316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-11-28T20:24:22.210304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-11-28T20:24:22.210645] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-11-28T20:24:22.211360] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-11-28T20:24:22.211409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:22.211440] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:22.211465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:22.211519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:22.266450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:22.267246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:22.267323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:22.267354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:22.382133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:22.382272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:22.382308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:22.382336] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:22.385541] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-11-28T20:24:22.385811] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-11-28T20:24:22.385928] [INFO ] [sig       ] KREF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:22.524552] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KREF.txt
[2025-11-28T20:24:22.524696] [INFO ] [sig       ] [1845/3606] Completed KREF in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.8m
[2025-11-28T20:24:22.524733] [INFO ] [sig       ] [1846/3606] Forecasting KRG...
[2025-11-28T20:24:22.524761] [INFO ] [sig       ] Generating forecast for: KRG
[2025-11-28T20:24:22.524790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-11-28T20:24:22.535973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-11-28T20:24:22.536244] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-11-28T20:24:22.536982] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-11-28T20:24:22.537042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:22.537073] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:22.537098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:22.537152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:22.592182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:22.592795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:22.592869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:22.592899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:22.710869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:22.711000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:22.711036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:22.711090] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:22.714271] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-11-28T20:24:22.714530] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-11-28T20:24:22.714663] [INFO ] [sig       ] KRG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:22.850319] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KRG.txt
[2025-11-28T20:24:22.850454] [INFO ] [sig       ] [1846/3606] Completed KRG in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.8m
[2025-11-28T20:24:22.850492] [INFO ] [sig       ] [1847/3606] Forecasting KRMD...
[2025-11-28T20:24:22.850519] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-11-28T20:24:22.850548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-11-28T20:24:22.861247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-11-28T20:24:22.861529] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-11-28T20:24:22.862279] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-11-28T20:24:22.862327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:22.862357] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:22.862388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:22.862442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:22.917265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:22.917934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:22.918011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:22.918063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:23.040513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:23.040671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:23.040708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:23.040735] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:23.043958] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-11-28T20:24:23.044217] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-11-28T20:24:23.044334] [INFO ] [sig       ] KRMD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:23.181843] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KRMD.txt
[2025-11-28T20:24:23.181987] [INFO ] [sig       ] [1847/3606] Completed KRMD in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.8m
[2025-11-28T20:24:23.182025] [INFO ] [sig       ] [1848/3606] Forecasting KRNY...
[2025-11-28T20:24:23.182055] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-11-28T20:24:23.182083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-11-28T20:24:23.192297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-11-28T20:24:23.192621] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-11-28T20:24:23.193336] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-11-28T20:24:23.193392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:23.193422] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:23.193447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:23.193502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:23.247783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:23.248541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:23.248636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:23.248667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:23.362358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:23.362503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:23.362539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:23.362567] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:23.365822] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-11-28T20:24:23.366079] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-11-28T20:24:23.366193] [INFO ] [sig       ] KRNY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:23.501078] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KRNY.txt
[2025-11-28T20:24:23.501212] [INFO ] [sig       ] [1848/3606] Completed KRNY in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.8m
[2025-11-28T20:24:23.501250] [INFO ] [sig       ] [1849/3606] Forecasting KRO...
[2025-11-28T20:24:23.501277] [INFO ] [sig       ] Generating forecast for: KRO
[2025-11-28T20:24:23.501307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-11-28T20:24:23.512462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-11-28T20:24:23.512776] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-11-28T20:24:23.513492] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-11-28T20:24:23.513539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:23.513588] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:23.513618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:23.513672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:23.567754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:23.568503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:23.568597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:23.568630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:23.684283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:23.684437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:23.684473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:23.684500] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:23.687973] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=30.83%)
[2025-11-28T20:24:23.688345] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-11-28T20:24:23.688477] [INFO ] [sig       ] KRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:23.830673] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KRO.txt
[2025-11-28T20:24:23.830824] [INFO ] [sig       ] [1849/3606] Completed KRO in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.8m
[2025-11-28T20:24:23.830871] [INFO ] [sig       ] [1850/3606] Forecasting KROS...
[2025-11-28T20:24:23.830901] [INFO ] [sig       ] Generating forecast for: KROS
[2025-11-28T20:24:23.830930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-11-28T20:24:23.842747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-11-28T20:24:23.843124] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-11-28T20:24:23.843888] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-11-28T20:24:23.843937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:23.843967] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:23.843993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:23.844047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:23.899857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:23.900732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:23.900809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:23.900840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:24.022811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:24.022953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:24.022991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:24.023019] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:24.026254] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-11-28T20:24:24.026511] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-11-28T20:24:24.026646] [INFO ] [sig       ] KROS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:24.164046] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KROS.txt
[2025-11-28T20:24:24.164173] [INFO ] [sig       ] [1850/3606] Completed KROS in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.8m
[2025-11-28T20:24:24.164210] [INFO ] [sig       ] [1851/3606] Forecasting KRP...
[2025-11-28T20:24:24.164239] [INFO ] [sig       ] Generating forecast for: KRP
[2025-11-28T20:24:24.164270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-11-28T20:24:24.176990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-11-28T20:24:24.177360] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-11-28T20:24:24.178176] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-11-28T20:24:24.178228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:24.178260] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:24.178287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:24.178343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:24.239495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:24.240290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:24.240371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:24.240404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:24.380613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:24.380757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:24.380797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:24.380826] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:24.384257] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=63.42%)
[2025-11-28T20:24:24.384543] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-11-28T20:24:24.384684] [INFO ] [sig       ] KRP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:24.527968] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KRP.txt
[2025-11-28T20:24:24.528133] [INFO ] [sig       ] [1851/3606] Completed KRP in 0.4s | 2.98 sym/s | Total: 10.3m | ETA: 9.8m
[2025-11-28T20:24:24.528173] [INFO ] [sig       ] [1852/3606] Forecasting KRRO...
[2025-11-28T20:24:24.528204] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-11-28T20:24:24.528234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-11-28T20:24:24.539827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-11-28T20:24:24.540143] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-11-28T20:24:24.540936] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-11-28T20:24:24.540995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:24.541031] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:24.541062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:24.541135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:24.598869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:24.599614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:24.599728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:24.599777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:24.729943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:24.730136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:24.730193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:24.730224] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:24.733673] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=84.96%)
[2025-11-28T20:24:24.733954] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-11-28T20:24:24.734080] [INFO ] [sig       ] KRRO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:24.875007] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KRRO.txt
[2025-11-28T20:24:24.875146] [INFO ] [sig       ] [1852/3606] Completed KRRO in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.8m
[2025-11-28T20:24:24.875186] [INFO ] [sig       ] [1853/3606] Forecasting KRUS...
[2025-11-28T20:24:24.875216] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-11-28T20:24:24.875247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-11-28T20:24:24.886696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-11-28T20:24:24.887041] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-11-28T20:24:24.887854] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-11-28T20:24:24.887906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:24.887938] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:24.887966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:24.888043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:24.944903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:24.945604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:24.945706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:24.945740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:25.068826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:25.068972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:25.069031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:25.069061] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:25.072444] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=86.79%)
[2025-11-28T20:24:25.072729] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-11-28T20:24:25.072853] [INFO ] [sig       ] KRUS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:25.212381] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KRUS.txt
[2025-11-28T20:24:25.212522] [INFO ] [sig       ] [1853/3606] Completed KRUS in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.8m
[2025-11-28T20:24:25.212561] [INFO ] [sig       ] [1854/3606] Forecasting KRYS...
[2025-11-28T20:24:25.212610] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-11-28T20:24:25.212642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-11-28T20:24:25.224603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-11-28T20:24:25.224907] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-11-28T20:24:25.225659] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-11-28T20:24:25.225708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:25.225737] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:25.225762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:25.225815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:25.280631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:25.281432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:25.281511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:25.281543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:25.420391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:25.420538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:25.420592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:25.420623] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:25.423940] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-11-28T20:24:25.424210] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-11-28T20:24:25.424329] [INFO ] [sig       ] KRYS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:25.564649] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KRYS.txt
[2025-11-28T20:24:25.564777] [INFO ] [sig       ] [1854/3606] Completed KRYS in 0.4s | 2.98 sym/s | Total: 10.4m | ETA: 9.8m
[2025-11-28T20:24:25.564815] [INFO ] [sig       ] [1855/3606] Forecasting KSCP...
[2025-11-28T20:24:25.564843] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-11-28T20:24:25.564872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-11-28T20:24:25.575724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-11-28T20:24:25.575990] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-11-28T20:24:25.576728] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-11-28T20:24:25.576776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:25.576806] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:25.576831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:25.576885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:25.633569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:25.634357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:25.634442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:25.634476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:25.753231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:25.753374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:25.753412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:25.753439] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:25.756621] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=13.47%)
[2025-11-28T20:24:25.756877] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-11-28T20:24:25.756990] [INFO ] [sig       ] KSCP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:25.895862] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KSCP.txt
[2025-11-28T20:24:25.896003] [INFO ] [sig       ] [1855/3606] Completed KSCP in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.8m
[2025-11-28T20:24:25.896056] [INFO ] [sig       ] [1856/3606] Forecasting KSPI...
[2025-11-28T20:24:25.896092] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-11-28T20:24:25.896125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-11-28T20:24:25.907183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-11-28T20:24:25.907466] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-11-28T20:24:25.908236] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-11-28T20:24:25.908285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:25.908316] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:25.908342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:25.908400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:25.965520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:25.966218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:25.966297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:25.966329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:26.087377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:26.087522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:26.087558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:26.087607] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:26.090941] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=52.46%)
[2025-11-28T20:24:26.091207] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-11-28T20:24:26.091327] [INFO ] [sig       ] KSPI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:26.232902] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KSPI.txt
[2025-11-28T20:24:26.233056] [INFO ] [sig       ] [1856/3606] Completed KSPI in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.8m
[2025-11-28T20:24:26.233096] [INFO ] [sig       ] [1857/3606] Forecasting KSS...
[2025-11-28T20:24:26.233129] [INFO ] [sig       ] Generating forecast for: KSS
[2025-11-28T20:24:26.233159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-11-28T20:24:26.243939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-11-28T20:24:26.244211] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-11-28T20:24:26.244950] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-11-28T20:24:26.244999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:26.245042] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:26.245069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:26.245129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:26.300824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:26.301455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:26.301526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:26.301557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:26.445738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:26.445882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:26.445919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:26.445947] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:26.449185] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=80.36%)
[2025-11-28T20:24:26.449441] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-11-28T20:24:26.449556] [INFO ] [sig       ] KSS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:26.585333] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KSS.txt
[2025-11-28T20:24:26.585468] [INFO ] [sig       ] [1857/3606] Completed KSS in 0.4s | 2.98 sym/s | Total: 10.4m | ETA: 9.8m
[2025-11-28T20:24:26.585508] [INFO ] [sig       ] [1858/3606] Forecasting KTB...
[2025-11-28T20:24:26.585536] [INFO ] [sig       ] Generating forecast for: KTB
[2025-11-28T20:24:26.585566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-11-28T20:24:26.596777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-11-28T20:24:26.597148] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-11-28T20:24:26.597923] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-11-28T20:24:26.597972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:26.598002] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:26.598049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:26.598105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:26.653120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:26.653909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:26.653985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:26.654016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:26.775871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:26.776005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:26.776041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:26.776069] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:26.779264] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=37.71%)
[2025-11-28T20:24:26.779519] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-11-28T20:24:26.779651] [INFO ] [sig       ] KTB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:26.917743] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KTB.txt
[2025-11-28T20:24:26.917882] [INFO ] [sig       ] [1858/3606] Completed KTB in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.8m
[2025-11-28T20:24:26.917920] [INFO ] [sig       ] [1859/3606] Forecasting KTCC...
[2025-11-28T20:24:26.917949] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-11-28T20:24:26.917978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-11-28T20:24:26.928786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-11-28T20:24:26.929090] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-11-28T20:24:26.929830] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-11-28T20:24:26.929878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:26.929908] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:26.929934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:26.929987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:26.985118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:26.985735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:26.985807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:26.985838] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:27.092187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:27.092331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:27.092367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:27.092394] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:27.095562] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-11-28T20:24:27.095847] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-11-28T20:24:27.095980] [INFO ] [sig       ] KTCC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:27.236557] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KTCC.txt
[2025-11-28T20:24:27.236702] [INFO ] [sig       ] [1859/3606] Completed KTCC in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.8m
[2025-11-28T20:24:27.236741] [INFO ] [sig       ] [1860/3606] Forecasting KTF...
[2025-11-28T20:24:27.236769] [INFO ] [sig       ] Generating forecast for: KTF
[2025-11-28T20:24:27.236799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-11-28T20:24:27.247349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-11-28T20:24:27.247628] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-11-28T20:24:27.248385] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-11-28T20:24:27.248433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:27.248486] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:27.248512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:27.248566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:27.305175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:27.305865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:27.305939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:27.305972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:27.436877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:27.437050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:27.437107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:27.437151] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:27.441787] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=27.46%)
[2025-11-28T20:24:27.442163] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-11-28T20:24:27.442328] [INFO ] [sig       ] KTF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:27.592346] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KTF.txt
[2025-11-28T20:24:27.592511] [INFO ] [sig       ] [1860/3606] Completed KTF in 0.4s | 2.98 sym/s | Total: 10.4m | ETA: 9.8m
[2025-11-28T20:24:27.592560] [INFO ] [sig       ] [1861/3606] Forecasting KTOS...
[2025-11-28T20:24:27.592609] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-11-28T20:24:27.592646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-11-28T20:24:27.603615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-11-28T20:24:27.603951] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-11-28T20:24:27.604717] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-11-28T20:24:27.604766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:27.604795] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:27.604821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:27.604875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:27.661047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:27.661853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:27.661932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:27.661963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:27.776457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:27.776623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:27.776677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:27.776706] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:27.780051] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-11-28T20:24:27.780315] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-11-28T20:24:27.780431] [INFO ] [sig       ] KTOS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:27.922384] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KTOS.txt
[2025-11-28T20:24:27.922533] [INFO ] [sig       ] [1861/3606] Completed KTOS in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.8m
[2025-11-28T20:24:27.922588] [INFO ] [sig       ] [1862/3606] Forecasting KURA...
[2025-11-28T20:24:27.922620] [INFO ] [sig       ] Generating forecast for: KURA
[2025-11-28T20:24:27.922649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-11-28T20:24:27.934648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-11-28T20:24:27.935021] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-11-28T20:24:27.935770] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-11-28T20:24:27.935818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:27.935849] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:27.935874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:27.935928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:27.992874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:27.993629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:27.993704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:27.993735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:28.112402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:28.112544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:28.112605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:28.112636] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:28.115822] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=62.86%)
[2025-11-28T20:24:28.116074] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-11-28T20:24:28.116223] [INFO ] [sig       ] KURA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:28.259464] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KURA.txt
[2025-11-28T20:24:28.259627] [INFO ] [sig       ] [1862/3606] Completed KURA in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.8m
[2025-11-28T20:24:28.259668] [INFO ] [sig       ] [1863/3606] Forecasting KVHI...
[2025-11-28T20:24:28.259696] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-11-28T20:24:28.259727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-11-28T20:24:28.270995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-11-28T20:24:28.271315] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-11-28T20:24:28.272089] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-11-28T20:24:28.272139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:28.272168] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:28.272193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:28.272248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:28.328875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:28.329600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:28.329684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:28.329718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:28.447872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:28.448053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:28.448095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:28.448149] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:28.451610] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=58.65%)
[2025-11-28T20:24:28.451916] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-11-28T20:24:28.452044] [INFO ] [sig       ] KVHI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:28.594512] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KVHI.txt
[2025-11-28T20:24:28.594651] [INFO ] [sig       ] [1863/3606] Completed KVHI in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.7m
[2025-11-28T20:24:28.594700] [INFO ] [sig       ] [1864/3606] Forecasting KVUE...
[2025-11-28T20:24:28.594728] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-11-28T20:24:28.594757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-11-28T20:24:28.605907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-11-28T20:24:28.606179] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-11-28T20:24:28.606956] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-11-28T20:24:28.607007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:28.607037] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:28.607063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:28.607118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:28.664012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:28.664641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:28.664716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:28.664748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:28.777324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:28.777460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:28.777496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:28.777541] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:28.780759] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-11-28T20:24:28.781016] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-11-28T20:24:28.781129] [INFO ] [sig       ] KVUE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:28.923341] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KVUE.txt
[2025-11-28T20:24:28.923493] [INFO ] [sig       ] [1864/3606] Completed KVUE in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.7m
[2025-11-28T20:24:28.923533] [INFO ] [sig       ] [1865/3606] Forecasting KVYO...
[2025-11-28T20:24:28.923561] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-11-28T20:24:28.923610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-11-28T20:24:28.935488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-11-28T20:24:28.935860] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-11-28T20:24:28.936683] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-11-28T20:24:28.936734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:28.936766] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:28.936793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:28.936849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:28.993364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:28.994231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:28.994312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:28.994345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:29.116909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:29.117060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:29.117097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:29.117126] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:29.121090] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-11-28T20:24:29.121560] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-11-28T20:24:29.121701] [INFO ] [sig       ] KVYO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:29.263175] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KVYO.txt
[2025-11-28T20:24:29.263513] [INFO ] [sig       ] [1865/3606] Completed KVYO in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.7m
[2025-11-28T20:24:29.263551] [INFO ] [sig       ] [1866/3606] Forecasting KYN...
[2025-11-28T20:24:29.263600] [INFO ] [sig       ] Generating forecast for: KYN
[2025-11-28T20:24:29.263631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-11-28T20:24:29.274995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-11-28T20:24:29.275340] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-11-28T20:24:29.276098] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-11-28T20:24:29.276148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:29.276178] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:29.276203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:29.276257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:29.333940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:29.334659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:29.334754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:29.334788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:29.449517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:29.449628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:29.449665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:29.449693] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:29.452739] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-11-28T20:24:29.452995] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-11-28T20:24:29.453113] [INFO ] [sig       ] KYN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:29.588932] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KYN.txt
[2025-11-28T20:24:29.589046] [INFO ] [sig       ] [1866/3606] Completed KYN in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.7m
[2025-11-28T20:24:29.589083] [INFO ] [sig       ] [1867/3606] Forecasting KYTX...
[2025-11-28T20:24:29.589117] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-11-28T20:24:29.589148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-11-28T20:24:29.602852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-11-28T20:24:29.603154] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-11-28T20:24:29.603942] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-11-28T20:24:29.603993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:29.604026] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:29.604052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:29.604109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:29.660436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:29.661022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:29.661095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:29.661127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:29.773969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:29.774077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:29.774112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:29.774138] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:29.777184] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=42.54%)
[2025-11-28T20:24:29.777435] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-11-28T20:24:29.777546] [INFO ] [sig       ] KYTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:29.912850] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KYTX.txt
[2025-11-28T20:24:29.912953] [INFO ] [sig       ] [1867/3606] Completed KYTX in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.7m
[2025-11-28T20:24:29.912990] [INFO ] [sig       ] [1868/3606] Forecasting KZIA...
[2025-11-28T20:24:29.913017] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-11-28T20:24:29.913046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-11-28T20:24:29.924051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-11-28T20:24:29.924365] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-11-28T20:24:29.925105] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-11-28T20:24:29.925154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:29.925196] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:29.925223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:29.925278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:29.980859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:29.981449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:29.981524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:29.981555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:30.094778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:30.094903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:30.094940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:30.094968] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:30.098224] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-11-28T20:24:30.098487] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-11-28T20:24:30.098622] [INFO ] [sig       ] KZIA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:30.233792] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KZIA.txt
[2025-11-28T20:24:30.233896] [INFO ] [sig       ] [1868/3606] Completed KZIA in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.7m
[2025-11-28T20:24:30.233933] [INFO ] [sig       ] [1869/3606] Forecasting L...
[2025-11-28T20:24:30.233961] [INFO ] [sig       ] Generating forecast for: L
[2025-11-28T20:24:30.233989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-11-28T20:24:30.244873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-11-28T20:24:30.245138] [INFO ] [FORECASTER] Starting predict_future for L
[2025-11-28T20:24:30.245872] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-11-28T20:24:30.245920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:30.245950] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:30.245976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:30.246031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:30.303982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:30.304601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:30.304675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:30.304705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:30.423290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:30.423403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:30.423440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:30.423468] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:30.426730] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-11-28T20:24:30.426990] [INFO ] [FORECASTER] Completed predict_future for L
[2025-11-28T20:24:30.427138] [INFO ] [sig       ] L: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:30.566546] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/L.txt
[2025-11-28T20:24:30.566689] [INFO ] [sig       ] [1869/3606] Completed L in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.7m
[2025-11-28T20:24:30.566727] [INFO ] [sig       ] [1870/3606] Forecasting LAB...
[2025-11-28T20:24:30.566757] [INFO ] [sig       ] Generating forecast for: LAB
[2025-11-28T20:24:30.566787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-11-28T20:24:30.579587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-11-28T20:24:30.579859] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-11-28T20:24:30.580642] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-11-28T20:24:30.580692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:30.580723] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:30.580751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:30.580808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:30.637056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:30.637663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:30.637758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:30.637790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:30.755498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:30.755621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:30.755659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:30.755687] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:30.758834] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-11-28T20:24:30.759094] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-11-28T20:24:30.759210] [INFO ] [sig       ] LAB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:30.896122] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LAB.txt
[2025-11-28T20:24:30.896246] [INFO ] [sig       ] [1870/3606] Completed LAB in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.7m
[2025-11-28T20:24:30.896283] [INFO ] [sig       ] [1871/3606] Forecasting LAC...
[2025-11-28T20:24:30.896312] [INFO ] [sig       ] Generating forecast for: LAC
[2025-11-28T20:24:30.896340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-11-28T20:24:30.907401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-11-28T20:24:30.907671] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-11-28T20:24:30.908418] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-11-28T20:24:30.908465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:30.908495] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:30.908519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:30.908589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:30.964718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:30.965298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:30.965371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:30.965402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:31.086581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:31.086698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:31.086733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:31.086761] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:31.089884] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-11-28T20:24:31.090134] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-11-28T20:24:31.090246] [INFO ] [sig       ] LAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:31.227874] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LAC.txt
[2025-11-28T20:24:31.227988] [INFO ] [sig       ] [1871/3606] Completed LAC in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.7m
[2025-11-28T20:24:31.228039] [INFO ] [sig       ] [1872/3606] Forecasting LAD...
[2025-11-28T20:24:31.228069] [INFO ] [sig       ] Generating forecast for: LAD
[2025-11-28T20:24:31.228106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-11-28T20:24:31.238944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-11-28T20:24:31.239212] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-11-28T20:24:31.239958] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-11-28T20:24:31.240008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:31.240038] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:31.240063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:31.240118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:31.294786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:31.295604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:31.295683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:31.295714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:31.412411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:31.412557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:31.412615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:31.412643] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:31.415973] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=12.26%)
[2025-11-28T20:24:31.416258] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-11-28T20:24:31.416383] [INFO ] [sig       ] LAD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:31.556856] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LAD.txt
[2025-11-28T20:24:31.557003] [INFO ] [sig       ] [1872/3606] Completed LAD in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.7m
[2025-11-28T20:24:31.557042] [INFO ] [sig       ] [1873/3606] Forecasting LAES...
[2025-11-28T20:24:31.557070] [INFO ] [sig       ] Generating forecast for: LAES
[2025-11-28T20:24:31.557099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-11-28T20:24:31.568471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-11-28T20:24:31.568866] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-11-28T20:24:31.569666] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-11-28T20:24:31.569715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:31.569745] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:31.569770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:31.569824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:31.625321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:31.626131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:31.626214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:31.626245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:31.738988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:31.739134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:31.739174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:31.739202] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:31.742429] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-11-28T20:24:31.742698] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-11-28T20:24:31.742815] [INFO ] [sig       ] LAES: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:31.877509] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LAES.txt
[2025-11-28T20:24:31.877662] [INFO ] [sig       ] [1873/3606] Completed LAES in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.7m
[2025-11-28T20:24:31.877702] [INFO ] [sig       ] [1874/3606] Forecasting LAKE...
[2025-11-28T20:24:31.877731] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-11-28T20:24:31.877759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-11-28T20:24:31.888837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-11-28T20:24:31.889113] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-11-28T20:24:31.889902] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-11-28T20:24:31.889951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:31.889982] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:31.890010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:31.890065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:31.946512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:31.947186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:31.947261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:31.947294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:32.061788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:32.061916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:32.061951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:32.061978] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:32.065109] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-11-28T20:24:32.065366] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-11-28T20:24:32.065483] [INFO ] [sig       ] LAKE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:32.201249] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LAKE.txt
[2025-11-28T20:24:32.201365] [INFO ] [sig       ] [1874/3606] Completed LAKE in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.7m
[2025-11-28T20:24:32.201403] [INFO ] [sig       ] [1875/3606] Forecasting LAND...
[2025-11-28T20:24:32.201431] [INFO ] [sig       ] Generating forecast for: LAND
[2025-11-28T20:24:32.201460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-11-28T20:24:32.215668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-11-28T20:24:32.215930] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-11-28T20:24:32.216669] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-11-28T20:24:32.216718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:32.216748] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:32.216774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:32.216828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:32.272943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:32.273650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:32.273725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:32.273757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:32.393180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:32.393321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:32.393358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:32.393387] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:32.396769] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-11-28T20:24:32.397029] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-11-28T20:24:32.397160] [INFO ] [sig       ] LAND: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:32.534048] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LAND.txt
[2025-11-28T20:24:32.534157] [INFO ] [sig       ] [1875/3606] Completed LAND in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.7m
[2025-11-28T20:24:32.534194] [INFO ] [sig       ] [1876/3606] Forecasting LANDO...
[2025-11-28T20:24:32.534223] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-11-28T20:24:32.534251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-11-28T20:24:32.547911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-11-28T20:24:32.548335] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-11-28T20:24:32.549124] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-11-28T20:24:32.549175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:32.549208] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:32.549235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:32.549291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:32.605631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:32.606202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:32.606286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:32.606317] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:32.708097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:32.708210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:32.708245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:32.708273] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:32.711313] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-11-28T20:24:32.711561] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-11-28T20:24:32.711737] [INFO ] [sig       ] LANDO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:32.847773] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LANDO.txt
[2025-11-28T20:24:32.847876] [INFO ] [sig       ] [1876/3606] Completed LANDO in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.7m
[2025-11-28T20:24:32.847913] [INFO ] [sig       ] [1877/3606] Forecasting LANDP...
[2025-11-28T20:24:32.847941] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-11-28T20:24:32.847969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-11-28T20:24:32.859563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-11-28T20:24:32.859898] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-11-28T20:24:32.860669] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-11-28T20:24:32.860717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:32.860771] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:32.860798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:32.860854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:32.916272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:32.916843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:32.916915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:32.916946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:33.029013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:33.029147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:33.029184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:33.029214] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:33.032347] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-11-28T20:24:33.032616] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-11-28T20:24:33.032730] [INFO ] [sig       ] LANDP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:33.171928] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LANDP.txt
[2025-11-28T20:24:33.172036] [INFO ] [sig       ] [1877/3606] Completed LANDP in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.7m
[2025-11-28T20:24:33.172073] [INFO ] [sig       ] [1878/3606] Forecasting LASE...
[2025-11-28T20:24:33.172102] [INFO ] [sig       ] Generating forecast for: LASE
[2025-11-28T20:24:33.172133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-11-28T20:24:33.183465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-11-28T20:24:33.183756] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-11-28T20:24:33.184497] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-11-28T20:24:33.184546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:33.184597] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:33.184627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:33.184684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:33.241664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:33.242257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:33.242333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:33.242364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:33.357401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:33.357550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:33.357607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:33.357637] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:33.360845] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: UP (p=72.68%)
[2025-11-28T20:24:33.361108] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-11-28T20:24:33.361224] [INFO ] [sig       ] LASE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:33.499241] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LASE.txt
[2025-11-28T20:24:33.499390] [INFO ] [sig       ] [1878/3606] Completed LASE in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.7m
[2025-11-28T20:24:33.499429] [INFO ] [sig       ] [1879/3606] Forecasting LAZ...
[2025-11-28T20:24:33.499457] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-11-28T20:24:33.499486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-11-28T20:24:33.510753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-11-28T20:24:33.511015] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-11-28T20:24:33.511786] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-11-28T20:24:33.511834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:33.511865] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:33.511891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:33.511962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:33.566237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:33.566814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:33.566886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:33.566916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:33.687127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:33.687241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:33.687275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:33.687302] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:33.690473] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=35.07%)
[2025-11-28T20:24:33.690739] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-11-28T20:24:33.690852] [INFO ] [sig       ] LAZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:33.830111] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LAZ.txt
[2025-11-28T20:24:33.830218] [INFO ] [sig       ] [1879/3606] Completed LAZ in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.7m
[2025-11-28T20:24:33.830256] [INFO ] [sig       ] [1880/3606] Forecasting LBRDA...
[2025-11-28T20:24:33.830285] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-11-28T20:24:33.830317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-11-28T20:24:33.841029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-11-28T20:24:33.841311] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-11-28T20:24:33.842111] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-11-28T20:24:33.842162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:33.842193] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:33.842220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:33.842276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:33.899965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:33.900538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:33.900628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:33.900661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:34.019933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:34.020052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:34.020086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:34.020145] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:34.023434] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=33.89%)
[2025-11-28T20:24:34.023715] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-11-28T20:24:34.023834] [INFO ] [sig       ] LBRDA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:34.161022] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LBRDA.txt
[2025-11-28T20:24:34.161175] [INFO ] [sig       ] [1880/3606] Completed LBRDA in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.6m
[2025-11-28T20:24:34.161221] [INFO ] [sig       ] [1881/3606] Forecasting LBRDK...
[2025-11-28T20:24:34.161257] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-11-28T20:24:34.161292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-11-28T20:24:34.172700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-11-28T20:24:34.173062] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-11-28T20:24:34.173892] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-11-28T20:24:34.173958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:34.173990] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:34.174017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:34.174074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:34.232103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:34.232945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:34.233023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:34.233056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:34.357969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:34.358124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:34.358163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:34.358195] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:34.361463] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-11-28T20:24:34.361736] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-11-28T20:24:34.361851] [INFO ] [sig       ] LBRDK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:34.500459] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LBRDK.txt
[2025-11-28T20:24:34.500585] [INFO ] [sig       ] [1881/3606] Completed LBRDK in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.6m
[2025-11-28T20:24:34.500625] [INFO ] [sig       ] [1882/3606] Forecasting LBTYA...
[2025-11-28T20:24:34.500652] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-11-28T20:24:34.500682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-11-28T20:24:34.512147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-11-28T20:24:34.512430] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-11-28T20:24:34.513209] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-11-28T20:24:34.513260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:34.513290] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:34.513317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:34.513374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:34.572001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:34.572606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:34.572682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:34.572714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:34.691629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:34.691765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:34.691803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:34.691832] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:34.695107] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2025-11-28T20:24:34.695368] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-11-28T20:24:34.695485] [INFO ] [sig       ] LBTYA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:34.831363] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LBTYA.txt
[2025-11-28T20:24:34.831474] [INFO ] [sig       ] [1882/3606] Completed LBTYA in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.6m
[2025-11-28T20:24:34.831511] [INFO ] [sig       ] [1883/3606] Forecasting LBTYK...
[2025-11-28T20:24:34.831539] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-11-28T20:24:34.831595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-11-28T20:24:34.842903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-11-28T20:24:34.843182] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-11-28T20:24:34.843961] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-11-28T20:24:34.844011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:34.844042] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:34.844069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:34.844125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:34.899904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:34.900484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:34.900566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:34.900614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:35.016265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:35.016390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:35.016424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:35.016451] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:35.019606] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=48.66%)
[2025-11-28T20:24:35.019856] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-11-28T20:24:35.019967] [INFO ] [sig       ] LBTYK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:35.154858] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LBTYK.txt
[2025-11-28T20:24:35.154965] [INFO ] [sig       ] [1883/3606] Completed LBTYK in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.6m
[2025-11-28T20:24:35.155003] [INFO ] [sig       ] [1884/3606] Forecasting LC...
[2025-11-28T20:24:35.155030] [INFO ] [sig       ] Generating forecast for: LC
[2025-11-28T20:24:35.155082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-11-28T20:24:35.165909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-11-28T20:24:35.166182] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-11-28T20:24:35.166949] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-11-28T20:24:35.166998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:35.167029] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:35.167055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:35.167110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:35.225461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:35.226072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:35.226146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:35.226177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:35.348474] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:35.348602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:35.348640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:35.348668] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:35.351872] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-11-28T20:24:35.352126] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-11-28T20:24:35.352241] [INFO ] [sig       ] LC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:35.486396] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LC.txt
[2025-11-28T20:24:35.486505] [INFO ] [sig       ] [1884/3606] Completed LC in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.6m
[2025-11-28T20:24:35.486542] [INFO ] [sig       ] [1885/3606] Forecasting LCFY...
[2025-11-28T20:24:35.486585] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-11-28T20:24:35.486617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-11-28T20:24:35.497151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-11-28T20:24:35.497431] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-11-28T20:24:35.498193] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-11-28T20:24:35.498243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:35.498273] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:35.498298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:35.498351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:35.553222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:35.553807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:35.553880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:35.553911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:35.661033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:35.661150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:35.661186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:35.661213] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:35.664394] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-11-28T20:24:35.664684] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-11-28T20:24:35.664807] [INFO ] [sig       ] LCFY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:35.800963] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LCFY.txt
[2025-11-28T20:24:35.801067] [INFO ] [sig       ] [1885/3606] Completed LCFY in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.6m
[2025-11-28T20:24:35.801104] [INFO ] [sig       ] [1886/3606] Forecasting LCID...
[2025-11-28T20:24:35.801132] [INFO ] [sig       ] Generating forecast for: LCID
[2025-11-28T20:24:35.801161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-11-28T20:24:35.811845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-11-28T20:24:35.812093] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-11-28T20:24:35.812830] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-11-28T20:24:35.812877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:35.812907] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:35.812932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:35.812985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:35.867506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:35.868079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:35.868151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:35.868181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:35.995322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:35.995482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:35.995523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:35.995550] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:35.999054] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2025-11-28T20:24:35.999343] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-11-28T20:24:35.999471] [INFO ] [sig       ] LCID: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:36.134823] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LCID.txt
[2025-11-28T20:24:36.134968] [INFO ] [sig       ] [1886/3606] Completed LCID in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.6m
[2025-11-28T20:24:36.135009] [INFO ] [sig       ] [1887/3606] Forecasting LCII...
[2025-11-28T20:24:36.135036] [INFO ] [sig       ] Generating forecast for: LCII
[2025-11-28T20:24:36.135065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-11-28T20:24:36.146742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-11-28T20:24:36.147032] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-11-28T20:24:36.147855] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-11-28T20:24:36.147907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:36.147939] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:36.147966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:36.148050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:36.204130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:36.204799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:36.204886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:36.204917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:36.322151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:36.322323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:36.322364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:36.322395] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:36.325839] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=61.12%)
[2025-11-28T20:24:36.326123] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-11-28T20:24:36.326241] [INFO ] [sig       ] LCII: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:36.463010] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LCII.txt
[2025-11-28T20:24:36.463149] [INFO ] [sig       ] [1887/3606] Completed LCII in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.6m
[2025-11-28T20:24:36.463187] [INFO ] [sig       ] [1888/3606] Forecasting LCNB...
[2025-11-28T20:24:36.463217] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-11-28T20:24:36.463247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-11-28T20:24:36.474979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-11-28T20:24:36.475295] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-11-28T20:24:36.476058] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-11-28T20:24:36.476107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:36.476138] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:36.476165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:36.476225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:36.530769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:36.531324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:36.531398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:36.531429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:36.638162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:36.638251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:36.638285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:36.638313] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:36.641286] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=19.29%)
[2025-11-28T20:24:36.641533] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-11-28T20:24:36.641663] [INFO ] [sig       ] LCNB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:36.774740] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LCNB.txt
[2025-11-28T20:24:36.774842] [INFO ] [sig       ] [1888/3606] Completed LCNB in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.6m
[2025-11-28T20:24:36.774877] [INFO ] [sig       ] [1889/3606] Forecasting LDI...
[2025-11-28T20:24:36.774905] [INFO ] [sig       ] Generating forecast for: LDI
[2025-11-28T20:24:36.774935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-11-28T20:24:36.787260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-11-28T20:24:36.787516] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-11-28T20:24:36.788279] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-11-28T20:24:36.788326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:36.788357] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:36.788382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:36.788436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:36.842259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:36.842822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:36.842894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:36.842924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:36.958371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:36.958473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:36.958507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:36.958534] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:36.961551] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2025-11-28T20:24:36.961820] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-11-28T20:24:36.961934] [INFO ] [sig       ] LDI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:37.095889] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LDI.txt
[2025-11-28T20:24:37.096010] [INFO ] [sig       ] [1889/3606] Completed LDI in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.6m
[2025-11-28T20:24:37.096047] [INFO ] [sig       ] [1890/3606] Forecasting LDOS...
[2025-11-28T20:24:37.096075] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-11-28T20:24:37.096103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-11-28T20:24:37.107210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-11-28T20:24:37.107466] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-11-28T20:24:37.108213] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-11-28T20:24:37.108262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:37.108290] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:37.108314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:37.108368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:37.163305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:37.163862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:37.163933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:37.163963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:37.279129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:37.279221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:37.279261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:37.279294] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:37.282327] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2025-11-28T20:24:37.282593] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-11-28T20:24:37.282732] [INFO ] [sig       ] LDOS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:37.418159] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LDOS.txt
[2025-11-28T20:24:37.418266] [INFO ] [sig       ] [1890/3606] Completed LDOS in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.6m
[2025-11-28T20:24:37.418304] [INFO ] [sig       ] [1891/3606] Forecasting LDP...
[2025-11-28T20:24:37.418332] [INFO ] [sig       ] Generating forecast for: LDP
[2025-11-28T20:24:37.418361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-11-28T20:24:37.429530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-11-28T20:24:37.429806] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-11-28T20:24:37.430563] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-11-28T20:24:37.430639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:37.430669] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:37.430694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:37.430749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:37.485432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:37.485995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:37.486066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:37.486097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:37.603083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:37.603166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:37.603199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:37.603227] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:37.606136] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=43.18%)
[2025-11-28T20:24:37.606383] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-11-28T20:24:37.606496] [INFO ] [sig       ] LDP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:37.742114] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LDP.txt
[2025-11-28T20:24:37.742216] [INFO ] [sig       ] [1891/3606] Completed LDP in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.6m
[2025-11-28T20:24:37.742253] [INFO ] [sig       ] [1892/3606] Forecasting LDSF...
[2025-11-28T20:24:37.742283] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-11-28T20:24:37.742314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-11-28T20:24:37.753251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-11-28T20:24:37.753543] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-11-28T20:24:37.754279] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-11-28T20:24:37.754342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:37.754372] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:37.754397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:37.754451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:37.808166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:37.808749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:37.808820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:37.808850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:37.912861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:37.912957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:37.912990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:37.913017] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:37.915980] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=84.85%)
[2025-11-28T20:24:37.916227] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-11-28T20:24:37.916341] [INFO ] [sig       ] LDSF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:38.050104] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LDSF.txt
[2025-11-28T20:24:38.050205] [INFO ] [sig       ] [1892/3606] Completed LDSF in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.6m
[2025-11-28T20:24:38.050242] [INFO ] [sig       ] [1893/3606] Forecasting LE...
[2025-11-28T20:24:38.050269] [INFO ] [sig       ] Generating forecast for: LE
[2025-11-28T20:24:38.050297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-11-28T20:24:38.061029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-11-28T20:24:38.061283] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-11-28T20:24:38.062017] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-11-28T20:24:38.062065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:38.062095] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:38.062120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:38.062175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:38.116013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:38.116557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:38.116645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:38.116676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:38.236502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:38.236602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:38.236636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:38.236661] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:38.239629] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=32.08%)
[2025-11-28T20:24:38.239876] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-11-28T20:24:38.239989] [INFO ] [sig       ] LE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:38.376603] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LE.txt
[2025-11-28T20:24:38.376726] [INFO ] [sig       ] [1893/3606] Completed LE in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.6m
[2025-11-28T20:24:38.376762] [INFO ] [sig       ] [1894/3606] Forecasting LEA...
[2025-11-28T20:24:38.376790] [INFO ] [sig       ] Generating forecast for: LEA
[2025-11-28T20:24:38.376818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-11-28T20:24:38.388878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-11-28T20:24:38.389200] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-11-28T20:24:38.390112] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-11-28T20:24:38.390165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:38.390198] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:38.390225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:38.390289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:38.448737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:38.449628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:38.449709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:38.449741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:38.567857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:38.568015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:38.568070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:38.568099] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:38.571512] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=71.86%)
[2025-11-28T20:24:38.571794] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-11-28T20:24:38.571915] [INFO ] [sig       ] LEA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:38.707982] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LEA.txt
[2025-11-28T20:24:38.708123] [INFO ] [sig       ] [1894/3606] Completed LEA in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.6m
[2025-11-28T20:24:38.708162] [INFO ] [sig       ] [1895/3606] Forecasting LECO...
[2025-11-28T20:24:38.708189] [INFO ] [sig       ] Generating forecast for: LECO
[2025-11-28T20:24:38.708219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-11-28T20:24:38.719362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-11-28T20:24:38.719700] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-11-28T20:24:38.720519] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-11-28T20:24:38.720594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:38.720635] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:38.720663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:38.720718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:38.775938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:38.776598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:38.776673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:38.776712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:38.898221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:38.898384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:38.898422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:38.898449] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:38.901963] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=28.17%)
[2025-11-28T20:24:38.902291] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-11-28T20:24:38.902433] [INFO ] [sig       ] LECO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:39.042200] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LECO.txt
[2025-11-28T20:24:39.042371] [INFO ] [sig       ] [1895/3606] Completed LECO in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.6m
[2025-11-28T20:24:39.042418] [INFO ] [sig       ] [1896/3606] Forecasting LEG...
[2025-11-28T20:24:39.042450] [INFO ] [sig       ] Generating forecast for: LEG
[2025-11-28T20:24:39.042479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-11-28T20:24:39.053799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-11-28T20:24:39.054070] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-11-28T20:24:39.054885] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-11-28T20:24:39.054935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:39.054966] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:39.054991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:39.055046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:39.110252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:39.110971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:39.111046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:39.111077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:39.228600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:39.228747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:39.228785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:39.228811] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:39.232029] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-11-28T20:24:39.232325] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-11-28T20:24:39.232450] [INFO ] [sig       ] LEG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:39.367973] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LEG.txt
[2025-11-28T20:24:39.368145] [INFO ] [sig       ] [1896/3606] Completed LEG in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.6m
[2025-11-28T20:24:39.368186] [INFO ] [sig       ] [1897/3606] Forecasting LEGH...
[2025-11-28T20:24:39.368214] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-11-28T20:24:39.368243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-11-28T20:24:39.379303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-11-28T20:24:39.379607] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-11-28T20:24:39.380366] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-11-28T20:24:39.380416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:39.380448] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:39.380476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:39.380532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:39.435645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:39.436269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:39.436340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:39.436371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:39.550104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:39.550280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:39.550331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:39.550370] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:39.553742] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-11-28T20:24:39.553996] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-11-28T20:24:39.554126] [INFO ] [sig       ] LEGH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:39.691064] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LEGH.txt
[2025-11-28T20:24:39.691179] [INFO ] [sig       ] [1897/3606] Completed LEGH in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.6m
[2025-11-28T20:24:39.691217] [INFO ] [sig       ] [1898/3606] Forecasting LEGN...
[2025-11-28T20:24:39.691246] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-11-28T20:24:39.691275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-11-28T20:24:39.702093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-11-28T20:24:39.702357] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-11-28T20:24:39.703146] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-11-28T20:24:39.703197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:39.703229] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:39.703257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:39.703314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:39.759596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:39.760190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:39.760265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:39.760305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:39.879939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:39.880070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:39.880106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:39.880133] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:39.883377] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=42.31%)
[2025-11-28T20:24:39.883668] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-11-28T20:24:39.883782] [INFO ] [sig       ] LEGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:40.021122] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LEGN.txt
[2025-11-28T20:24:40.021276] [INFO ] [sig       ] [1898/3606] Completed LEGN in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.5m
[2025-11-28T20:24:40.021316] [INFO ] [sig       ] [1899/3606] Forecasting LEN...
[2025-11-28T20:24:40.021344] [INFO ] [sig       ] Generating forecast for: LEN
[2025-11-28T20:24:40.021379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-11-28T20:24:40.033496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-11-28T20:24:40.033917] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-11-28T20:24:40.034724] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-11-28T20:24:40.034778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:40.034811] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:40.034839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:40.034895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:40.090369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:40.091163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:40.091239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:40.091271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:40.210623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:40.210762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:40.210818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:40.210846] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:40.214012] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=65.64%)
[2025-11-28T20:24:40.214264] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-11-28T20:24:40.214381] [INFO ] [sig       ] LEN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:40.348989] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LEN.txt
[2025-11-28T20:24:40.349109] [INFO ] [sig       ] [1899/3606] Completed LEN in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.5m
[2025-11-28T20:24:40.349147] [INFO ] [sig       ] [1900/3606] Forecasting LENZ...
[2025-11-28T20:24:40.349174] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-11-28T20:24:40.349203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-11-28T20:24:40.361105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-11-28T20:24:40.361363] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-11-28T20:24:40.362092] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-11-28T20:24:40.362140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:40.362170] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:40.362196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:40.362250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:40.418005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:40.418656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:40.418728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:40.418759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:40.536989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:40.537117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:40.537153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:40.537180] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:40.540372] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-11-28T20:24:40.540668] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-11-28T20:24:40.540785] [INFO ] [sig       ] LENZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:40.680345] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LENZ.txt
[2025-11-28T20:24:40.680484] [INFO ] [sig       ] [1900/3606] Completed LENZ in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.5m
[2025-11-28T20:24:40.680543] [INFO ] [sig       ] [1901/3606] Forecasting LEO...
[2025-11-28T20:24:40.680589] [INFO ] [sig       ] Generating forecast for: LEO
[2025-11-28T20:24:40.680629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-11-28T20:24:40.692494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-11-28T20:24:40.692868] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-11-28T20:24:40.693638] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-11-28T20:24:40.693688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:40.693718] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:40.693743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:40.693797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:40.748624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:40.749233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:40.749312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:40.749349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:40.868595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:40.868691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:40.868724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:40.868751] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:40.871728] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=31.37%)
[2025-11-28T20:24:40.871983] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-11-28T20:24:40.872096] [INFO ] [sig       ] LEO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:41.006845] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LEO.txt
[2025-11-28T20:24:41.006962] [INFO ] [sig       ] [1901/3606] Completed LEO in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.5m
[2025-11-28T20:24:41.006999] [INFO ] [sig       ] [1902/3606] Forecasting LESL...
[2025-11-28T20:24:41.007027] [INFO ] [sig       ] Generating forecast for: LESL
[2025-11-28T20:24:41.007055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-11-28T20:24:41.018238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-11-28T20:24:41.018526] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-11-28T20:24:41.019275] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-11-28T20:24:41.019324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:41.019353] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:41.019378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:41.019433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:41.073396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:41.073972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:41.074043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:41.074074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:41.191321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:41.191466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:41.191502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:41.191527] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:41.194720] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=82.73%)
[2025-11-28T20:24:41.194978] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-11-28T20:24:41.195091] [INFO ] [sig       ] LESL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:41.328588] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LESL.txt
[2025-11-28T20:24:41.328701] [INFO ] [sig       ] [1902/3606] Completed LESL in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.5m
[2025-11-28T20:24:41.328738] [INFO ] [sig       ] [1903/3606] Forecasting LEVI...
[2025-11-28T20:24:41.328766] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-11-28T20:24:41.328795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-11-28T20:24:41.339260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-11-28T20:24:41.339518] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-11-28T20:24:41.340241] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-11-28T20:24:41.340289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:41.340330] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:41.340357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:41.340410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:41.395456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:41.396020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:41.396091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:41.396121] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:41.514183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:41.514285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:41.514319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:41.514345] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:41.517355] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-11-28T20:24:41.517628] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-11-28T20:24:41.517741] [INFO ] [sig       ] LEVI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:41.652495] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LEVI.txt
[2025-11-28T20:24:41.652612] [INFO ] [sig       ] [1903/3606] Completed LEVI in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.5m
[2025-11-28T20:24:41.652650] [INFO ] [sig       ] [1904/3606] Forecasting LFMD...
[2025-11-28T20:24:41.652678] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-11-28T20:24:41.652707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-11-28T20:24:41.663517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-11-28T20:24:41.663777] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-11-28T20:24:41.664497] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-11-28T20:24:41.664544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:41.664595] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:41.664643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:41.664699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:41.719309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:41.719873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:41.719945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:41.719976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:41.838627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:41.838730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:41.838764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:41.838791] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:41.841872] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=24.08%)
[2025-11-28T20:24:41.842123] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-11-28T20:24:41.842237] [INFO ] [sig       ] LFMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:41.980244] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LFMD.txt
[2025-11-28T20:24:41.980358] [INFO ] [sig       ] [1904/3606] Completed LFMD in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.5m
[2025-11-28T20:24:41.980404] [INFO ] [sig       ] [1905/3606] Forecasting LFUS...
[2025-11-28T20:24:41.980437] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-11-28T20:24:41.980472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-11-28T20:24:41.991304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-11-28T20:24:41.991599] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-11-28T20:24:41.992316] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-11-28T20:24:41.992363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:41.992397] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:41.992423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:41.992477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:42.047992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:42.048563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:42.048651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:42.048682] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:42.167187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:42.167307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:42.167341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:42.167368] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:42.170489] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: UP (p=51.80%)
[2025-11-28T20:24:42.170765] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-11-28T20:24:42.170877] [INFO ] [sig       ] LFUS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:42.305250] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LFUS.txt
[2025-11-28T20:24:42.305371] [INFO ] [sig       ] [1905/3606] Completed LFUS in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.5m
[2025-11-28T20:24:42.305410] [INFO ] [sig       ] [1906/3606] Forecasting LFVN...
[2025-11-28T20:24:42.305438] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-11-28T20:24:42.305466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-11-28T20:24:42.316344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-11-28T20:24:42.316607] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-11-28T20:24:42.317320] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-11-28T20:24:42.317369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:42.317399] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:42.317426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:42.317480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:42.372547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:42.373101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:42.373171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:42.373202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:42.488411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:42.488504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:42.488537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:42.488564] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:42.491528] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=14.72%)
[2025-11-28T20:24:42.491795] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-11-28T20:24:42.491906] [INFO ] [sig       ] LFVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:42.625543] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LFVN.txt
[2025-11-28T20:24:42.625673] [INFO ] [sig       ] [1906/3606] Completed LFVN in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.5m
[2025-11-28T20:24:42.625711] [INFO ] [sig       ] [1907/3606] Forecasting LGCL...
[2025-11-28T20:24:42.625746] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-11-28T20:24:42.625776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-11-28T20:24:42.637105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-11-28T20:24:42.637403] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-11-28T20:24:42.638174] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-11-28T20:24:42.638222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:42.638252] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:42.638276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:42.638330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:42.692901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:42.693458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:42.693530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:42.693562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:42.802970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:42.803128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:42.803167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:42.803195] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:42.806639] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=46.19%)
[2025-11-28T20:24:42.806913] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-11-28T20:24:42.807035] [INFO ] [sig       ] LGCL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:42.941109] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LGCL.txt
[2025-11-28T20:24:42.941235] [INFO ] [sig       ] [1907/3606] Completed LGCL in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.5m
[2025-11-28T20:24:42.941272] [INFO ] [sig       ] [1908/3606] Forecasting LGI...
[2025-11-28T20:24:42.941301] [INFO ] [sig       ] Generating forecast for: LGI
[2025-11-28T20:24:42.941330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-11-28T20:24:42.952490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-11-28T20:24:42.952772] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-11-28T20:24:42.953515] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-11-28T20:24:42.953563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:42.953617] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:42.953643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:42.953697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:43.007887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:43.008567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:43.008661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:43.008692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:43.126636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:43.126778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:43.126815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:43.126842] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:43.130067] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-11-28T20:24:43.130322] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-11-28T20:24:43.130442] [INFO ] [sig       ] LGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:43.264763] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LGI.txt
[2025-11-28T20:24:43.264914] [INFO ] [sig       ] [1908/3606] Completed LGI in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.5m
[2025-11-28T20:24:43.264953] [INFO ] [sig       ] [1909/3606] Forecasting LGIH...
[2025-11-28T20:24:43.264983] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-11-28T20:24:43.265013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-11-28T20:24:43.276140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-11-28T20:24:43.276479] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-11-28T20:24:43.277238] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-11-28T20:24:43.277286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:43.277316] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:43.277340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:43.277394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:43.334233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:43.335047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:43.335123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:43.335154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:43.445852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:43.445970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:43.446005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:43.446031] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:43.449126] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=89.08%)
[2025-11-28T20:24:43.449383] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-11-28T20:24:43.449497] [INFO ] [sig       ] LGIH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:43.583563] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LGIH.txt
[2025-11-28T20:24:43.583706] [INFO ] [sig       ] [1909/3606] Completed LGIH in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.5m
[2025-11-28T20:24:43.583742] [INFO ] [sig       ] [1910/3606] Forecasting LGND...
[2025-11-28T20:24:43.583771] [INFO ] [sig       ] Generating forecast for: LGND
[2025-11-28T20:24:43.583799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-11-28T20:24:43.594857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-11-28T20:24:43.595104] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-11-28T20:24:43.595841] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-11-28T20:24:43.595889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:43.595918] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:43.595944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:43.595997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:43.649909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:43.650475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:43.650546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:43.650593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:43.766839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:43.766986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:43.767023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:43.767067] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:43.770302] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2025-11-28T20:24:43.770560] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-11-28T20:24:43.770696] [INFO ] [sig       ] LGND: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:43.904968] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LGND.txt
[2025-11-28T20:24:43.905092] [INFO ] [sig       ] [1910/3606] Completed LGND in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.5m
[2025-11-28T20:24:43.905131] [INFO ] [sig       ] [1911/3606] Forecasting LHX...
[2025-11-28T20:24:43.905159] [INFO ] [sig       ] Generating forecast for: LHX
[2025-11-28T20:24:43.905187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-11-28T20:24:43.916724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-11-28T20:24:43.917018] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-11-28T20:24:43.917790] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-11-28T20:24:43.917839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:43.917869] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:43.917894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:43.917947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:43.972240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:43.972820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:43.972891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:43.972921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:44.090778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:44.090881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:44.090915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:44.090941] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:44.093950] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-11-28T20:24:44.094204] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-11-28T20:24:44.094320] [INFO ] [sig       ] LHX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:44.228891] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LHX.txt
[2025-11-28T20:24:44.229007] [INFO ] [sig       ] [1911/3606] Completed LHX in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.5m
[2025-11-28T20:24:44.229044] [INFO ] [sig       ] [1912/3606] Forecasting LI...
[2025-11-28T20:24:44.229071] [INFO ] [sig       ] Generating forecast for: LI
[2025-11-28T20:24:44.229099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-11-28T20:24:44.239982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-11-28T20:24:44.240235] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-11-28T20:24:44.240990] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-11-28T20:24:44.241039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:44.241068] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:44.241093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:44.241148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:44.295616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:44.296411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:44.296487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:44.296532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:44.416485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:44.416645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:44.416682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:44.416710] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:44.419902] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-11-28T20:24:44.420156] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-11-28T20:24:44.420271] [INFO ] [sig       ] LI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:44.555060] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LI.txt
[2025-11-28T20:24:44.555183] [INFO ] [sig       ] [1912/3606] Completed LI in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.5m
[2025-11-28T20:24:44.555219] [INFO ] [sig       ] [1913/3606] Forecasting LICN...
[2025-11-28T20:24:44.555247] [INFO ] [sig       ] Generating forecast for: LICN
[2025-11-28T20:24:44.555276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-11-28T20:24:44.566881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-11-28T20:24:44.567160] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-11-28T20:24:44.567913] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-11-28T20:24:44.567962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:44.567991] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:44.568016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:44.568094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:44.622539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:44.623176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:44.623249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:44.623280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:44.736766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:44.736910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:44.736947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:44.736974] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:44.740175] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-11-28T20:24:44.740436] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-11-28T20:24:44.740554] [INFO ] [sig       ] LICN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:44.876108] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LICN.txt
[2025-11-28T20:24:44.876227] [INFO ] [sig       ] [1913/3606] Completed LICN in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.5m
[2025-11-28T20:24:44.876264] [INFO ] [sig       ] [1914/3606] Forecasting LIF...
[2025-11-28T20:24:44.876293] [INFO ] [sig       ] Generating forecast for: LIF
[2025-11-28T20:24:44.876321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-11-28T20:24:44.887231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-11-28T20:24:44.887553] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-11-28T20:24:44.888325] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-11-28T20:24:44.888373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:44.888402] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:44.888428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:44.888496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:44.946304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:44.947069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:44.947175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:44.947208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:45.069520] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:45.069671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:45.069710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:45.069737] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:45.072969] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=48.11%)
[2025-11-28T20:24:45.073237] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-11-28T20:24:45.073356] [INFO ] [sig       ] LIF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:45.209098] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LIF.txt
[2025-11-28T20:24:45.209216] [INFO ] [sig       ] [1914/3606] Completed LIF in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.5m
[2025-11-28T20:24:45.209253] [INFO ] [sig       ] [1915/3606] Forecasting LII...
[2025-11-28T20:24:45.209283] [INFO ] [sig       ] Generating forecast for: LII
[2025-11-28T20:24:45.209312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-11-28T20:24:45.219868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-11-28T20:24:45.220122] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-11-28T20:24:45.220864] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-11-28T20:24:45.220913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:45.220944] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:45.220970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:45.221025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:45.275113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:45.275681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:45.275757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:45.275787] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:45.393428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:45.393548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:45.393600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:45.393630] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:45.396740] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-11-28T20:24:45.396993] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-11-28T20:24:45.397109] [INFO ] [sig       ] LII: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:45.531515] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LII.txt
[2025-11-28T20:24:45.531693] [INFO ] [sig       ] [1915/3606] Completed LII in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.4m
[2025-11-28T20:24:45.531734] [INFO ] [sig       ] [1916/3606] Forecasting LILA...
[2025-11-28T20:24:45.531762] [INFO ] [sig       ] Generating forecast for: LILA
[2025-11-28T20:24:45.531790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-11-28T20:24:45.542762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-11-28T20:24:45.543089] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-11-28T20:24:45.543870] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-11-28T20:24:45.543920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:45.543951] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:45.543978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:45.544043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:45.602480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:45.603152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:45.603227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:45.603258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:45.720507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:45.720655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:45.720691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:45.720718] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:45.723934] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=12.31%)
[2025-11-28T20:24:45.724191] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-11-28T20:24:45.724303] [INFO ] [sig       ] LILA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:45.861094] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LILA.txt
[2025-11-28T20:24:45.861205] [INFO ] [sig       ] [1916/3606] Completed LILA in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.4m
[2025-11-28T20:24:45.861241] [INFO ] [sig       ] [1917/3606] Forecasting LILAK...
[2025-11-28T20:24:45.861269] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-11-28T20:24:45.861298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-11-28T20:24:45.871998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-11-28T20:24:45.872252] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-11-28T20:24:45.872994] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-11-28T20:24:45.873052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:45.873090] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:45.873117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:45.873171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:45.929826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:45.930662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:45.930737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:45.930768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:46.056664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:46.056799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:46.056836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:46.056863] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:46.060056] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-11-28T20:24:46.060311] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-11-28T20:24:46.060424] [INFO ] [sig       ] LILAK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:46.195926] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LILAK.txt
[2025-11-28T20:24:46.196051] [INFO ] [sig       ] [1917/3606] Completed LILAK in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.4m
[2025-11-28T20:24:46.196088] [INFO ] [sig       ] [1918/3606] Forecasting LIN...
[2025-11-28T20:24:46.196117] [INFO ] [sig       ] Generating forecast for: LIN
[2025-11-28T20:24:46.196154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-11-28T20:24:46.206681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-11-28T20:24:46.206943] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-11-28T20:24:46.207694] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-11-28T20:24:46.207744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:46.207775] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:46.207802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:46.207858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:46.265519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:46.266163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:46.266236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:46.266266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:46.376916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:46.377027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:46.377062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:46.377089] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:46.380150] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=9.15%)
[2025-11-28T20:24:46.380404] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-11-28T20:24:46.380519] [INFO ] [sig       ] LIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:46.515768] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LIN.txt
[2025-11-28T20:24:46.515888] [INFO ] [sig       ] [1918/3606] Completed LIN in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.4m
[2025-11-28T20:24:46.515927] [INFO ] [sig       ] [1919/3606] Forecasting LINC...
[2025-11-28T20:24:46.515954] [INFO ] [sig       ] Generating forecast for: LINC
[2025-11-28T20:24:46.515984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-11-28T20:24:46.529680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-11-28T20:24:46.530096] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-11-28T20:24:46.531097] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-11-28T20:24:46.531162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:46.531208] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:46.531251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:46.531336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:46.587850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:46.588737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:46.588819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:46.588851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:46.700487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:46.700652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:46.700690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:46.700716] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:46.703973] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=32.37%)
[2025-11-28T20:24:46.704239] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-11-28T20:24:46.704359] [INFO ] [sig       ] LINC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:46.838650] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LINC.txt
[2025-11-28T20:24:46.838834] [INFO ] [sig       ] [1919/3606] Completed LINC in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.4m
[2025-11-28T20:24:46.838875] [INFO ] [sig       ] [1920/3606] Forecasting LIND...
[2025-11-28T20:24:46.838904] [INFO ] [sig       ] Generating forecast for: LIND
[2025-11-28T20:24:46.838932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-11-28T20:24:46.851045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-11-28T20:24:46.851390] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-11-28T20:24:46.852154] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-11-28T20:24:46.852203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:46.852234] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:46.852259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:46.852313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:46.906358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:46.907194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:46.907276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:46.907307] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:47.040329] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:47.040478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:47.040521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:47.040551] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:47.043937] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=22.15%)
[2025-11-28T20:24:47.044219] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-11-28T20:24:47.044344] [INFO ] [sig       ] LIND: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:47.180097] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LIND.txt
[2025-11-28T20:24:47.180286] [INFO ] [sig       ] [1920/3606] Completed LIND in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.4m
[2025-11-28T20:24:47.180332] [INFO ] [sig       ] [1921/3606] Forecasting LINE...
[2025-11-28T20:24:47.180363] [INFO ] [sig       ] Generating forecast for: LINE
[2025-11-28T20:24:47.180395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-11-28T20:24:47.192296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-11-28T20:24:47.192615] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-11-28T20:24:47.193463] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-11-28T20:24:47.193513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:47.193595] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:47.193636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:47.193710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:47.251586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:47.252267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:47.252346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:47.252377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:47.373724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:47.373835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:47.373871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:47.373898] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:47.377150] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: UP (p=86.27%)
[2025-11-28T20:24:47.377411] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-11-28T20:24:47.377529] [INFO ] [sig       ] LINE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:47.512959] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LINE.txt
[2025-11-28T20:24:47.513084] [INFO ] [sig       ] [1921/3606] Completed LINE in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.4m
[2025-11-28T20:24:47.513122] [INFO ] [sig       ] [1922/3606] Forecasting LINK...
[2025-11-28T20:24:47.513149] [INFO ] [sig       ] Generating forecast for: LINK
[2025-11-28T20:24:47.513178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-11-28T20:24:47.524328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-11-28T20:24:47.524649] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-11-28T20:24:47.525374] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-11-28T20:24:47.525422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:47.525452] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:47.525478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:47.525535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:47.580182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:47.580812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:47.580884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:47.580915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:47.692195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:47.692292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:47.692328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:47.692354] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:47.695712] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=83.10%)
[2025-11-28T20:24:47.695995] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-11-28T20:24:47.696120] [INFO ] [sig       ] LINK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:47.833828] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LINK.txt
[2025-11-28T20:24:47.833950] [INFO ] [sig       ] [1922/3606] Completed LINK in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.4m
[2025-11-28T20:24:47.833987] [INFO ] [sig       ] [1923/3606] Forecasting LITE...
[2025-11-28T20:24:47.834015] [INFO ] [sig       ] Generating forecast for: LITE
[2025-11-28T20:24:47.834043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-11-28T20:24:47.845217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-11-28T20:24:47.845482] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-11-28T20:24:47.846225] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-11-28T20:24:47.846274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:47.846305] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:47.846330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:47.846384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:47.901613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:47.902294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:47.902367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:47.902398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:48.023380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:48.023489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:48.023522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:48.023549] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:48.026604] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=30.70%)
[2025-11-28T20:24:48.026860] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-11-28T20:24:48.026974] [INFO ] [sig       ] LITE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:48.162223] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LITE.txt
[2025-11-28T20:24:48.162379] [INFO ] [sig       ] [1923/3606] Completed LITE in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.4m
[2025-11-28T20:24:48.162418] [INFO ] [sig       ] [1924/3606] Forecasting LITM...
[2025-11-28T20:24:48.162447] [INFO ] [sig       ] Generating forecast for: LITM
[2025-11-28T20:24:48.162476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-11-28T20:24:48.174870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-11-28T20:24:48.175127] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-11-28T20:24:48.175867] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-11-28T20:24:48.175915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:48.175945] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:48.175970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:48.176024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:48.230890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:48.231467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:48.231557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:48.231616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:48.350418] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:48.350545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:48.350598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:48.350653] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:48.353841] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-11-28T20:24:48.354098] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-11-28T20:24:48.354214] [INFO ] [sig       ] LITM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:48.488523] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LITM.txt
[2025-11-28T20:24:48.488673] [INFO ] [sig       ] [1924/3606] Completed LITM in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.4m
[2025-11-28T20:24:48.488718] [INFO ] [sig       ] [1925/3606] Forecasting LIVN...
[2025-11-28T20:24:48.488746] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-11-28T20:24:48.488775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-11-28T20:24:48.499343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-11-28T20:24:48.499634] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-11-28T20:24:48.500356] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-11-28T20:24:48.500405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:48.500435] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:48.500460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:48.500526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:48.555229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:48.555837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:48.555911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:48.555943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:48.673432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:48.673539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:48.673589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:48.673619] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:48.676672] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=64.04%)
[2025-11-28T20:24:48.676926] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-11-28T20:24:48.677037] [INFO ] [sig       ] LIVN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:48.817449] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LIVN.txt
[2025-11-28T20:24:48.817625] [INFO ] [sig       ] [1925/3606] Completed LIVN in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.4m
[2025-11-28T20:24:48.817667] [INFO ] [sig       ] [1926/3606] Forecasting LKFN...
[2025-11-28T20:24:48.817696] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-11-28T20:24:48.817724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-11-28T20:24:48.828502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-11-28T20:24:48.828921] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-11-28T20:24:48.829689] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-11-28T20:24:48.829738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:48.829768] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:48.829794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:48.829848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:48.884851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:48.885624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:48.885700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:48.885731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:49.001741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:49.001889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:49.001927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:49.001958] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:49.005238] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=83.48%)
[2025-11-28T20:24:49.005501] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-11-28T20:24:49.005640] [INFO ] [sig       ] LKFN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:49.140251] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LKFN.txt
[2025-11-28T20:24:49.140370] [INFO ] [sig       ] [1926/3606] Completed LKFN in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.4m
[2025-11-28T20:24:49.140407] [INFO ] [sig       ] [1927/3606] Forecasting LKQ...
[2025-11-28T20:24:49.140434] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-11-28T20:24:49.140464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-11-28T20:24:49.151684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-11-28T20:24:49.151963] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-11-28T20:24:49.152791] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-11-28T20:24:49.152874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:49.152908] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:49.152936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:49.152992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:49.208121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:49.208735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:49.208811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:49.208843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:49.324201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:49.324343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:49.324382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:49.324412] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:49.327976] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-11-28T20:24:49.328279] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-11-28T20:24:49.328402] [INFO ] [sig       ] LKQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:49.469537] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LKQ.txt
[2025-11-28T20:24:49.469680] [INFO ] [sig       ] [1927/3606] Completed LKQ in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.4m
[2025-11-28T20:24:49.469720] [INFO ] [sig       ] [1928/3606] Forecasting LLY...
[2025-11-28T20:24:49.469750] [INFO ] [sig       ] Generating forecast for: LLY
[2025-11-28T20:24:49.469780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-11-28T20:24:49.480822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-11-28T20:24:49.481091] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-11-28T20:24:49.481873] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-11-28T20:24:49.481923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:49.481953] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:49.481978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:49.482033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:49.537106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:49.538062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:49.538146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:49.538178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:49.655806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:49.655937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:49.655973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:49.655999] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:49.659176] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-11-28T20:24:49.659441] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-11-28T20:24:49.659562] [INFO ] [sig       ] LLY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:49.794718] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LLY.txt
[2025-11-28T20:24:49.794832] [INFO ] [sig       ] [1928/3606] Completed LLY in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.4m
[2025-11-28T20:24:49.794869] [INFO ] [sig       ] [1929/3606] Forecasting LLYVA...
[2025-11-28T20:24:49.794897] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-11-28T20:24:49.794926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-11-28T20:24:49.805926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-11-28T20:24:49.806176] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-11-28T20:24:49.806937] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-11-28T20:24:49.806986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:49.807016] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:49.807041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:49.807095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:49.861771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:49.862344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:49.862416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:49.862447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:49.978416] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:49.978528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:49.978562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:49.978607] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:49.981669] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: DOWN (p=13.23%)
[2025-11-28T20:24:49.981924] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-11-28T20:24:49.982038] [INFO ] [sig       ] LLYVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:50.120989] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LLYVA.txt
[2025-11-28T20:24:50.121114] [INFO ] [sig       ] [1929/3606] Completed LLYVA in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.4m
[2025-11-28T20:24:50.121151] [INFO ] [sig       ] [1930/3606] Forecasting LLYVK...
[2025-11-28T20:24:50.121179] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-11-28T20:24:50.121207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-11-28T20:24:50.132532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-11-28T20:24:50.132815] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-11-28T20:24:50.133526] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-11-28T20:24:50.133591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:50.133622] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:50.133648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:50.133702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:50.188445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:50.189094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:50.189168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:50.189199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:50.304132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:50.304273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:50.304308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:50.304334] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:50.307502] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-11-28T20:24:50.307773] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-11-28T20:24:50.307889] [INFO ] [sig       ] LLYVK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:50.443928] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LLYVK.txt
[2025-11-28T20:24:50.444058] [INFO ] [sig       ] [1930/3606] Completed LLYVK in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.4m
[2025-11-28T20:24:50.444095] [INFO ] [sig       ] [1931/3606] Forecasting LMB...
[2025-11-28T20:24:50.444124] [INFO ] [sig       ] Generating forecast for: LMB
[2025-11-28T20:24:50.444153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-11-28T20:24:50.454974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-11-28T20:24:50.455229] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-11-28T20:24:50.455994] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-11-28T20:24:50.456042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:50.456071] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:50.456097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:50.456152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:50.510317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:50.510934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:50.511030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:50.511060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:50.626010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:50.626144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:50.626179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:50.626206] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:50.629426] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-11-28T20:24:50.629702] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-11-28T20:24:50.629817] [INFO ] [sig       ] LMB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:50.767134] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LMB.txt
[2025-11-28T20:24:50.767255] [INFO ] [sig       ] [1931/3606] Completed LMB in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.4m
[2025-11-28T20:24:50.767293] [INFO ] [sig       ] [1932/3606] Forecasting LMBS...
[2025-11-28T20:24:50.767322] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-11-28T20:24:50.767351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-11-28T20:24:50.778599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-11-28T20:24:50.778849] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-11-28T20:24:50.779562] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-11-28T20:24:50.779636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:50.779667] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:50.779701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:50.779756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:50.834309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:50.834931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:50.835002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:50.835032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:50.951610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:50.951735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:50.951770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:50.951797] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:50.954870] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2025-11-28T20:24:50.955143] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-11-28T20:24:50.955257] [INFO ] [sig       ] LMBS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:51.089664] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LMBS.txt
[2025-11-28T20:24:51.089781] [INFO ] [sig       ] [1932/3606] Completed LMBS in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.4m
[2025-11-28T20:24:51.089818] [INFO ] [sig       ] [1933/3606] Forecasting LMND...
[2025-11-28T20:24:51.089846] [INFO ] [sig       ] Generating forecast for: LMND
[2025-11-28T20:24:51.089875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-11-28T20:24:51.101314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-11-28T20:24:51.101584] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-11-28T20:24:51.102295] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-11-28T20:24:51.102343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:51.102372] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:51.102397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:51.102451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:51.156800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:51.157349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:51.157421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:51.157451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:51.276251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:51.276388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:51.276425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:51.276452] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:51.279706] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-11-28T20:24:51.279962] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-11-28T20:24:51.280077] [INFO ] [sig       ] LMND: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:51.417055] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LMND.txt
[2025-11-28T20:24:51.417187] [INFO ] [sig       ] [1933/3606] Completed LMND in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.3m
[2025-11-28T20:24:51.417225] [INFO ] [sig       ] [1934/3606] Forecasting LNC...
[2025-11-28T20:24:51.417254] [INFO ] [sig       ] Generating forecast for: LNC
[2025-11-28T20:24:51.417282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-11-28T20:24:51.428750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-11-28T20:24:51.429022] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-11-28T20:24:51.429769] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-11-28T20:24:51.429817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:51.429848] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:51.429873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:51.429927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:51.484129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:51.484707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:51.484780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:51.484810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:51.609185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:51.609350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:51.609387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:51.609415] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:51.612633] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2025-11-28T20:24:51.612884] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-11-28T20:24:51.613000] [INFO ] [sig       ] LNC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:51.747828] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LNC.txt
[2025-11-28T20:24:51.747967] [INFO ] [sig       ] [1934/3606] Completed LNC in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.3m
[2025-11-28T20:24:51.748004] [INFO ] [sig       ] [1935/3606] Forecasting LND...
[2025-11-28T20:24:51.748050] [INFO ] [sig       ] Generating forecast for: LND
[2025-11-28T20:24:51.748090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-11-28T20:24:51.759183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-11-28T20:24:51.759471] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-11-28T20:24:51.760204] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-11-28T20:24:51.760258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:51.760288] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:51.760313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:51.760367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:51.815329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:51.815917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:51.815988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:51.816019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:51.924863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:51.924988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:51.925024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:51.925051] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:51.928192] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-11-28T20:24:51.928448] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-11-28T20:24:51.928563] [INFO ] [sig       ] LND: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:52.065844] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LND.txt
[2025-11-28T20:24:52.065966] [INFO ] [sig       ] [1935/3606] Completed LND in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.3m
[2025-11-28T20:24:52.066003] [INFO ] [sig       ] [1936/3606] Forecasting LNG...
[2025-11-28T20:24:52.066031] [INFO ] [sig       ] Generating forecast for: LNG
[2025-11-28T20:24:52.066059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-11-28T20:24:52.078137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-11-28T20:24:52.078530] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-11-28T20:24:52.079313] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-11-28T20:24:52.079361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:52.079391] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:52.079416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:52.079470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:52.134457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:52.135343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:52.135420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:52.135452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:52.251127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:52.251275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:52.251312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:52.251341] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:52.254544] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-11-28T20:24:52.254825] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-11-28T20:24:52.254940] [INFO ] [sig       ] LNG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:52.395887] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LNG.txt
[2025-11-28T20:24:52.396043] [INFO ] [sig       ] [1936/3606] Completed LNG in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.3m
[2025-11-28T20:24:52.396080] [INFO ] [sig       ] [1937/3606] Forecasting LNKB...
[2025-11-28T20:24:52.396110] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-11-28T20:24:52.396138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-11-28T20:24:52.407114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-11-28T20:24:52.407468] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-11-28T20:24:52.408247] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-11-28T20:24:52.408295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:52.408326] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:52.408351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:52.408405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:52.463494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:52.464316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:52.464398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:52.464429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:52.574475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:52.574639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:52.574676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:52.574703] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:52.577961] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-11-28T20:24:52.578249] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-11-28T20:24:52.578368] [INFO ] [sig       ] LNKB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:52.715120] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LNKB.txt
[2025-11-28T20:24:52.715268] [INFO ] [sig       ] [1937/3606] Completed LNKB in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.3m
[2025-11-28T20:24:52.715305] [INFO ] [sig       ] [1938/3606] Forecasting LNN...
[2025-11-28T20:24:52.715335] [INFO ] [sig       ] Generating forecast for: LNN
[2025-11-28T20:24:52.715364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-11-28T20:24:52.726397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-11-28T20:24:52.726716] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-11-28T20:24:52.727430] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-11-28T20:24:52.727478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:52.727546] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:52.727601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:52.727663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:52.781948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:52.782735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:52.782810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:52.782841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:52.901924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:52.902052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:52.902089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:52.902115] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:52.905233] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-11-28T20:24:52.905486] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-11-28T20:24:52.905615] [INFO ] [sig       ] LNN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:53.043450] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LNN.txt
[2025-11-28T20:24:53.043600] [INFO ] [sig       ] [1938/3606] Completed LNN in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.3m
[2025-11-28T20:24:53.043640] [INFO ] [sig       ] [1939/3606] Forecasting LNTH...
[2025-11-28T20:24:53.043668] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-11-28T20:24:53.043697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-11-28T20:24:53.054147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-11-28T20:24:53.054397] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-11-28T20:24:53.055128] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-11-28T20:24:53.055175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:53.055205] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:53.055231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:53.055284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:53.108963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:53.109503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:53.109590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:53.109623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:53.223481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:53.223564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:53.223615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:53.223641] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:53.226520] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-11-28T20:24:53.226781] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-11-28T20:24:53.226892] [INFO ] [sig       ] LNTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:53.365071] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LNTH.txt
[2025-11-28T20:24:53.365192] [INFO ] [sig       ] [1939/3606] Completed LNTH in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.3m
[2025-11-28T20:24:53.365229] [INFO ] [sig       ] [1940/3606] Forecasting LNZA...
[2025-11-28T20:24:53.365257] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-11-28T20:24:53.365285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-11-28T20:24:53.375955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-11-28T20:24:53.376231] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-11-28T20:24:53.376966] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-11-28T20:24:53.377014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:53.377043] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:53.377068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:53.377122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:53.431307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:53.431870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:53.431942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:53.431971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:53.546367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:53.546463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:53.546496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:53.546522] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:53.549593] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=28.46%)
[2025-11-28T20:24:53.549847] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-11-28T20:24:53.549962] [INFO ] [sig       ] LNZA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:53.684664] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LNZA.txt
[2025-11-28T20:24:53.684764] [INFO ] [sig       ] [1940/3606] Completed LNZA in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.3m
[2025-11-28T20:24:53.684800] [INFO ] [sig       ] [1941/3606] Forecasting LOAN...
[2025-11-28T20:24:53.684827] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-11-28T20:24:53.684856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-11-28T20:24:53.695950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-11-28T20:24:53.696232] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-11-28T20:24:53.697009] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-11-28T20:24:53.697057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:53.697087] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:53.697112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:53.697166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:53.751282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:53.751862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:53.751934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:53.751964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:53.860140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:53.860228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:53.860262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:53.860315] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:53.863286] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-11-28T20:24:53.863538] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-11-28T20:24:53.863671] [INFO ] [sig       ] LOAN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:53.998521] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LOAN.txt
[2025-11-28T20:24:53.998641] [INFO ] [sig       ] [1941/3606] Completed LOAN in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.3m
[2025-11-28T20:24:53.998686] [INFO ] [sig       ] [1942/3606] Forecasting LOB...
[2025-11-28T20:24:53.998716] [INFO ] [sig       ] Generating forecast for: LOB
[2025-11-28T20:24:53.998744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-11-28T20:24:54.009395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-11-28T20:24:54.009665] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-11-28T20:24:54.010380] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-11-28T20:24:54.010428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:54.010459] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:54.010485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:54.010539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:54.065365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:54.065940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:54.066013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:54.066043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:54.185724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:54.185841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:54.185876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:54.185903] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:54.189028] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=24.06%)
[2025-11-28T20:24:54.189289] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-11-28T20:24:54.189404] [INFO ] [sig       ] LOB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:54.331407] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LOB.txt
[2025-11-28T20:24:54.331546] [INFO ] [sig       ] [1942/3606] Completed LOB in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.3m
[2025-11-28T20:24:54.331602] [INFO ] [sig       ] [1943/3606] Forecasting LOCO...
[2025-11-28T20:24:54.331632] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-11-28T20:24:54.331664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-11-28T20:24:54.342893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-11-28T20:24:54.343142] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-11-28T20:24:54.343907] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-11-28T20:24:54.343955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:54.343984] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:54.344008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:54.344063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:54.400407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:54.401075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:54.401152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:54.401185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:54.530896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:54.531039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:54.531079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:54.531106] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:54.534444] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=46.66%)
[2025-11-28T20:24:54.534749] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-11-28T20:24:54.534889] [INFO ] [sig       ] LOCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:54.671806] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LOCO.txt
[2025-11-28T20:24:54.671945] [INFO ] [sig       ] [1943/3606] Completed LOCO in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.3m
[2025-11-28T20:24:54.671985] [INFO ] [sig       ] [1944/3606] Forecasting LOGI...
[2025-11-28T20:24:54.672013] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-11-28T20:24:54.672043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-11-28T20:24:54.683205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-11-28T20:24:54.683555] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-11-28T20:24:54.684368] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-11-28T20:24:54.684419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:54.684449] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:54.684475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:54.684532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:54.739265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:54.740068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:54.740150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:54.740181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:54.858954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:54.859104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:54.859141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:54.859167] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:54.862491] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=78.16%)
[2025-11-28T20:24:54.862793] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-11-28T20:24:54.862918] [INFO ] [sig       ] LOGI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:55.003243] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LOGI.txt
[2025-11-28T20:24:55.003378] [INFO ] [sig       ] [1944/3606] Completed LOGI in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.3m
[2025-11-28T20:24:55.003417] [INFO ] [sig       ] [1945/3606] Forecasting LOMA...
[2025-11-28T20:24:55.003445] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-11-28T20:24:55.003473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-11-28T20:24:55.014826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-11-28T20:24:55.015117] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-11-28T20:24:55.015891] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-11-28T20:24:55.015941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:55.015972] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:55.015998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:55.016054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:55.070058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:55.070740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:55.070819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:55.070849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:55.186805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:55.186954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:55.187011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:55.187039] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:55.190325] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=79.51%)
[2025-11-28T20:24:55.190619] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-11-28T20:24:55.190748] [INFO ] [sig       ] LOMA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:55.328748] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LOMA.txt
[2025-11-28T20:24:55.328899] [INFO ] [sig       ] [1945/3606] Completed LOMA in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.3m
[2025-11-28T20:24:55.328939] [INFO ] [sig       ] [1946/3606] Forecasting LOPE...
[2025-11-28T20:24:55.328967] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-11-28T20:24:55.328996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-11-28T20:24:55.340749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-11-28T20:24:55.341120] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-11-28T20:24:55.341942] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-11-28T20:24:55.341993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:55.342025] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:55.342052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:55.342109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:55.401025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:55.401874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:55.401981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:55.402027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:55.528908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:55.529054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:55.529093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:55.529122] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:55.532597] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-11-28T20:24:55.532869] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-11-28T20:24:55.532996] [INFO ] [sig       ] LOPE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:55.673623] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LOPE.txt
[2025-11-28T20:24:55.673752] [INFO ] [sig       ] [1946/3606] Completed LOPE in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.3m
[2025-11-28T20:24:55.673790] [INFO ] [sig       ] [1947/3606] Forecasting LOVE...
[2025-11-28T20:24:55.673818] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-11-28T20:24:55.673848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-11-28T20:24:55.684998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-11-28T20:24:55.685334] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-11-28T20:24:55.686106] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-11-28T20:24:55.686156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:55.686189] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:55.686217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:55.686274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:55.747537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:55.748321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:55.748420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:55.748454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:55.874302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:55.874428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:55.874467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:55.874496] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:55.878158] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=33.76%)
[2025-11-28T20:24:55.878447] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-11-28T20:24:55.878569] [INFO ] [sig       ] LOVE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:56.027603] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LOVE.txt
[2025-11-28T20:24:56.027750] [INFO ] [sig       ] [1947/3606] Completed LOVE in 0.4s | 2.98 sym/s | Total: 10.9m | ETA: 9.3m
[2025-11-28T20:24:56.027792] [INFO ] [sig       ] [1948/3606] Forecasting LPCN...
[2025-11-28T20:24:56.027823] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-11-28T20:24:56.027854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-11-28T20:24:56.039189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-11-28T20:24:56.039517] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-11-28T20:24:56.040351] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-11-28T20:24:56.040401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:56.040431] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:56.040458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:56.040514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:56.100265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:56.101250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:56.101355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:56.101390] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:56.221523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:56.221681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:56.221725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:56.221753] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:56.224968] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-11-28T20:24:56.225237] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-11-28T20:24:56.225352] [INFO ] [sig       ] LPCN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:56.365189] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LPCN.txt
[2025-11-28T20:24:56.365339] [INFO ] [sig       ] [1948/3606] Completed LPCN in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.3m
[2025-11-28T20:24:56.365378] [INFO ] [sig       ] [1949/3606] Forecasting LPG...
[2025-11-28T20:24:56.365407] [INFO ] [sig       ] Generating forecast for: LPG
[2025-11-28T20:24:56.365437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-11-28T20:24:56.376997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-11-28T20:24:56.377307] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-11-28T20:24:56.378197] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-11-28T20:24:56.378254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:56.378310] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:56.378347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:56.378426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:56.434590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:56.435369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:56.435447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:56.435478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:56.553924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:56.554063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:56.554100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:56.554127] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:56.557307] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-11-28T20:24:56.557562] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-11-28T20:24:56.557694] [INFO ] [sig       ] LPG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:56.691511] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LPG.txt
[2025-11-28T20:24:56.691634] [INFO ] [sig       ] [1949/3606] Completed LPG in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.3m
[2025-11-28T20:24:56.691672] [INFO ] [sig       ] [1950/3606] Forecasting LPLA...
[2025-11-28T20:24:56.691704] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-11-28T20:24:56.691736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-11-28T20:24:56.702350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-11-28T20:24:56.702628] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-11-28T20:24:56.703358] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-11-28T20:24:56.703406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:56.703436] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:56.703461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:56.703514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:56.761509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:56.762135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:56.762210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:56.762242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:56.888013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:56.888161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:56.888199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:56.888225] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:56.891506] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=24.95%)
[2025-11-28T20:24:56.891789] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-11-28T20:24:56.891907] [INFO ] [sig       ] LPLA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:57.031690] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LPLA.txt
[2025-11-28T20:24:57.031801] [INFO ] [sig       ] [1950/3606] Completed LPLA in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.2m
[2025-11-28T20:24:57.031839] [INFO ] [sig       ] [1951/3606] Forecasting LPRO...
[2025-11-28T20:24:57.031869] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-11-28T20:24:57.031899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-11-28T20:24:57.043119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-11-28T20:24:57.043412] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-11-28T20:24:57.044173] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-11-28T20:24:57.044221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:57.044253] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:57.044279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:57.044334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:57.101480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:57.102095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:57.102168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:57.102201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:57.225126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:57.225268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:57.225306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:57.225336] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:57.229432] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=49.85%)
[2025-11-28T20:24:57.229724] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-11-28T20:24:57.229841] [INFO ] [sig       ] LPRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:57.368253] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LPRO.txt
[2025-11-28T20:24:57.368395] [INFO ] [sig       ] [1951/3606] Completed LPRO in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.2m
[2025-11-28T20:24:57.368433] [INFO ] [sig       ] [1952/3606] Forecasting LPSN...
[2025-11-28T20:24:57.368462] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-11-28T20:24:57.368491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-11-28T20:24:57.379687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-11-28T20:24:57.379992] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-11-28T20:24:57.380726] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-11-28T20:24:57.380777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:57.380807] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:57.380833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:57.380887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:57.435133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:57.435703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:57.435774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:57.435804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:57.554104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:57.554210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:57.554245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:57.554272] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:57.557331] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=41.26%)
[2025-11-28T20:24:57.557601] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-11-28T20:24:57.557715] [INFO ] [sig       ] LPSN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:57.691902] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LPSN.txt
[2025-11-28T20:24:57.692012] [INFO ] [sig       ] [1952/3606] Completed LPSN in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.2m
[2025-11-28T20:24:57.692049] [INFO ] [sig       ] [1953/3606] Forecasting LPTH...
[2025-11-28T20:24:57.692085] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-11-28T20:24:57.692115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-11-28T20:24:57.702748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-11-28T20:24:57.702998] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-11-28T20:24:57.703729] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-11-28T20:24:57.703777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:57.703807] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:57.703833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:57.703887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:57.758048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:57.758614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:57.758684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:57.758714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:57.873154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:57.873282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:57.873318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:57.873345] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:57.876511] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-11-28T20:24:57.876786] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-11-28T20:24:57.876901] [INFO ] [sig       ] LPTH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:58.013954] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LPTH.txt
[2025-11-28T20:24:58.014059] [INFO ] [sig       ] [1953/3606] Completed LPTH in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.2m
[2025-11-28T20:24:58.014095] [INFO ] [sig       ] [1954/3606] Forecasting LPX...
[2025-11-28T20:24:58.014123] [INFO ] [sig       ] Generating forecast for: LPX
[2025-11-28T20:24:58.014151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-11-28T20:24:58.024939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-11-28T20:24:58.025188] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-11-28T20:24:58.025930] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-11-28T20:24:58.025978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:58.026008] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:58.026033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:58.026087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:58.081083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:58.081646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:58.081731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:58.081763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:58.202634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:58.202776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:58.202813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:58.202841] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:58.206000] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=81.83%)
[2025-11-28T20:24:58.206256] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-11-28T20:24:58.206368] [INFO ] [sig       ] LPX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:58.342897] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LPX.txt
[2025-11-28T20:24:58.343010] [INFO ] [sig       ] [1954/3606] Completed LPX in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.2m
[2025-11-28T20:24:58.343048] [INFO ] [sig       ] [1955/3606] Forecasting LQDA...
[2025-11-28T20:24:58.343075] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-11-28T20:24:58.343104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-11-28T20:24:58.353938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-11-28T20:24:58.354208] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-11-28T20:24:58.354966] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-11-28T20:24:58.355016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:58.355069] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:58.355096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:58.355164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:58.410999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:58.411565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:58.411653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:58.411684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:58.528990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:58.529080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:58.529113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:58.529140] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:58.532050] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=60.95%)
[2025-11-28T20:24:58.532298] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-11-28T20:24:58.532407] [INFO ] [sig       ] LQDA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:58.670683] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LQDA.txt
[2025-11-28T20:24:58.670795] [INFO ] [sig       ] [1955/3606] Completed LQDA in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.2m
[2025-11-28T20:24:58.670831] [INFO ] [sig       ] [1956/3606] Forecasting LRCX...
[2025-11-28T20:24:58.670860] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-11-28T20:24:58.670889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-11-28T20:24:58.681959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-11-28T20:24:58.682220] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-11-28T20:24:58.682953] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-11-28T20:24:58.683000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:58.683030] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:58.683056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:58.683109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:58.737804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:58.738375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:58.738448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:58.738478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:58.861158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:58.861247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:58.861282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:58.861325] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:58.864434] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=36.97%)
[2025-11-28T20:24:58.864705] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-11-28T20:24:58.864825] [INFO ] [sig       ] LRCX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:59.000097] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LRCX.txt
[2025-11-28T20:24:59.000221] [INFO ] [sig       ] [1956/3606] Completed LRCX in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.2m
[2025-11-28T20:24:59.000259] [INFO ] [sig       ] [1957/3606] Forecasting LRGE...
[2025-11-28T20:24:59.000286] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-11-28T20:24:59.000315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-11-28T20:24:59.011287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-11-28T20:24:59.011608] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-11-28T20:24:59.012360] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-11-28T20:24:59.012410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:59.012441] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:59.012469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:59.012525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:59.070073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:59.070863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:59.070940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:59.070972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:59.186626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:59.186767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:59.186803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:59.186830] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:59.189986] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-11-28T20:24:59.190243] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-11-28T20:24:59.190355] [INFO ] [sig       ] LRGE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:24:59.327396] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LRGE.txt
[2025-11-28T20:24:59.327513] [INFO ] [sig       ] [1957/3606] Completed LRGE in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.2m
[2025-11-28T20:24:59.327549] [INFO ] [sig       ] [1958/3606] Forecasting LRHC...
[2025-11-28T20:24:59.327595] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-11-28T20:24:59.327627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-11-28T20:24:59.338841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-11-28T20:24:59.339119] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-11-28T20:24:59.339906] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-11-28T20:24:59.339957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:59.339989] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:59.340015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:59.340071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:59.395740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:59.396511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:59.396622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:59.396684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:59.514421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:59.514567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:59.514624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:59.514686] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:59.519080] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2025-11-28T20:24:59.519379] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-11-28T20:24:59.519507] [INFO ] [sig       ] LRHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:59.655673] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LRHC.txt
[2025-11-28T20:24:59.655830] [INFO ] [sig       ] [1958/3606] Completed LRHC in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.2m
[2025-11-28T20:24:59.655869] [INFO ] [sig       ] [1959/3606] Forecasting LSCC...
[2025-11-28T20:24:59.655898] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-11-28T20:24:59.655927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-11-28T20:24:59.667266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-11-28T20:24:59.667635] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-11-28T20:24:59.668411] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-11-28T20:24:59.668461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:59.668492] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:59.668517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:59.668589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:24:59.723717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:24:59.724516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:24:59.724610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:24:59.724646] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:24:59.839147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:24:59.839276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:24:59.839312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:24:59.839338] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:24:59.842595] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=19.13%)
[2025-11-28T20:24:59.842854] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-11-28T20:24:59.842969] [INFO ] [sig       ] LSCC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:24:59.977661] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LSCC.txt
[2025-11-28T20:24:59.977811] [INFO ] [sig       ] [1959/3606] Completed LSCC in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.2m
[2025-11-28T20:24:59.977848] [INFO ] [sig       ] [1960/3606] Forecasting LSPD...
[2025-11-28T20:24:59.977879] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-11-28T20:24:59.977907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-11-28T20:24:59.991634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-11-28T20:24:59.991949] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-11-28T20:24:59.992687] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-11-28T20:24:59.992735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:24:59.992765] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:24:59.992803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:24:59.992859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:00.046688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:00.047460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:00.047537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:00.047568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:00.169508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:00.169666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:00.169704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:00.169732] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:00.172918] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-11-28T20:25:00.173176] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-11-28T20:25:00.173291] [INFO ] [sig       ] LSPD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:00.308247] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LSPD.txt
[2025-11-28T20:25:00.308388] [INFO ] [sig       ] [1960/3606] Completed LSPD in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.2m
[2025-11-28T20:25:00.308427] [INFO ] [sig       ] [1961/3606] Forecasting LTC...
[2025-11-28T20:25:00.308455] [INFO ] [sig       ] Generating forecast for: LTC
[2025-11-28T20:25:00.308485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-11-28T20:25:00.320996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-11-28T20:25:00.321350] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-11-28T20:25:00.322109] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-11-28T20:25:00.322157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:00.322187] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:00.322213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:00.322267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:00.376871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:00.377646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:00.377727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:00.377758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:00.493590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:00.493731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:00.493772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:00.493858] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:00.497134] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-11-28T20:25:00.497402] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-11-28T20:25:00.497524] [INFO ] [sig       ] LTC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:00.634733] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LTC.txt
[2025-11-28T20:25:00.634879] [INFO ] [sig       ] [1961/3606] Completed LTC in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.2m
[2025-11-28T20:25:00.634918] [INFO ] [sig       ] [1962/3606] Forecasting LTH...
[2025-11-28T20:25:00.634947] [INFO ] [sig       ] Generating forecast for: LTH
[2025-11-28T20:25:00.634976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-11-28T20:25:00.646841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-11-28T20:25:00.647155] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-11-28T20:25:00.647916] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-11-28T20:25:00.647965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:00.647995] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:00.648091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:00.648151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:00.703159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:00.703928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:00.704007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:00.704038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:00.820151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:00.820258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:00.820295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:00.820323] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:00.823538] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-11-28T20:25:00.823821] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-11-28T20:25:00.823940] [INFO ] [sig       ] LTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:00.959982] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LTH.txt
[2025-11-28T20:25:00.960113] [INFO ] [sig       ] [1962/3606] Completed LTH in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.2m
[2025-11-28T20:25:00.960151] [INFO ] [sig       ] [1963/3606] Forecasting LTRN...
[2025-11-28T20:25:00.960181] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-11-28T20:25:00.960210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-11-28T20:25:00.971540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-11-28T20:25:00.971909] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-11-28T20:25:00.972659] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-11-28T20:25:00.972707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:00.972737] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:00.972761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:00.972820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:01.026605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:01.027434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:01.027515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:01.027547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:01.147118] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:01.147266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:01.147304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:01.147332] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:01.150748] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-11-28T20:25:01.151016] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-11-28T20:25:01.151137] [INFO ] [sig       ] LTRN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:01.292141] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LTRN.txt
[2025-11-28T20:25:01.292300] [INFO ] [sig       ] [1963/3606] Completed LTRN in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.2m
[2025-11-28T20:25:01.292339] [INFO ] [sig       ] [1964/3606] Forecasting LTRX...
[2025-11-28T20:25:01.292372] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-11-28T20:25:01.292410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-11-28T20:25:01.308639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-11-28T20:25:01.309009] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-11-28T20:25:01.309853] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-11-28T20:25:01.309907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:01.309937] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:01.309969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:01.310036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:01.369885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:01.370918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:01.370996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:01.371029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:01.497432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:01.497610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:01.497669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:01.497711] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:01.501288] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2025-11-28T20:25:01.501599] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-11-28T20:25:01.501725] [INFO ] [sig       ] LTRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:01.700064] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LTRX.txt
[2025-11-28T20:25:01.700197] [INFO ] [sig       ] [1964/3606] Completed LTRX in 0.4s | 2.98 sym/s | Total: 11.0m | ETA: 9.2m
[2025-11-28T20:25:01.700235] [INFO ] [sig       ] [1965/3606] Forecasting LUCD...
[2025-11-28T20:25:01.700263] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-11-28T20:25:01.700292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-11-28T20:25:01.712689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-11-28T20:25:01.713020] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-11-28T20:25:01.714242] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-11-28T20:25:01.714293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:01.714323] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:01.714349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:01.714404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:01.776515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:01.777591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:01.777731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:01.777772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:01.904260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:01.904403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:01.904442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:01.904471] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:01.908017] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-11-28T20:25:01.908333] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-11-28T20:25:01.908462] [INFO ] [sig       ] LUCD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:02.056826] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LUCD.txt
[2025-11-28T20:25:02.056985] [INFO ] [sig       ] [1965/3606] Completed LUCD in 0.4s | 2.98 sym/s | Total: 11.0m | ETA: 9.2m
[2025-11-28T20:25:02.057024] [INFO ] [sig       ] [1966/3606] Forecasting LUCY...
[2025-11-28T20:25:02.057055] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-11-28T20:25:02.057084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-11-28T20:25:02.069224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-11-28T20:25:02.069677] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-11-28T20:25:02.070475] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-11-28T20:25:02.070527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:02.070558] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:02.070613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:02.070672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:02.130226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:02.131105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:02.131186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:02.131221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:02.257868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:02.258017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:02.258086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:02.258116] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:02.261478] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-11-28T20:25:02.261806] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-11-28T20:25:02.261941] [INFO ] [sig       ] LUCY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:02.400991] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LUCY.txt
[2025-11-28T20:25:02.401120] [INFO ] [sig       ] [1966/3606] Completed LUCY in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.2m
[2025-11-28T20:25:02.401157] [INFO ] [sig       ] [1967/3606] Forecasting LUMN...
[2025-11-28T20:25:02.401186] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-11-28T20:25:02.401215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-11-28T20:25:02.411919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-11-28T20:25:02.412168] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-11-28T20:25:02.412912] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-11-28T20:25:02.412961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:02.412991] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:02.413018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:02.413072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:02.472106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:02.472852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:02.472936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:02.472969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:02.594035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:02.594171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:02.594208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:02.594236] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:02.597505] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-11-28T20:25:02.597779] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-11-28T20:25:02.597891] [INFO ] [sig       ] LUMN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:02.733922] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LUMN.txt
[2025-11-28T20:25:02.734037] [INFO ] [sig       ] [1967/3606] Completed LUMN in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.2m
[2025-11-28T20:25:02.734074] [INFO ] [sig       ] [1968/3606] Forecasting LUNG...
[2025-11-28T20:25:02.734102] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-11-28T20:25:02.734130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-11-28T20:25:02.745140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-11-28T20:25:02.745402] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-11-28T20:25:02.746128] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-11-28T20:25:02.746176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:02.746207] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:02.746232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:02.746287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:02.800904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:02.801459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:02.801532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:02.801562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:02.919029] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:02.919157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:02.919192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:02.919220] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:02.922377] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2025-11-28T20:25:02.922651] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-11-28T20:25:02.922764] [INFO ] [sig       ] LUNG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:03.057710] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LUNG.txt
[2025-11-28T20:25:03.057890] [INFO ] [sig       ] [1968/3606] Completed LUNG in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.1m
[2025-11-28T20:25:03.057943] [INFO ] [sig       ] [1969/3606] Forecasting LVHD...
[2025-11-28T20:25:03.057997] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-11-28T20:25:03.061451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-11-28T20:25:03.072852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-11-28T20:25:03.073180] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-11-28T20:25:03.073988] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-11-28T20:25:03.074039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:03.074071] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:03.074098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:03.074153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:03.130366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:03.131182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:03.131265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:03.131297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:03.246173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:03.246316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:03.246353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:03.246381] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:03.249711] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-11-28T20:25:03.249973] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-11-28T20:25:03.250086] [INFO ] [sig       ] LVHD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:03.384115] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LVHD.txt
[2025-11-28T20:25:03.384226] [INFO ] [sig       ] [1969/3606] Completed LVHD in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.1m
[2025-11-28T20:25:03.384263] [INFO ] [sig       ] [1970/3606] Forecasting LVO...
[2025-11-28T20:25:03.384291] [INFO ] [sig       ] Generating forecast for: LVO
[2025-11-28T20:25:03.384320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-11-28T20:25:03.395238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-11-28T20:25:03.395493] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-11-28T20:25:03.396219] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-11-28T20:25:03.396266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:03.396296] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:03.396322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:03.396376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:03.451618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:03.452204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:03.452279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:03.452311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:03.565166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:03.565288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:03.565323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:03.565351] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:03.568525] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2025-11-28T20:25:03.568795] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-11-28T20:25:03.568914] [INFO ] [sig       ] LVO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:03.705373] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LVO.txt
[2025-11-28T20:25:03.705486] [INFO ] [sig       ] [1970/3606] Completed LVO in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.1m
[2025-11-28T20:25:03.705523] [INFO ] [sig       ] [1971/3606] Forecasting LWAY...
[2025-11-28T20:25:03.705551] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-11-28T20:25:03.705596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-11-28T20:25:03.719798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-11-28T20:25:03.720093] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-11-28T20:25:03.720913] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-11-28T20:25:03.720963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:03.720995] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:03.721022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:03.721077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:03.777446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:03.778059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:03.778135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:03.778167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:03.895964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:03.896088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:03.896123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:03.896151] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:03.899288] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=54.22%)
[2025-11-28T20:25:03.899541] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-11-28T20:25:03.899670] [INFO ] [sig       ] LWAY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:04.036302] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LWAY.txt
[2025-11-28T20:25:04.036412] [INFO ] [sig       ] [1971/3606] Completed LWAY in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.1m
[2025-11-28T20:25:04.036449] [INFO ] [sig       ] [1972/3606] Forecasting LWLG...
[2025-11-28T20:25:04.036476] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-11-28T20:25:04.036505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-11-28T20:25:04.047521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-11-28T20:25:04.047808] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-11-28T20:25:04.048594] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-11-28T20:25:04.048642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:04.048693] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:04.048721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:04.048776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:04.105194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:04.106002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:04.106080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:04.106113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:04.230864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:04.231008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:04.231045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:04.231072] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:04.234274] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-11-28T20:25:04.234530] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-11-28T20:25:04.234660] [INFO ] [sig       ] LWLG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:04.371741] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LWLG.txt
[2025-11-28T20:25:04.371870] [INFO ] [sig       ] [1972/3606] Completed LWLG in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.1m
[2025-11-28T20:25:04.371912] [INFO ] [sig       ] [1973/3606] Forecasting LX...
[2025-11-28T20:25:04.371942] [INFO ] [sig       ] Generating forecast for: LX
[2025-11-28T20:25:04.371971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-11-28T20:25:04.383504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-11-28T20:25:04.383789] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-11-28T20:25:04.384508] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-11-28T20:25:04.384567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:04.384616] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:04.384642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:04.384697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:04.439757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:04.440353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:04.440424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:04.440455] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:04.560225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:04.560341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:04.560377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:04.560405] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:04.563530] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=76.84%)
[2025-11-28T20:25:04.563800] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-11-28T20:25:04.563914] [INFO ] [sig       ] LX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:04.702122] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LX.txt
[2025-11-28T20:25:04.702239] [INFO ] [sig       ] [1973/3606] Completed LX in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.1m
[2025-11-28T20:25:04.702277] [INFO ] [sig       ] [1974/3606] Forecasting LXEO...
[2025-11-28T20:25:04.702306] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-11-28T20:25:04.702334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-11-28T20:25:04.713257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-11-28T20:25:04.713530] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-11-28T20:25:04.714323] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-11-28T20:25:04.714374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:04.714406] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:04.714432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:04.714487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:04.770066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:04.770657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:04.770731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:04.770763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:04.886035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:04.886170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:04.886207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:04.886234] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:04.889516] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-11-28T20:25:04.889792] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-11-28T20:25:04.889911] [INFO ] [sig       ] LXEO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:05.024926] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LXEO.txt
[2025-11-28T20:25:05.025034] [INFO ] [sig       ] [1974/3606] Completed LXEO in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.1m
[2025-11-28T20:25:05.025070] [INFO ] [sig       ] [1975/3606] Forecasting LXP...
[2025-11-28T20:25:05.025098] [INFO ] [sig       ] Generating forecast for: LXP
[2025-11-28T20:25:05.025128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-11-28T20:25:05.036001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-11-28T20:25:05.036278] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-11-28T20:25:05.037051] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-11-28T20:25:05.037101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:05.037132] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:05.037159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:05.037215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:05.094822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:05.095419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:05.095492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:05.095525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:05.206785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:05.206933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:05.206971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:05.207038] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:05.210474] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-11-28T20:25:05.210753] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-11-28T20:25:05.210873] [INFO ] [sig       ] LXP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:05.349745] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LXP.txt
[2025-11-28T20:25:05.349885] [INFO ] [sig       ] [1975/3606] Completed LXP in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.1m
[2025-11-28T20:25:05.349929] [INFO ] [sig       ] [1976/3606] Forecasting LYB...
[2025-11-28T20:25:05.349959] [INFO ] [sig       ] Generating forecast for: LYB
[2025-11-28T20:25:05.349989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-11-28T20:25:05.361166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-11-28T20:25:05.361508] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-11-28T20:25:05.362271] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-11-28T20:25:05.362320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:05.362350] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:05.362376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:05.362431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:05.417475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:05.418303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:05.418384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:05.418417] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:05.535553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:05.535715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:05.535753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:05.535780] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:05.539098] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-11-28T20:25:05.539364] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-11-28T20:25:05.539484] [INFO ] [sig       ] LYB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:05.674604] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LYB.txt
[2025-11-28T20:25:05.674731] [INFO ] [sig       ] [1976/3606] Completed LYB in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.1m
[2025-11-28T20:25:05.674777] [INFO ] [sig       ] [1977/3606] Forecasting LYEL...
[2025-11-28T20:25:05.674806] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-11-28T20:25:05.674835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-11-28T20:25:05.685618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-11-28T20:25:05.685880] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-11-28T20:25:05.686613] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-11-28T20:25:05.686661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:05.686690] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:05.686715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:05.686770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:05.740676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:05.741237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:05.741309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:05.741339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:05.862465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:05.862612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:05.862648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:05.862675] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:05.865827] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=64.35%)
[2025-11-28T20:25:05.866082] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-11-28T20:25:05.866193] [INFO ] [sig       ] LYEL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:06.002911] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LYEL.txt
[2025-11-28T20:25:06.003028] [INFO ] [sig       ] [1977/3606] Completed LYEL in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.1m
[2025-11-28T20:25:06.003065] [INFO ] [sig       ] [1978/3606] Forecasting LYG...
[2025-11-28T20:25:06.003093] [INFO ] [sig       ] Generating forecast for: LYG
[2025-11-28T20:25:06.003123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-11-28T20:25:06.014132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-11-28T20:25:06.014400] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-11-28T20:25:06.015165] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-11-28T20:25:06.015215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:06.015246] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:06.015272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:06.015328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:06.072539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:06.073137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:06.073211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:06.073243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:06.196319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:06.196459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:06.196496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:06.196523] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:06.199874] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-11-28T20:25:06.200181] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-11-28T20:25:06.200328] [INFO ] [sig       ] LYG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:06.339354] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LYG.txt
[2025-11-28T20:25:06.339480] [INFO ] [sig       ] [1978/3606] Completed LYG in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 9.1m
[2025-11-28T20:25:06.339517] [INFO ] [sig       ] [1979/3606] Forecasting LYRA...
[2025-11-28T20:25:06.339546] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-11-28T20:25:06.339592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-11-28T20:25:06.350419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-11-28T20:25:06.350764] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-11-28T20:25:06.351523] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-11-28T20:25:06.351709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:06.351752] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:06.351781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:06.351838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:06.407149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:06.407735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:06.407828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:06.407859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:06.525491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:06.525637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:06.525674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:06.525702] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:06.528883] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-11-28T20:25:06.529145] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-11-28T20:25:06.529260] [INFO ] [sig       ] LYRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:06.665546] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LYRA.txt
[2025-11-28T20:25:06.665705] [INFO ] [sig       ] [1979/3606] Completed LYRA in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.1m
[2025-11-28T20:25:06.665745] [INFO ] [sig       ] [1980/3606] Forecasting LYTS...
[2025-11-28T20:25:06.665774] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-11-28T20:25:06.665804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-11-28T20:25:06.677812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-11-28T20:25:06.678111] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-11-28T20:25:06.678852] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-11-28T20:25:06.678899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:06.678929] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:06.678955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:06.679011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:06.732962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:06.733548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:06.733638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:06.733669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:06.849953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:06.850074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:06.850128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:06.850156] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:06.853271] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-11-28T20:25:06.853523] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-11-28T20:25:06.853654] [INFO ] [sig       ] LYTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:06.989624] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LYTS.txt
[2025-11-28T20:25:06.989776] [INFO ] [sig       ] [1980/3606] Completed LYTS in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.1m
[2025-11-28T20:25:06.989814] [INFO ] [sig       ] [1981/3606] Forecasting LZ...
[2025-11-28T20:25:06.989844] [INFO ] [sig       ] Generating forecast for: LZ
[2025-11-28T20:25:06.989872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-11-28T20:25:07.001057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-11-28T20:25:07.001409] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-11-28T20:25:07.002166] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-11-28T20:25:07.002216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:07.002247] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:07.002274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:07.002329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:07.057153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:07.058000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:07.058112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:07.058145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:07.179043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:07.179193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:07.179230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:07.179259] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:07.182679] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-11-28T20:25:07.182942] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-11-28T20:25:07.183058] [INFO ] [sig       ] LZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:07.332286] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LZ.txt
[2025-11-28T20:25:07.332436] [INFO ] [sig       ] [1981/3606] Completed LZ in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.1m
[2025-11-28T20:25:07.332475] [INFO ] [sig       ] [1982/3606] Forecasting LZB...
[2025-11-28T20:25:07.332504] [INFO ] [sig       ] Generating forecast for: LZB
[2025-11-28T20:25:07.332534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-11-28T20:25:07.344318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-11-28T20:25:07.344702] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-11-28T20:25:07.345421] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-11-28T20:25:07.345470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:07.345501] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:07.345530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:07.345603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:07.403937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:07.404961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:07.405287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:07.405321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:07.531559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:07.531727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:07.531766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:07.531794] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:07.535137] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=73.41%)
[2025-11-28T20:25:07.535439] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-11-28T20:25:07.535565] [INFO ] [sig       ] LZB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:07.689749] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LZB.txt
[2025-11-28T20:25:07.689951] [INFO ] [sig       ] [1982/3606] Completed LZB in 0.4s | 2.98 sym/s | Total: 11.1m | ETA: 9.1m
[2025-11-28T20:25:07.689997] [INFO ] [sig       ] [1983/3606] Forecasting LZM...
[2025-11-28T20:25:07.690030] [INFO ] [sig       ] Generating forecast for: LZM
[2025-11-28T20:25:07.690065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-11-28T20:25:07.703494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-11-28T20:25:07.703928] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-11-28T20:25:07.704780] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-11-28T20:25:07.704833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:07.704864] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:07.704890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:07.704945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:07.762928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:07.764003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:07.764104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:07.764137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:07.909850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:07.910014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:07.910054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:07.910102] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:07.914132] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-11-28T20:25:07.914551] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-11-28T20:25:07.914747] [INFO ] [sig       ] LZM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:08.081092] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LZM.txt
[2025-11-28T20:25:08.081316] [INFO ] [sig       ] [1983/3606] Completed LZM in 0.4s | 2.98 sym/s | Total: 11.1m | ETA: 9.1m
[2025-11-28T20:25:08.081379] [INFO ] [sig       ] [1984/3606] Forecasting M...
[2025-11-28T20:25:08.081424] [INFO ] [sig       ] Generating forecast for: M
[2025-11-28T20:25:08.081470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-11-28T20:25:08.095829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-11-28T20:25:08.096299] [INFO ] [FORECASTER] Starting predict_future for M
[2025-11-28T20:25:08.097327] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-11-28T20:25:08.097399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:08.097433] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:08.097479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:08.097538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:08.163006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:08.164085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:08.164192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:08.164233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:08.309666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:08.309864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:08.309923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:08.309963] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:08.314059] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-11-28T20:25:08.314461] [INFO ] [FORECASTER] Completed predict_future for M
[2025-11-28T20:25:08.314638] [INFO ] [sig       ] M: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:08.464382] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/M.txt
[2025-11-28T20:25:08.464543] [INFO ] [sig       ] [1984/3606] Completed M in 0.4s | 2.98 sym/s | Total: 11.1m | ETA: 9.1m
[2025-11-28T20:25:08.464606] [INFO ] [sig       ] [1985/3606] Forecasting MA...
[2025-11-28T20:25:08.464639] [INFO ] [sig       ] Generating forecast for: MA
[2025-11-28T20:25:08.464670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-11-28T20:25:08.477035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-11-28T20:25:08.477455] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-11-28T20:25:08.478519] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-11-28T20:25:08.478599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:08.478642] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:08.478678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:08.478751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:08.549208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:08.550188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:08.550275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:08.550308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:08.690001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:08.690153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:08.690192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:08.690220] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:08.693939] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=56.46%)
[2025-11-28T20:25:08.694258] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-11-28T20:25:08.694387] [INFO ] [sig       ] MA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:08.834967] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MA.txt
[2025-11-28T20:25:08.835195] [INFO ] [sig       ] [1985/3606] Completed MA in 0.4s | 2.98 sym/s | Total: 11.1m | ETA: 9.1m
[2025-11-28T20:25:08.835253] [INFO ] [sig       ] [1986/3606] Forecasting MAA...
[2025-11-28T20:25:08.835293] [INFO ] [sig       ] Generating forecast for: MAA
[2025-11-28T20:25:08.835333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-11-28T20:25:08.848523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-11-28T20:25:08.848913] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-11-28T20:25:08.849723] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-11-28T20:25:08.849773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:08.849804] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:08.849830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:08.849886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:08.905052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:08.905968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:08.906069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:08.906102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:09.027561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:09.027730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:09.027767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:09.027795] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:09.031171] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-11-28T20:25:09.031452] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-11-28T20:25:09.031596] [INFO ] [sig       ] MAA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:09.169760] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MAA.txt
[2025-11-28T20:25:09.169889] [INFO ] [sig       ] [1986/3606] Completed MAA in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.0m
[2025-11-28T20:25:09.169926] [INFO ] [sig       ] [1987/3606] Forecasting MAC...
[2025-11-28T20:25:09.169955] [INFO ] [sig       ] Generating forecast for: MAC
[2025-11-28T20:25:09.169986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-11-28T20:25:09.181562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-11-28T20:25:09.181901] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-11-28T20:25:09.182689] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-11-28T20:25:09.182739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:09.182785] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:09.182836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:09.182913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:09.237998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:09.238841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:09.238919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:09.238951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:09.361452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:09.361617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:09.361656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:09.361682] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:09.364933] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-11-28T20:25:09.365215] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-11-28T20:25:09.365339] [INFO ] [sig       ] MAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:09.501310] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MAC.txt
[2025-11-28T20:25:09.501466] [INFO ] [sig       ] [1987/3606] Completed MAC in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.0m
[2025-11-28T20:25:09.501508] [INFO ] [sig       ] [1988/3606] Forecasting MAMA...
[2025-11-28T20:25:09.501537] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-11-28T20:25:09.501596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-11-28T20:25:09.513017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-11-28T20:25:09.513351] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-11-28T20:25:09.514147] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-11-28T20:25:09.514197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:09.514228] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:09.514255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:09.514311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:09.571779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:09.572452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:09.572529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:09.572562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:09.691982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:09.692130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:09.692166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:09.692194] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:09.695470] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-11-28T20:25:09.695769] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-11-28T20:25:09.695892] [INFO ] [sig       ] MAMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:09.831190] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MAMA.txt
[2025-11-28T20:25:09.831324] [INFO ] [sig       ] [1988/3606] Completed MAMA in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.0m
[2025-11-28T20:25:09.831363] [INFO ] [sig       ] [1989/3606] Forecasting MAN...
[2025-11-28T20:25:09.831391] [INFO ] [sig       ] Generating forecast for: MAN
[2025-11-28T20:25:09.831420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-11-28T20:25:09.842843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-11-28T20:25:09.843134] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-11-28T20:25:09.843885] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-11-28T20:25:09.843934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:09.843987] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:09.844014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:09.844073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:09.899834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:09.900505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:09.900601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:09.900637] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:10.020619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:10.020748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:10.020783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:10.020811] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:10.023945] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=52.03%)
[2025-11-28T20:25:10.024204] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-11-28T20:25:10.024318] [INFO ] [sig       ] MAN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:10.159753] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MAN.txt
[2025-11-28T20:25:10.159874] [INFO ] [sig       ] [1989/3606] Completed MAN in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.0m
[2025-11-28T20:25:10.159913] [INFO ] [sig       ] [1990/3606] Forecasting MANH...
[2025-11-28T20:25:10.159941] [INFO ] [sig       ] Generating forecast for: MANH
[2025-11-28T20:25:10.159969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-11-28T20:25:10.171066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-11-28T20:25:10.171372] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-11-28T20:25:10.172109] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-11-28T20:25:10.172157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:10.172187] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:10.172213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:10.172267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:10.227841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:10.228558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:10.228654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:10.228687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:10.348115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:10.348254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:10.348291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:10.348318] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:10.351506] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2025-11-28T20:25:10.351782] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-11-28T20:25:10.351896] [INFO ] [sig       ] MANH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:10.486873] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MANH.txt
[2025-11-28T20:25:10.487026] [INFO ] [sig       ] [1990/3606] Completed MANH in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.0m
[2025-11-28T20:25:10.487064] [INFO ] [sig       ] [1991/3606] Forecasting MARA...
[2025-11-28T20:25:10.487093] [INFO ] [sig       ] Generating forecast for: MARA
[2025-11-28T20:25:10.487122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-11-28T20:25:10.498868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-11-28T20:25:10.499195] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-11-28T20:25:10.499929] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-11-28T20:25:10.499979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:10.500015] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:10.500047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:10.500114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:10.559954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:10.560834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:10.560916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:10.560950] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:10.687434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:10.687615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:10.687671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:10.687707] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:10.691210] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-11-28T20:25:10.691502] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-11-28T20:25:10.691643] [INFO ] [sig       ] MARA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:10.836807] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MARA.txt
[2025-11-28T20:25:10.836946] [INFO ] [sig       ] [1991/3606] Completed MARA in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.0m
[2025-11-28T20:25:10.836984] [INFO ] [sig       ] [1992/3606] Forecasting MAS...
[2025-11-28T20:25:10.837012] [INFO ] [sig       ] Generating forecast for: MAS
[2025-11-28T20:25:10.837042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-11-28T20:25:10.850212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-11-28T20:25:10.850559] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-11-28T20:25:10.851315] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-11-28T20:25:10.851363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:10.851393] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:10.851419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:10.851474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:10.909000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:10.909772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:10.909860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:10.909910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:11.029765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:11.029910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:11.029948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:11.030006] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:11.033309] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-11-28T20:25:11.033595] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-11-28T20:25:11.033721] [INFO ] [sig       ] MAS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:11.173330] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MAS.txt
[2025-11-28T20:25:11.173454] [INFO ] [sig       ] [1992/3606] Completed MAS in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.0m
[2025-11-28T20:25:11.173492] [INFO ] [sig       ] [1993/3606] Forecasting MASI...
[2025-11-28T20:25:11.173520] [INFO ] [sig       ] Generating forecast for: MASI
[2025-11-28T20:25:11.173549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-11-28T20:25:11.185032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-11-28T20:25:11.185330] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-11-28T20:25:11.186093] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-11-28T20:25:11.186143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:11.186173] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:11.186198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:11.186252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:11.243853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:11.244568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:11.244663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:11.244694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:11.363875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:11.364032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:11.364070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:11.364097] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:11.367277] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=67.75%)
[2025-11-28T20:25:11.367534] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-11-28T20:25:11.367670] [INFO ] [sig       ] MASI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:11.505199] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MASI.txt
[2025-11-28T20:25:11.505351] [INFO ] [sig       ] [1993/3606] Completed MASI in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.0m
[2025-11-28T20:25:11.505393] [INFO ] [sig       ] [1994/3606] Forecasting MASS...
[2025-11-28T20:25:11.505422] [INFO ] [sig       ] Generating forecast for: MASS
[2025-11-28T20:25:11.505452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-11-28T20:25:11.516068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-11-28T20:25:11.516420] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-11-28T20:25:11.517223] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-11-28T20:25:11.517274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:11.517305] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:11.517331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:11.517387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:11.574127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:11.574968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:11.575047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:11.575079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:11.695803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:11.695951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:11.695988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:11.696016] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:11.699288] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=24.71%)
[2025-11-28T20:25:11.699563] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-11-28T20:25:11.699701] [INFO ] [sig       ] MASS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:11.836344] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MASS.txt
[2025-11-28T20:25:11.836481] [INFO ] [sig       ] [1994/3606] Completed MASS in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.0m
[2025-11-28T20:25:11.836520] [INFO ] [sig       ] [1995/3606] Forecasting MATX...
[2025-11-28T20:25:11.836549] [INFO ] [sig       ] Generating forecast for: MATX
[2025-11-28T20:25:11.836596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-11-28T20:25:11.847971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-11-28T20:25:11.848273] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-11-28T20:25:11.849058] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-11-28T20:25:11.849107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:11.849138] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:11.849164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:11.849219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:11.904587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:11.905185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:11.905257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:11.905289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:12.022822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:12.022964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:12.023001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:12.023027] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:12.026237] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-11-28T20:25:12.026489] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-11-28T20:25:12.026616] [INFO ] [sig       ] MATX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:12.164058] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MATX.txt
[2025-11-28T20:25:12.164186] [INFO ] [sig       ] [1995/3606] Completed MATX in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.0m
[2025-11-28T20:25:12.164224] [INFO ] [sig       ] [1996/3606] Forecasting MAX...
[2025-11-28T20:25:12.164253] [INFO ] [sig       ] Generating forecast for: MAX
[2025-11-28T20:25:12.164283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-11-28T20:25:12.175362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-11-28T20:25:12.175821] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-11-28T20:25:12.176619] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-11-28T20:25:12.176669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:12.176700] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:12.176726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:12.176781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:12.232963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:12.233667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:12.233744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:12.233777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:12.350177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:12.350306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:12.350342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:12.350369] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:12.353547] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=18.95%)
[2025-11-28T20:25:12.353822] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-11-28T20:25:12.353942] [INFO ] [sig       ] MAX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:12.490347] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MAX.txt
[2025-11-28T20:25:12.490483] [INFO ] [sig       ] [1996/3606] Completed MAX in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 9.0m
[2025-11-28T20:25:12.490522] [INFO ] [sig       ] [1997/3606] Forecasting MAXI...
[2025-11-28T20:25:12.490550] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-11-28T20:25:12.490596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-11-28T20:25:12.501547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-11-28T20:25:12.501861] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-11-28T20:25:12.502599] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-11-28T20:25:12.502660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:12.502691] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:12.502716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:12.502771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:12.557909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:12.558720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:12.558798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:12.558829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:12.676270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:12.676407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:12.676445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:12.676472] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:12.679715] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=16.78%)
[2025-11-28T20:25:12.679972] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-11-28T20:25:12.680092] [INFO ] [sig       ] MAXI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:12.816388] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MAXI.txt
[2025-11-28T20:25:12.816513] [INFO ] [sig       ] [1997/3606] Completed MAXI in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 9.0m
[2025-11-28T20:25:12.816552] [INFO ] [sig       ] [1998/3606] Forecasting MAXN...
[2025-11-28T20:25:12.816597] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-11-28T20:25:12.816629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-11-28T20:25:12.827145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-11-28T20:25:12.827437] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-11-28T20:25:12.828195] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-11-28T20:25:12.828243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:12.828273] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:12.828298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:12.828357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:12.883230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:12.884006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:12.884083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:12.884114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:12.993520] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:12.993672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:12.993708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:12.993735] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:12.996925] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: DOWN (p=32.65%)
[2025-11-28T20:25:12.997185] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-11-28T20:25:12.997301] [INFO ] [sig       ] MAXN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:13.132326] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MAXN.txt
[2025-11-28T20:25:13.132453] [INFO ] [sig       ] [1998/3606] Completed MAXN in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 9.0m
[2025-11-28T20:25:13.132490] [INFO ] [sig       ] [1999/3606] Forecasting MBB...
[2025-11-28T20:25:13.132519] [INFO ] [sig       ] Generating forecast for: MBB
[2025-11-28T20:25:13.132547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-11-28T20:25:13.143348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-11-28T20:25:13.143632] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-11-28T20:25:13.144356] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-11-28T20:25:13.144403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:13.144433] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:13.144460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:13.144515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:13.199268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:13.199925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:13.200023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:13.200055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:13.319063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:13.319192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:13.319231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:13.319260] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:13.322482] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=31.17%)
[2025-11-28T20:25:13.322759] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-11-28T20:25:13.322880] [INFO ] [sig       ] MBB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:13.463474] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MBB.txt
[2025-11-28T20:25:13.463623] [INFO ] [sig       ] [1999/3606] Completed MBB in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 9.0m
[2025-11-28T20:25:13.463665] [INFO ] [sig       ] [2000/3606] Forecasting MBC...
[2025-11-28T20:25:13.463700] [INFO ] [sig       ] Generating forecast for: MBC
[2025-11-28T20:25:13.463729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-11-28T20:25:13.474609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-11-28T20:25:13.474869] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-11-28T20:25:13.475625] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-11-28T20:25:13.475676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:13.475706] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:13.475734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:13.475789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:13.532140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:13.532761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:13.532835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:13.532866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:13.650800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:13.650937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:13.650977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:13.651007] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:13.654295] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=47.91%)
[2025-11-28T20:25:13.654558] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-11-28T20:25:13.654701] [INFO ] [sig       ] MBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:13.790741] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MBC.txt
[2025-11-28T20:25:13.790851] [INFO ] [sig       ] [2000/3606] Completed MBC in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 9.0m
[2025-11-28T20:25:13.790894] [INFO ] [sig       ] [2001/3606] Forecasting MBCN...
[2025-11-28T20:25:13.790924] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-11-28T20:25:13.790952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-11-28T20:25:13.800218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-11-28T20:25:13.800448] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-11-28T20:25:13.801174] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-11-28T20:25:13.801221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:13.801251] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:13.801276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:13.801330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:13.856847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:13.857417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:13.857490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:13.857523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:13.947865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:13.947988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:13.948049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:13.948081] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:13.951325] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-11-28T20:25:13.951604] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-11-28T20:25:13.951721] [INFO ] [sig       ] MBCN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:14.091414] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MBCN.txt
[2025-11-28T20:25:14.091540] [INFO ] [sig       ] [2001/3606] Completed MBCN in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 9.0m
[2025-11-28T20:25:14.091594] [INFO ] [sig       ] [2002/3606] Forecasting MBI...
[2025-11-28T20:25:14.091625] [INFO ] [sig       ] Generating forecast for: MBI
[2025-11-28T20:25:14.091653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-11-28T20:25:14.102742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-11-28T20:25:14.103013] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-11-28T20:25:14.103791] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-11-28T20:25:14.103841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:14.103872] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:14.103899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:14.103959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:14.160476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:14.161104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:14.161183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:14.161215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:14.279600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:14.279731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:14.279767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:14.279796] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:14.283046] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-11-28T20:25:14.283324] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-11-28T20:25:14.283464] [INFO ] [sig       ] MBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:14.423987] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MBI.txt
[2025-11-28T20:25:14.424123] [INFO ] [sig       ] [2002/3606] Completed MBI in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 9.0m
[2025-11-28T20:25:14.424163] [INFO ] [sig       ] [2003/3606] Forecasting MBIN...
[2025-11-28T20:25:14.424196] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-11-28T20:25:14.424226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-11-28T20:25:14.434903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-11-28T20:25:14.435160] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-11-28T20:25:14.435923] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-11-28T20:25:14.435972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:14.436003] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:14.436030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:14.436085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:14.492642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:14.493280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:14.493355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:14.493387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:14.610500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:14.610635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:14.610673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:14.610700] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:14.613891] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=33.32%)
[2025-11-28T20:25:14.614145] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-11-28T20:25:14.614263] [INFO ] [sig       ] MBIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:14.753849] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MBIN.txt
[2025-11-28T20:25:14.753966] [INFO ] [sig       ] [2003/3606] Completed MBIN in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 9.0m
[2025-11-28T20:25:14.754004] [INFO ] [sig       ] [2004/3606] Forecasting MBIO...
[2025-11-28T20:25:14.754032] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-11-28T20:25:14.754061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-11-28T20:25:14.764979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-11-28T20:25:14.765277] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-11-28T20:25:14.766019] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-11-28T20:25:14.766066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:14.766096] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:14.766122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:14.766180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:14.820462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:14.821226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:14.821304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:14.821335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:14.936644] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:14.936776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:14.936831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:14.936859] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:14.940069] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2025-11-28T20:25:14.940365] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-11-28T20:25:14.940485] [INFO ] [sig       ] MBIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:15.075343] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MBIO.txt
[2025-11-28T20:25:15.075474] [INFO ] [sig       ] [2004/3606] Completed MBIO in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.9m
[2025-11-28T20:25:15.075512] [INFO ] [sig       ] [2005/3606] Forecasting MBLY...
[2025-11-28T20:25:15.075540] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-11-28T20:25:15.075585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-11-28T20:25:15.087023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-11-28T20:25:15.087328] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-11-28T20:25:15.088114] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-11-28T20:25:15.088163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:15.088196] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:15.088222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:15.088278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:15.143648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:15.144280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:15.144356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:15.144387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:15.261399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:15.261547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:15.261601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:15.261632] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:15.264950] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-11-28T20:25:15.265240] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-11-28T20:25:15.265364] [INFO ] [sig       ] MBLY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:15.402853] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MBLY.txt
[2025-11-28T20:25:15.403000] [INFO ] [sig       ] [2005/3606] Completed MBLY in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.9m
[2025-11-28T20:25:15.403039] [INFO ] [sig       ] [2006/3606] Forecasting MBS...
[2025-11-28T20:25:15.403068] [INFO ] [sig       ] Generating forecast for: MBS
[2025-11-28T20:25:15.403098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-11-28T20:25:15.414030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-11-28T20:25:15.414391] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-11-28T20:25:15.415151] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-11-28T20:25:15.415199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:15.415254] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:15.415282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:15.415337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:15.470731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:15.471550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:15.471649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:15.471681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:15.583635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:15.583781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:15.583819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:15.583848] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:15.587210] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=42.80%)
[2025-11-28T20:25:15.587475] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-11-28T20:25:15.587611] [INFO ] [sig       ] MBS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:15.724722] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MBS.txt
[2025-11-28T20:25:15.724846] [INFO ] [sig       ] [2006/3606] Completed MBS in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.9m
[2025-11-28T20:25:15.724883] [INFO ] [sig       ] [2007/3606] Forecasting MBWM...
[2025-11-28T20:25:15.724911] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-11-28T20:25:15.724940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-11-28T20:25:15.735679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-11-28T20:25:15.735941] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-11-28T20:25:15.736694] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-11-28T20:25:15.736743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:15.736774] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:15.736800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:15.736860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:15.793286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:15.793938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:15.794013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:15.794044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:15.907400] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:15.907508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:15.907544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:15.907586] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:15.910756] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-11-28T20:25:15.911010] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-11-28T20:25:15.911126] [INFO ] [sig       ] MBWM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:16.046351] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MBWM.txt
[2025-11-28T20:25:16.046471] [INFO ] [sig       ] [2007/3606] Completed MBWM in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.9m
[2025-11-28T20:25:16.046508] [INFO ] [sig       ] [2008/3606] Forecasting MBX...
[2025-11-28T20:25:16.046536] [INFO ] [sig       ] Generating forecast for: MBX
[2025-11-28T20:25:16.046565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-11-28T20:25:16.057410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-11-28T20:25:16.057700] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-11-28T20:25:16.058470] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-11-28T20:25:16.058517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:16.058560] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:16.058607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:16.058665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:16.114293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:16.114911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:16.114985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:16.115017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:16.234596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:16.234740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:16.234784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:16.234818] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:16.238927] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=57.99%)
[2025-11-28T20:25:16.239253] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-11-28T20:25:16.239398] [INFO ] [sig       ] MBX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:16.376915] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MBX.txt
[2025-11-28T20:25:16.377034] [INFO ] [sig       ] [2008/3606] Completed MBX in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.9m
[2025-11-28T20:25:16.377070] [INFO ] [sig       ] [2009/3606] Forecasting MC...
[2025-11-28T20:25:16.377098] [INFO ] [sig       ] Generating forecast for: MC
[2025-11-28T20:25:16.377129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-11-28T20:25:16.388500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-11-28T20:25:16.388817] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-11-28T20:25:16.389637] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-11-28T20:25:16.389686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:16.389717] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:16.389753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:16.389843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:16.445938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:16.446546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:16.446636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:16.446668] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:16.567279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:16.567411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:16.567448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:16.567500] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:16.570952] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=54.19%)
[2025-11-28T20:25:16.571217] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-11-28T20:25:16.571334] [INFO ] [sig       ] MC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:16.707709] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MC.txt
[2025-11-28T20:25:16.707826] [INFO ] [sig       ] [2009/3606] Completed MC in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.9m
[2025-11-28T20:25:16.707863] [INFO ] [sig       ] [2010/3606] Forecasting MCBS...
[2025-11-28T20:25:16.707891] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-11-28T20:25:16.707920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-11-28T20:25:16.718992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-11-28T20:25:16.719311] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-11-28T20:25:16.720100] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-11-28T20:25:16.720149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:16.720183] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:16.720210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:16.720265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:16.777032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:16.777801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:16.777877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:16.777909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:16.893548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:16.893683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:16.893719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:16.893746] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:16.896897] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=31.05%)
[2025-11-28T20:25:16.897150] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-11-28T20:25:16.897262] [INFO ] [sig       ] MCBS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:17.031481] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MCBS.txt
[2025-11-28T20:25:17.031610] [INFO ] [sig       ] [2010/3606] Completed MCBS in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.9m
[2025-11-28T20:25:17.031649] [INFO ] [sig       ] [2011/3606] Forecasting MCHI...
[2025-11-28T20:25:17.031677] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-11-28T20:25:17.031706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-11-28T20:25:17.042439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-11-28T20:25:17.042726] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-11-28T20:25:17.043437] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-11-28T20:25:17.043484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:17.043513] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:17.043539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:17.043609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:17.097762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:17.098358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:17.098429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:17.098460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:17.220870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:17.220996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:17.221033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:17.221061] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:17.224252] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=75.45%)
[2025-11-28T20:25:17.224507] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-11-28T20:25:17.224637] [INFO ] [sig       ] MCHI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:17.365665] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MCHI.txt
[2025-11-28T20:25:17.365789] [INFO ] [sig       ] [2011/3606] Completed MCHI in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.9m
[2025-11-28T20:25:17.365826] [INFO ] [sig       ] [2012/3606] Forecasting MCHP...
[2025-11-28T20:25:17.365862] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-11-28T20:25:17.365893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-11-28T20:25:17.376547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-11-28T20:25:17.376855] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-11-28T20:25:17.377602] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-11-28T20:25:17.377652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:17.377682] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:17.377707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:17.377762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:17.434737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:17.435321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:17.435397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:17.435634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:17.568415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:17.568536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:17.568589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:17.568620] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:17.571886] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-11-28T20:25:17.572139] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-11-28T20:25:17.572255] [INFO ] [sig       ] MCHP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:17.718337] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MCHP.txt
[2025-11-28T20:25:17.718480] [INFO ] [sig       ] [2012/3606] Completed MCHP in 0.4s | 2.98 sym/s | Total: 11.2m | ETA: 8.9m
[2025-11-28T20:25:17.718521] [INFO ] [sig       ] [2013/3606] Forecasting MCHX...
[2025-11-28T20:25:17.718551] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-11-28T20:25:17.718609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-11-28T20:25:17.730429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-11-28T20:25:17.730756] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-11-28T20:25:17.731720] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-11-28T20:25:17.731779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:17.731820] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:17.731856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:17.731926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:17.794104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:17.795039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:17.795138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:17.795180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:17.910378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:17.910524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:17.910564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:17.910611] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:17.913819] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: UP (p=52.76%)
[2025-11-28T20:25:17.914084] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-11-28T20:25:17.914202] [INFO ] [sig       ] MCHX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:18.052276] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MCHX.txt
[2025-11-28T20:25:18.052427] [INFO ] [sig       ] [2013/3606] Completed MCHX in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.9m
[2025-11-28T20:25:18.052465] [INFO ] [sig       ] [2014/3606] Forecasting MCI...
[2025-11-28T20:25:18.052494] [INFO ] [sig       ] Generating forecast for: MCI
[2025-11-28T20:25:18.052525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-11-28T20:25:18.063650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-11-28T20:25:18.063942] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-11-28T20:25:18.064750] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-11-28T20:25:18.064801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:18.064832] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:18.064859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:18.064919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:18.120790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:18.121538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:18.121637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:18.121670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:18.237362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:18.237722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:18.237762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:18.237789] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:18.241336] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=90.28%)
[2025-11-28T20:25:18.241701] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-11-28T20:25:18.241835] [INFO ] [sig       ] MCI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:18.383451] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MCI.txt
[2025-11-28T20:25:18.383647] [INFO ] [sig       ] [2014/3606] Completed MCI in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.9m
[2025-11-28T20:25:18.383691] [INFO ] [sig       ] [2015/3606] Forecasting MCK...
[2025-11-28T20:25:18.383720] [INFO ] [sig       ] Generating forecast for: MCK
[2025-11-28T20:25:18.383749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-11-28T20:25:18.395218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-11-28T20:25:18.395544] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-11-28T20:25:18.396305] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-11-28T20:25:18.396360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:18.396391] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:18.396416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:18.396471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:18.452892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:18.453732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:18.453808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:18.453840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:18.585006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:18.585146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:18.585185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:18.585235] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:18.588745] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=24.88%)
[2025-11-28T20:25:18.589012] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-11-28T20:25:18.589131] [INFO ] [sig       ] MCK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:18.737892] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MCK.txt
[2025-11-28T20:25:18.740506] [INFO ] [sig       ] [2015/3606] Completed MCK in 0.4s | 2.98 sym/s | Total: 11.3m | ETA: 8.9m
[2025-11-28T20:25:18.740589] [INFO ] [sig       ] [2016/3606] Forecasting MCN...
[2025-11-28T20:25:18.740640] [INFO ] [sig       ] Generating forecast for: MCN
[2025-11-28T20:25:18.740677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-11-28T20:25:18.752789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-11-28T20:25:18.753200] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-11-28T20:25:18.754069] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-11-28T20:25:18.754120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:18.754151] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:18.754178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:18.754236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:18.813081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:18.814141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:18.814275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:18.814324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:18.936086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:18.936261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:18.936302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:18.936330] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:18.940470] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=73.75%)
[2025-11-28T20:25:18.940873] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-11-28T20:25:18.941014] [INFO ] [sig       ] MCN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:19.086089] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MCN.txt
[2025-11-28T20:25:19.086212] [INFO ] [sig       ] [2016/3606] Completed MCN in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.9m
[2025-11-28T20:25:19.086253] [INFO ] [sig       ] [2017/3606] Forecasting MCO...
[2025-11-28T20:25:19.086284] [INFO ] [sig       ] Generating forecast for: MCO
[2025-11-28T20:25:19.086313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-11-28T20:25:19.097823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-11-28T20:25:19.098088] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-11-28T20:25:19.098856] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-11-28T20:25:19.098904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:19.098934] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:19.098960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:19.099013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:19.157298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:19.157903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:19.157976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:19.158045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:19.276001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:19.276115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:19.276150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:19.276177] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:19.279325] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-11-28T20:25:19.279644] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-11-28T20:25:19.279798] [INFO ] [sig       ] MCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:19.418468] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MCO.txt
[2025-11-28T20:25:19.418764] [INFO ] [sig       ] [2017/3606] Completed MCO in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.9m
[2025-11-28T20:25:19.418801] [INFO ] [sig       ] [2018/3606] Forecasting MCRB...
[2025-11-28T20:25:19.418829] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-11-28T20:25:19.418858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-11-28T20:25:19.429538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-11-28T20:25:19.429812] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-11-28T20:25:19.430519] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-11-28T20:25:19.430566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:19.430618] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:19.430647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:19.430701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:19.489097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:19.489695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:19.489769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:19.489801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:19.606182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:19.606310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:19.606346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:19.606375] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:19.609682] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=0.08%)
[2025-11-28T20:25:19.609935] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-11-28T20:25:19.610050] [INFO ] [sig       ] MCRB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:19.751251] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MCRB.txt
[2025-11-28T20:25:19.751372] [INFO ] [sig       ] [2018/3606] Completed MCRB in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.9m
[2025-11-28T20:25:19.751408] [INFO ] [sig       ] [2019/3606] Forecasting MCRI...
[2025-11-28T20:25:19.751437] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-11-28T20:25:19.751466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-11-28T20:25:19.762023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-11-28T20:25:19.762265] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-11-28T20:25:19.762993] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-11-28T20:25:19.763041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:19.763070] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:19.763096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:19.763160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:19.818503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:19.819130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:19.819204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:19.819236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:19.940328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:19.940476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:19.940512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:19.940540] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:19.943769] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=69.96%)
[2025-11-28T20:25:19.944036] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-11-28T20:25:19.944154] [INFO ] [sig       ] MCRI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:20.085150] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MCRI.txt
[2025-11-28T20:25:20.085326] [INFO ] [sig       ] [2019/3606] Completed MCRI in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.9m
[2025-11-28T20:25:20.085366] [INFO ] [sig       ] [2020/3606] Forecasting MCS...
[2025-11-28T20:25:20.085394] [INFO ] [sig       ] Generating forecast for: MCS
[2025-11-28T20:25:20.085424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-11-28T20:25:20.096413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-11-28T20:25:20.096774] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-11-28T20:25:20.097492] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-11-28T20:25:20.097540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:20.097588] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:20.097617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:20.097672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:20.155497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:20.156330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:20.156407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:20.156439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:20.273481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:20.273606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:20.273644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:20.273673] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:20.276847] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=88.36%)
[2025-11-28T20:25:20.277115] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-11-28T20:25:20.277235] [INFO ] [sig       ] MCS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:20.416475] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MCS.txt
[2025-11-28T20:25:20.416608] [INFO ] [sig       ] [2020/3606] Completed MCS in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.9m
[2025-11-28T20:25:20.416647] [INFO ] [sig       ] [2021/3606] Forecasting MCY...
[2025-11-28T20:25:20.416676] [INFO ] [sig       ] Generating forecast for: MCY
[2025-11-28T20:25:20.416705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-11-28T20:25:20.427689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-11-28T20:25:20.427944] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-11-28T20:25:20.428698] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-11-28T20:25:20.428757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:20.428788] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:20.428814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:20.428869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:20.484789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:20.485341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:20.485413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:20.485444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:20.603783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:20.603880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:20.603916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:20.603943] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:20.607475] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2025-11-28T20:25:20.607743] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-11-28T20:25:20.607856] [INFO ] [sig       ] MCY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:20.743525] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MCY.txt
[2025-11-28T20:25:20.743652] [INFO ] [sig       ] [2021/3606] Completed MCY in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.9m
[2025-11-28T20:25:20.743691] [INFO ] [sig       ] [2022/3606] Forecasting MD...
[2025-11-28T20:25:20.743719] [INFO ] [sig       ] Generating forecast for: MD
[2025-11-28T20:25:20.743748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-11-28T20:25:20.754768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-11-28T20:25:20.755031] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-11-28T20:25:20.755839] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-11-28T20:25:20.755889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:20.755920] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:20.755946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:20.756003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:20.814009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:20.814615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:20.814688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:20.814720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:20.933292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:20.933408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:20.933444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:20.933471] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:20.936530] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2025-11-28T20:25:20.936797] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-11-28T20:25:20.936912] [INFO ] [sig       ] MD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:21.079534] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MD.txt
[2025-11-28T20:25:21.079707] [INFO ] [sig       ] [2022/3606] Completed MD in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.8m
[2025-11-28T20:25:21.079751] [INFO ] [sig       ] [2023/3606] Forecasting MDAI...
[2025-11-28T20:25:21.079787] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-11-28T20:25:21.079828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-11-28T20:25:21.092622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-11-28T20:25:21.092977] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-11-28T20:25:21.093776] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-11-28T20:25:21.093825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:21.093884] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:21.093912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:21.093969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:21.150444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:21.151271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:21.151354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:21.151387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:21.274506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:21.274644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:21.274683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:21.274711] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:21.277936] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-11-28T20:25:21.278223] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-11-28T20:25:21.278342] [INFO ] [sig       ] MDAI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:21.416212] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MDAI.txt
[2025-11-28T20:25:21.416327] [INFO ] [sig       ] [2023/3606] Completed MDAI in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.8m
[2025-11-28T20:25:21.416366] [INFO ] [sig       ] [2024/3606] Forecasting MDB...
[2025-11-28T20:25:21.416395] [INFO ] [sig       ] Generating forecast for: MDB
[2025-11-28T20:25:21.416426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-11-28T20:25:21.427623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-11-28T20:25:21.427892] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-11-28T20:25:21.428680] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-11-28T20:25:21.428728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:21.428758] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:21.428782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:21.428837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:21.486212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:21.486816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:21.486890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:21.486923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:21.612589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:21.612709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:21.612746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:21.612773] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:21.615919] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2025-11-28T20:25:21.616177] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-11-28T20:25:21.616297] [INFO ] [sig       ] MDB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:21.751130] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MDB.txt
[2025-11-28T20:25:21.751268] [INFO ] [sig       ] [2024/3606] Completed MDB in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.8m
[2025-11-28T20:25:21.751306] [INFO ] [sig       ] [2025/3606] Forecasting MDGL...
[2025-11-28T20:25:21.751334] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-11-28T20:25:21.751363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-11-28T20:25:21.763289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-11-28T20:25:21.763657] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-11-28T20:25:21.764429] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-11-28T20:25:21.764479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:21.764511] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:21.764537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:21.764612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:21.822331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:21.823102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:21.823184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:21.823216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:21.947291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:21.947444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:21.947484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:21.947513] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:21.951007] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-11-28T20:25:21.951283] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-11-28T20:25:21.951425] [INFO ] [sig       ] MDGL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:22.091172] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MDGL.txt
[2025-11-28T20:25:22.091321] [INFO ] [sig       ] [2025/3606] Completed MDGL in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.8m
[2025-11-28T20:25:22.091363] [INFO ] [sig       ] [2026/3606] Forecasting MDLZ...
[2025-11-28T20:25:22.091392] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-11-28T20:25:22.091422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-11-28T20:25:22.103504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-11-28T20:25:22.103823] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-11-28T20:25:22.104554] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-11-28T20:25:22.104618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:22.104648] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:22.104672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:22.104725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:22.159168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:22.159911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:22.159991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:22.160022] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:22.278700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:22.278839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:22.278876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:22.278932] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:22.282174] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2025-11-28T20:25:22.282444] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-11-28T20:25:22.282557] [INFO ] [sig       ] MDLZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:22.420243] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MDLZ.txt
[2025-11-28T20:25:22.420382] [INFO ] [sig       ] [2026/3606] Completed MDLZ in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.8m
[2025-11-28T20:25:22.420420] [INFO ] [sig       ] [2027/3606] Forecasting MDWD...
[2025-11-28T20:25:22.420448] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-11-28T20:25:22.420478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-11-28T20:25:22.431474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-11-28T20:25:22.431770] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-11-28T20:25:22.432483] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-11-28T20:25:22.432532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:22.432561] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:22.432613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:22.432668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:22.488317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:22.488959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:22.489032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:22.489063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:22.602371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:22.602514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:22.602550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:22.602594] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:22.605764] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-11-28T20:25:22.606018] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-11-28T20:25:22.606131] [INFO ] [sig       ] MDWD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:22.741371] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MDWD.txt
[2025-11-28T20:25:22.741486] [INFO ] [sig       ] [2027/3606] Completed MDWD in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.8m
[2025-11-28T20:25:22.741523] [INFO ] [sig       ] [2028/3606] Forecasting MDXG...
[2025-11-28T20:25:22.741551] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-11-28T20:25:22.741597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-11-28T20:25:22.752522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-11-28T20:25:22.752797] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-11-28T20:25:22.753502] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-11-28T20:25:22.753549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:22.753596] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:22.753624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:22.753681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:22.809984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:22.810665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:22.810741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:22.810773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:22.926865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:22.927032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:22.927070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:22.927098] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:22.930308] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-11-28T20:25:22.930567] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-11-28T20:25:22.930699] [INFO ] [sig       ] MDXG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:23.075588] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MDXG.txt
[2025-11-28T20:25:23.075746] [INFO ] [sig       ] [2028/3606] Completed MDXG in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.8m
[2025-11-28T20:25:23.075788] [INFO ] [sig       ] [2029/3606] Forecasting MDXH...
[2025-11-28T20:25:23.075819] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-11-28T20:25:23.075850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-11-28T20:25:23.086928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-11-28T20:25:23.087241] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-11-28T20:25:23.087988] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-11-28T20:25:23.088052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:23.088083] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:23.088109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:23.088163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:23.142773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:23.143474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:23.143549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:23.143598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:23.256925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:23.257062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:23.257098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:23.257125] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:23.260339] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=65.92%)
[2025-11-28T20:25:23.260609] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-11-28T20:25:23.260722] [INFO ] [sig       ] MDXH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:23.396774] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MDXH.txt
[2025-11-28T20:25:23.396890] [INFO ] [sig       ] [2029/3606] Completed MDXH in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.8m
[2025-11-28T20:25:23.396926] [INFO ] [sig       ] [2030/3606] Forecasting MEC...
[2025-11-28T20:25:23.396955] [INFO ] [sig       ] Generating forecast for: MEC
[2025-11-28T20:25:23.396984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-11-28T20:25:23.408770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-11-28T20:25:23.409091] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-11-28T20:25:23.409887] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-11-28T20:25:23.409937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:23.409968] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:23.409994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:23.410048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:23.464892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:23.465547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:23.465640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:23.465671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:23.587994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:23.588150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:23.588187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:23.588215] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:23.591486] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-11-28T20:25:23.591763] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-11-28T20:25:23.591880] [INFO ] [sig       ] MEC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:23.727711] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MEC.txt
[2025-11-28T20:25:23.727842] [INFO ] [sig       ] [2030/3606] Completed MEC in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.8m
[2025-11-28T20:25:23.727880] [INFO ] [sig       ] [2031/3606] Forecasting MED...
[2025-11-28T20:25:23.727908] [INFO ] [sig       ] Generating forecast for: MED
[2025-11-28T20:25:23.727936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-11-28T20:25:23.739135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-11-28T20:25:23.739407] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-11-28T20:25:23.740149] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-11-28T20:25:23.740198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:23.740227] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:23.740252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:23.740304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:23.794947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:23.795612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:23.795686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:23.795717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:23.915247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:23.915390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:23.915430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:23.915456] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:23.918717] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-11-28T20:25:23.918974] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-11-28T20:25:23.919088] [INFO ] [sig       ] MED: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:24.055251] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MED.txt
[2025-11-28T20:25:24.055382] [INFO ] [sig       ] [2031/3606] Completed MED in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.8m
[2025-11-28T20:25:24.055420] [INFO ] [sig       ] [2032/3606] Forecasting MEDP...
[2025-11-28T20:25:24.055448] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-11-28T20:25:24.055477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-11-28T20:25:24.067364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-11-28T20:25:24.067754] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-11-28T20:25:24.068548] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-11-28T20:25:24.068613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:24.068657] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:24.068685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:24.068739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:24.127719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:24.128588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:24.128668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:24.128700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:24.250824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:24.250973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:24.251013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:24.251041] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:24.254407] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-11-28T20:25:24.254716] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-11-28T20:25:24.254839] [INFO ] [sig       ] MEDP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:24.398096] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MEDP.txt
[2025-11-28T20:25:24.398244] [INFO ] [sig       ] [2032/3606] Completed MEDP in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.8m
[2025-11-28T20:25:24.398282] [INFO ] [sig       ] [2033/3606] Forecasting MEG...
[2025-11-28T20:25:24.398312] [INFO ] [sig       ] Generating forecast for: MEG
[2025-11-28T20:25:24.398341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-11-28T20:25:24.410258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-11-28T20:25:24.410666] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-11-28T20:25:24.411469] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-11-28T20:25:24.411522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:24.411551] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:24.411599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:24.411669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:24.469923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:24.470753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:24.470868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:24.470902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:24.594755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:24.594907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:24.594946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:24.594974] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:24.598491] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-11-28T20:25:24.598806] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-11-28T20:25:24.598938] [INFO ] [sig       ] MEG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:24.739195] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MEG.txt
[2025-11-28T20:25:24.739355] [INFO ] [sig       ] [2033/3606] Completed MEG in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.8m
[2025-11-28T20:25:24.739401] [INFO ] [sig       ] [2034/3606] Forecasting MEGI...
[2025-11-28T20:25:24.739438] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-11-28T20:25:24.739475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-11-28T20:25:24.750830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-11-28T20:25:24.751190] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-11-28T20:25:24.751931] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-11-28T20:25:24.751979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:24.752009] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:24.752034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:24.752088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:24.807310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:24.808151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:24.808232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:24.808262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:24.925835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:24.925979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:24.926016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:24.926043] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:24.929282] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-11-28T20:25:24.929538] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-11-28T20:25:24.929671] [INFO ] [sig       ] MEGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:25.065337] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MEGI.txt
[2025-11-28T20:25:25.065462] [INFO ] [sig       ] [2034/3606] Completed MEGI in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.8m
[2025-11-28T20:25:25.065499] [INFO ] [sig       ] [2035/3606] Forecasting MEGL...
[2025-11-28T20:25:25.065527] [INFO ] [sig       ] Generating forecast for: MEGL
[2025-11-28T20:25:25.065555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'.
[2025-11-28T20:25:25.077088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGL'.
[2025-11-28T20:25:25.077435] [INFO ] [FORECASTER] Starting predict_future for MEGL
[2025-11-28T20:25:25.078200] [DEBUG] [LOCAL     ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt
[2025-11-28T20:25:25.078248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:25.078280] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:25.078307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:25.078372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:25.132686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:25.133345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:25.133421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:25.133452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:25.243490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:25.243649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:25.243688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:25.243715] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:25.247028] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-11-28T20:25:25.247296] [INFO ] [FORECASTER] Completed predict_future for MEGL
[2025-11-28T20:25:25.247414] [INFO ] [sig       ] MEGL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:25.385160] [INFO ] [LOCAL     ] Saved forecast: MEGL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MEGL.txt
[2025-11-28T20:25:25.385309] [INFO ] [sig       ] [2035/3606] Completed MEGL in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.8m
[2025-11-28T20:25:25.385354] [INFO ] [sig       ] [2036/3606] Forecasting MEI...
[2025-11-28T20:25:25.385384] [INFO ] [sig       ] Generating forecast for: MEI
[2025-11-28T20:25:25.385415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-11-28T20:25:25.396384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-11-28T20:25:25.396758] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-11-28T20:25:25.397533] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-11-28T20:25:25.397606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:25.397643] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:25.397670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:25.397726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:25.453678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:25.454505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:25.454604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:25.454639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:25.576478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:25.576633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:25.576672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:25.576700] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:25.579963] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-11-28T20:25:25.580217] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-11-28T20:25:25.580333] [INFO ] [sig       ] MEI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:25.717628] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MEI.txt
[2025-11-28T20:25:25.717772] [INFO ] [sig       ] [2036/3606] Completed MEI in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.8m
[2025-11-28T20:25:25.717811] [INFO ] [sig       ] [2037/3606] Forecasting MELI...
[2025-11-28T20:25:25.717840] [INFO ] [sig       ] Generating forecast for: MELI
[2025-11-28T20:25:25.717868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-11-28T20:25:25.732157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-11-28T20:25:25.732468] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-11-28T20:25:25.733211] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-11-28T20:25:25.733260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:25.733291] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:25.733317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:25.733371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:25.788383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:25.788982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:25.789056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:25.789086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:25.909880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:25.909993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:25.910030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:25.910057] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:25.913239] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=82.75%)
[2025-11-28T20:25:25.913520] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-11-28T20:25:25.913675] [INFO ] [sig       ] MELI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:26.048643] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MELI.txt
[2025-11-28T20:25:26.048777] [INFO ] [sig       ] [2037/3606] Completed MELI in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.8m
[2025-11-28T20:25:26.048816] [INFO ] [sig       ] [2038/3606] Forecasting MEOH...
[2025-11-28T20:25:26.048846] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-11-28T20:25:26.048876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-11-28T20:25:26.059995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-11-28T20:25:26.060298] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-11-28T20:25:26.061057] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-11-28T20:25:26.061105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:26.061136] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:26.061163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:26.061218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:26.117807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:26.118418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:26.118489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:26.118520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:26.238563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:26.238702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:26.238739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:26.238766] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:26.241947] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2025-11-28T20:25:26.242204] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-11-28T20:25:26.242317] [INFO ] [sig       ] MEOH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:26.380640] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MEOH.txt
[2025-11-28T20:25:26.380763] [INFO ] [sig       ] [2038/3606] Completed MEOH in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.8m
[2025-11-28T20:25:26.380801] [INFO ] [sig       ] [2039/3606] Forecasting MERC...
[2025-11-28T20:25:26.380831] [INFO ] [sig       ] Generating forecast for: MERC
[2025-11-28T20:25:26.380866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-11-28T20:25:26.392008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-11-28T20:25:26.392265] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-11-28T20:25:26.393007] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-11-28T20:25:26.393054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:26.393084] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:26.393109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:26.393163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:26.448450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:26.449068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:26.449143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:26.449175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:26.568735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:26.568871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:26.568926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:26.568957] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:26.572121] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-11-28T20:25:26.572377] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-11-28T20:25:26.572491] [INFO ] [sig       ] MERC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:26.712340] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MERC.txt
[2025-11-28T20:25:26.712476] [INFO ] [sig       ] [2039/3606] Completed MERC in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.8m
[2025-11-28T20:25:26.712514] [INFO ] [sig       ] [2040/3606] Forecasting META...
[2025-11-28T20:25:26.712543] [INFO ] [sig       ] Generating forecast for: META
[2025-11-28T20:25:26.712587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-11-28T20:25:26.723396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-11-28T20:25:26.723679] [INFO ] [FORECASTER] Starting predict_future for META
[2025-11-28T20:25:26.724382] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-11-28T20:25:26.724430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:26.724483] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:26.724510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:26.724586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:26.779304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:26.779960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:26.780034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:26.780065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:26.905088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:26.905232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:26.905269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:26.905296] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:26.908517] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=31.59%)
[2025-11-28T20:25:26.908788] [INFO ] [FORECASTER] Completed predict_future for META
[2025-11-28T20:25:26.908908] [INFO ] [sig       ] META: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:27.042328] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/META.txt
[2025-11-28T20:25:27.042464] [INFO ] [sig       ] [2040/3606] Completed META in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.7m
[2025-11-28T20:25:27.042503] [INFO ] [sig       ] [2041/3606] Forecasting METC...
[2025-11-28T20:25:27.042532] [INFO ] [sig       ] Generating forecast for: METC
[2025-11-28T20:25:27.042560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-11-28T20:25:27.053712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-11-28T20:25:27.053989] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-11-28T20:25:27.054731] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-11-28T20:25:27.054778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:27.054808] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:27.054834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:27.054887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:27.108733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:27.109399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:27.109489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:27.109520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:27.222817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:27.222958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:27.222995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:27.223024] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:27.226218] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-11-28T20:25:27.226475] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-11-28T20:25:27.226606] [INFO ] [sig       ] METC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:27.361410] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/METC.txt
[2025-11-28T20:25:27.361537] [INFO ] [sig       ] [2041/3606] Completed METC in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.7m
[2025-11-28T20:25:27.361591] [INFO ] [sig       ] [2042/3606] Forecasting METCB...
[2025-11-28T20:25:27.361623] [INFO ] [sig       ] Generating forecast for: METCB
[2025-11-28T20:25:27.361652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-11-28T20:25:27.372558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-11-28T20:25:27.372891] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-11-28T20:25:27.373621] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-11-28T20:25:27.373669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:27.373700] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:27.373725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:27.373780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:27.428060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:27.428714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:27.428786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:27.428817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:27.550330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:27.550479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:27.550517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:27.550545] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:27.553796] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=72.29%)
[2025-11-28T20:25:27.554051] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-11-28T20:25:27.554164] [INFO ] [sig       ] METCB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:27.692682] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/METCB.txt
[2025-11-28T20:25:27.692822] [INFO ] [sig       ] [2042/3606] Completed METCB in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.7m
[2025-11-28T20:25:27.692861] [INFO ] [sig       ] [2043/3606] Forecasting METD...
[2025-11-28T20:25:27.692890] [INFO ] [sig       ] Generating forecast for: METD
[2025-11-28T20:25:27.692919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-11-28T20:25:27.704382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-11-28T20:25:27.704688] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-11-28T20:25:27.705389] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-11-28T20:25:27.705437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:27.705490] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:27.705518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:27.705589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:27.760764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:27.761457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:27.761534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:27.761566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:27.882155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:27.882296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:27.882334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:27.882390] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:27.885705] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-11-28T20:25:27.885958] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-11-28T20:25:27.886072] [INFO ] [sig       ] METD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:28.020554] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/METD.txt
[2025-11-28T20:25:28.020696] [INFO ] [sig       ] [2043/3606] Completed METD in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.7m
[2025-11-28T20:25:28.020734] [INFO ] [sig       ] [2044/3606] Forecasting MFA...
[2025-11-28T20:25:28.020763] [INFO ] [sig       ] Generating forecast for: MFA
[2025-11-28T20:25:28.020792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-11-28T20:25:28.032425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-11-28T20:25:28.032857] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-11-28T20:25:28.033695] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-11-28T20:25:28.033748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:28.033780] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:28.033807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:28.033863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:28.096824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:28.097702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:28.097789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:28.097826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:28.226088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:28.226240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:28.226279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:28.226310] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:28.229631] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-11-28T20:25:28.229911] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-11-28T20:25:28.230048] [INFO ] [sig       ] MFA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:28.369424] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MFA.txt
[2025-11-28T20:25:28.369622] [INFO ] [sig       ] [2044/3606] Completed MFA in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.7m
[2025-11-28T20:25:28.369663] [INFO ] [sig       ] [2045/3606] Forecasting MFC...
[2025-11-28T20:25:28.369692] [INFO ] [sig       ] Generating forecast for: MFC
[2025-11-28T20:25:28.369722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-11-28T20:25:28.381513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-11-28T20:25:28.381915] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-11-28T20:25:28.382679] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-11-28T20:25:28.382728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:28.382758] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:28.382783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:28.382843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:28.438423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:28.439236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:28.439317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:28.439349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:28.557313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:28.557455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:28.557497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:28.557527] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:28.560844] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=29.07%)
[2025-11-28T20:25:28.561136] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-11-28T20:25:28.561259] [INFO ] [sig       ] MFC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:28.699897] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MFC.txt
[2025-11-28T20:25:28.700047] [INFO ] [sig       ] [2045/3606] Completed MFC in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.7m
[2025-11-28T20:25:28.700085] [INFO ] [sig       ] [2046/3606] Forecasting MFG...
[2025-11-28T20:25:28.700115] [INFO ] [sig       ] Generating forecast for: MFG
[2025-11-28T20:25:28.700144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-11-28T20:25:28.711056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-11-28T20:25:28.711399] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-11-28T20:25:28.712144] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-11-28T20:25:28.712192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:28.712222] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:28.712247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:28.712301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:28.766898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:28.767755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:28.767861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:28.767893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:28.889096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:28.889240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:28.889277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:28.889306] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:28.892505] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-11-28T20:25:28.892801] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-11-28T20:25:28.892930] [INFO ] [sig       ] MFG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:29.027704] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MFG.txt
[2025-11-28T20:25:29.027872] [INFO ] [sig       ] [2046/3606] Completed MFG in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.7m
[2025-11-28T20:25:29.027913] [INFO ] [sig       ] [2047/3606] Forecasting MFI...
[2025-11-28T20:25:29.027952] [INFO ] [sig       ] Generating forecast for: MFI
[2025-11-28T20:25:29.027983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-11-28T20:25:29.039323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-11-28T20:25:29.039668] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-11-28T20:25:29.040430] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-11-28T20:25:29.040479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:29.040513] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:29.040542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:29.040615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:29.095987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:29.096628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:29.096705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:29.096739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:29.211871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:29.212016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:29.212054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:29.212081] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:29.215278] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=31.29%)
[2025-11-28T20:25:29.215549] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-11-28T20:25:29.215684] [INFO ] [sig       ] MFI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:29.351684] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MFI.txt
[2025-11-28T20:25:29.351809] [INFO ] [sig       ] [2047/3606] Completed MFI in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.7m
[2025-11-28T20:25:29.351846] [INFO ] [sig       ] [2048/3606] Forecasting MFIC...
[2025-11-28T20:25:29.351874] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-11-28T20:25:29.351903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-11-28T20:25:29.363368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-11-28T20:25:29.363663] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-11-28T20:25:29.364383] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-11-28T20:25:29.364430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:29.364461] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:29.364487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:29.364546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:29.419321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:29.420121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:29.420202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:29.420235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:29.544044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:29.544196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:29.544235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:29.544264] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:29.547549] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-11-28T20:25:29.547830] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-11-28T20:25:29.547950] [INFO ] [sig       ] MFIC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:29.684648] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MFIC.txt
[2025-11-28T20:25:29.684770] [INFO ] [sig       ] [2048/3606] Completed MFIC in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.7m
[2025-11-28T20:25:29.684808] [INFO ] [sig       ] [2049/3606] Forecasting MFIN...
[2025-11-28T20:25:29.684836] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-11-28T20:25:29.684864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-11-28T20:25:29.696838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-11-28T20:25:29.697234] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-11-28T20:25:29.698048] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-11-28T20:25:29.698099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:29.698129] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:29.698153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:29.698207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:29.754558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:29.755461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:29.755551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:29.755601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:29.874092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:29.874238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:29.874276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:29.874304] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:29.877591] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-11-28T20:25:29.877876] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-11-28T20:25:29.877996] [INFO ] [sig       ] MFIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:30.016142] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MFIN.txt
[2025-11-28T20:25:30.016292] [INFO ] [sig       ] [2049/3606] Completed MFIN in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.7m
[2025-11-28T20:25:30.016331] [INFO ] [sig       ] [2050/3606] Forecasting MFM...
[2025-11-28T20:25:30.016359] [INFO ] [sig       ] Generating forecast for: MFM
[2025-11-28T20:25:30.016388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-11-28T20:25:30.027694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-11-28T20:25:30.028070] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-11-28T20:25:30.028830] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-11-28T20:25:30.028879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:30.028909] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:30.028935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:30.028989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:30.084800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:30.085633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:30.085756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:30.085790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:30.203083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:30.203230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:30.203271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:30.203319] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:30.206618] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=34.85%)
[2025-11-28T20:25:30.206907] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-11-28T20:25:30.207030] [INFO ] [sig       ] MFM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:30.344732] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MFM.txt
[2025-11-28T20:25:30.344876] [INFO ] [sig       ] [2050/3606] Completed MFM in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.7m
[2025-11-28T20:25:30.344912] [INFO ] [sig       ] [2051/3606] Forecasting MG...
[2025-11-28T20:25:30.344942] [INFO ] [sig       ] Generating forecast for: MG
[2025-11-28T20:25:30.344972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-11-28T20:25:30.356440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-11-28T20:25:30.356761] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-11-28T20:25:30.357478] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-11-28T20:25:30.357527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:30.357558] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:30.357601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:30.357657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:30.414891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:30.415681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:30.415756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:30.415788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:30.533687] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:30.533831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:30.533869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:30.533897] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:30.537150] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2025-11-28T20:25:30.537406] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-11-28T20:25:30.537520] [INFO ] [sig       ] MG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:30.674477] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MG.txt
[2025-11-28T20:25:30.674618] [INFO ] [sig       ] [2051/3606] Completed MG in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.7m
[2025-11-28T20:25:30.674658] [INFO ] [sig       ] [2052/3606] Forecasting MGA...
[2025-11-28T20:25:30.674687] [INFO ] [sig       ] Generating forecast for: MGA
[2025-11-28T20:25:30.674716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-11-28T20:25:30.686441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-11-28T20:25:30.686755] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-11-28T20:25:30.687459] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-11-28T20:25:30.687508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:30.687541] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:30.687566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:30.687640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:30.742898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:30.743510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:30.743634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:30.743677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:30.867338] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:30.867485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:30.867531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:30.867564] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:30.870919] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-11-28T20:25:30.871181] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-11-28T20:25:30.871298] [INFO ] [sig       ] MGA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:31.012407] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MGA.txt
[2025-11-28T20:25:31.012555] [INFO ] [sig       ] [2052/3606] Completed MGA in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.7m
[2025-11-28T20:25:31.012612] [INFO ] [sig       ] [2053/3606] Forecasting MGEE...
[2025-11-28T20:25:31.012643] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-11-28T20:25:31.012672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-11-28T20:25:31.024380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-11-28T20:25:31.024661] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-11-28T20:25:31.025367] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-11-28T20:25:31.025414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:31.025444] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:31.025470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:31.025524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:31.080360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:31.081051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:31.081126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:31.081158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:31.199384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:31.199535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:31.199589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:31.199622] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:31.202861] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=64.51%)
[2025-11-28T20:25:31.203121] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-11-28T20:25:31.203235] [INFO ] [sig       ] MGEE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:31.339174] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MGEE.txt
[2025-11-28T20:25:31.339324] [INFO ] [sig       ] [2053/3606] Completed MGEE in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.7m
[2025-11-28T20:25:31.339362] [INFO ] [sig       ] [2054/3606] Forecasting MGIC...
[2025-11-28T20:25:31.339392] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-11-28T20:25:31.339421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-11-28T20:25:31.350398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-11-28T20:25:31.350686] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-11-28T20:25:31.351387] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-11-28T20:25:31.351435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:31.351465] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:31.351490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:31.351557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:31.406854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:31.407506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:31.407610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:31.407645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:31.530607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:31.530755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:31.530793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:31.530822] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:31.534060] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-11-28T20:25:31.534318] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-11-28T20:25:31.534433] [INFO ] [sig       ] MGIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:31.670368] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MGIC.txt
[2025-11-28T20:25:31.670489] [INFO ] [sig       ] [2054/3606] Completed MGIC in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.7m
[2025-11-28T20:25:31.670526] [INFO ] [sig       ] [2055/3606] Forecasting MGM...
[2025-11-28T20:25:31.670555] [INFO ] [sig       ] Generating forecast for: MGM
[2025-11-28T20:25:31.670602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-11-28T20:25:31.682266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-11-28T20:25:31.682534] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-11-28T20:25:31.683284] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-11-28T20:25:31.683332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:31.683362] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:31.683388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:31.683443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:31.738334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:31.738964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:31.739035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:31.739067] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:31.861207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:31.861354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:31.861391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:31.861419] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:31.864661] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=6.58%)
[2025-11-28T20:25:31.864957] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-11-28T20:25:31.865082] [INFO ] [sig       ] MGM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:32.002451] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MGM.txt
[2025-11-28T20:25:32.002612] [INFO ] [sig       ] [2055/3606] Completed MGM in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.7m
[2025-11-28T20:25:32.002659] [INFO ] [sig       ] [2056/3606] Forecasting MGNI...
[2025-11-28T20:25:32.002691] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-11-28T20:25:32.002720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-11-28T20:25:32.014974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-11-28T20:25:32.015337] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-11-28T20:25:32.016117] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-11-28T20:25:32.016179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:32.016210] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:32.016236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:32.016294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:32.073730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:32.074547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:32.074646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:32.074679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:32.198163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:32.198313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:32.198352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:32.198381] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:32.201683] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=22.21%)
[2025-11-28T20:25:32.201945] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-11-28T20:25:32.202062] [INFO ] [sig       ] MGNI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:32.341505] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MGNI.txt
[2025-11-28T20:25:32.341655] [INFO ] [sig       ] [2056/3606] Completed MGNI in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.7m
[2025-11-28T20:25:32.341694] [INFO ] [sig       ] [2057/3606] Forecasting MGNX...
[2025-11-28T20:25:32.341722] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-11-28T20:25:32.341751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-11-28T20:25:32.353366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-11-28T20:25:32.353653] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-11-28T20:25:32.354382] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-11-28T20:25:32.354429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:32.354484] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:32.354511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:32.354584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:32.408775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:32.409341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:32.409413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:32.409443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:32.525621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:32.525756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:32.525792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:32.525818] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:32.529036] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=89.51%)
[2025-11-28T20:25:32.529295] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-11-28T20:25:32.529414] [INFO ] [sig       ] MGNX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:32.663906] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MGNX.txt
[2025-11-28T20:25:32.664021] [INFO ] [sig       ] [2057/3606] Completed MGNX in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:32.664058] [INFO ] [sig       ] [2058/3606] Forecasting MGPI...
[2025-11-28T20:25:32.664108] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-11-28T20:25:32.664160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-11-28T20:25:32.675033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-11-28T20:25:32.675309] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-11-28T20:25:32.676062] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-11-28T20:25:32.676110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:32.676140] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:32.676165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:32.676221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:32.731330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:32.732026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:32.732100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:32.732132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:32.856601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:32.856761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:32.856811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:32.856848] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:32.861102] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-11-28T20:25:32.861431] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-11-28T20:25:32.861594] [INFO ] [sig       ] MGPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:33.004590] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MGPI.txt
[2025-11-28T20:25:33.004733] [INFO ] [sig       ] [2058/3606] Completed MGPI in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:33.004775] [INFO ] [sig       ] [2059/3606] Forecasting MGRC...
[2025-11-28T20:25:33.004804] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-11-28T20:25:33.004835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-11-28T20:25:33.016777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-11-28T20:25:33.017072] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-11-28T20:25:33.017846] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-11-28T20:25:33.017896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:33.017930] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:33.017959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:33.018017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:33.075284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:33.075941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:33.076019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:33.076052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:33.193116] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:33.193259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:33.193299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:33.193327] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:33.196501] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=53.97%)
[2025-11-28T20:25:33.196775] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-11-28T20:25:33.196891] [INFO ] [sig       ] MGRC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:33.331216] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MGRC.txt
[2025-11-28T20:25:33.331343] [INFO ] [sig       ] [2059/3606] Completed MGRC in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:33.331380] [INFO ] [sig       ] [2060/3606] Forecasting MGRX...
[2025-11-28T20:25:33.331409] [INFO ] [sig       ] Generating forecast for: MGRX
[2025-11-28T20:25:33.331438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRX' from 'https://tdm.silogroup.org/data/derivative_storage/MGRX.csv'.
[2025-11-28T20:25:33.343138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRX'.
[2025-11-28T20:25:33.343506] [INFO ] [FORECASTER] Starting predict_future for MGRX
[2025-11-28T20:25:33.344277] [DEBUG] [LOCAL     ] No optimal features file found for MGRX: ./output/feature-sets/MGRX.txt
[2025-11-28T20:25:33.344326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:33.344357] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:33.344382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:33.344436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:33.398886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:33.399699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:33.399777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:33.399807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:33.521380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:33.521526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:33.521564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:33.521643] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:33.524858] [DEBUG] [FORECASTER] MGRX: Forecast T+1@11:T+2@11: UP (p=64.77%)
[2025-11-28T20:25:33.525118] [INFO ] [FORECASTER] Completed predict_future for MGRX
[2025-11-28T20:25:33.525232] [INFO ] [sig       ] MGRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:33.659451] [INFO ] [LOCAL     ] Saved forecast: MGRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MGRX.txt
[2025-11-28T20:25:33.659616] [INFO ] [sig       ] [2060/3606] Completed MGRX in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:33.659656] [INFO ] [sig       ] [2061/3606] Forecasting MGTX...
[2025-11-28T20:25:33.659686] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-11-28T20:25:33.659715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-11-28T20:25:33.670526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-11-28T20:25:33.670857] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-11-28T20:25:33.671586] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-11-28T20:25:33.671635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:33.671664] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:33.671690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:33.671744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:33.727093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:33.727802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:33.727878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:33.727910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:33.845093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:33.845235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:33.845277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:33.845306] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:33.848639] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=28.17%)
[2025-11-28T20:25:33.848923] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-11-28T20:25:33.849044] [INFO ] [sig       ] MGTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:33.992177] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MGTX.txt
[2025-11-28T20:25:33.992315] [INFO ] [sig       ] [2061/3606] Completed MGTX in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:33.992353] [INFO ] [sig       ] [2062/3606] Forecasting MGX...
[2025-11-28T20:25:33.992382] [INFO ] [sig       ] Generating forecast for: MGX
[2025-11-28T20:25:33.992411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-11-28T20:25:34.003713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-11-28T20:25:34.004017] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-11-28T20:25:34.004757] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-11-28T20:25:34.004805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:34.004835] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:34.004861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:34.004915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:34.059277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:34.059921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:34.059995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:34.060026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:34.176999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:34.177137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:34.177173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:34.177203] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:34.180474] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=63.40%)
[2025-11-28T20:25:34.180747] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-11-28T20:25:34.180862] [INFO ] [sig       ] MGX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:34.319746] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MGX.txt
[2025-11-28T20:25:34.319896] [INFO ] [sig       ] [2062/3606] Completed MGX in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:34.319935] [INFO ] [sig       ] [2063/3606] Forecasting MGY...
[2025-11-28T20:25:34.319964] [INFO ] [sig       ] Generating forecast for: MGY
[2025-11-28T20:25:34.319994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-11-28T20:25:34.333652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-11-28T20:25:34.334138] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-11-28T20:25:34.334973] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-11-28T20:25:34.335023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:34.335053] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:34.335078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:34.335134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:34.390844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:34.391840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:34.391927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:34.391958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:34.512217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:34.512385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:34.512424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:34.512453] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:34.515737] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-11-28T20:25:34.516002] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-11-28T20:25:34.516118] [INFO ] [sig       ] MGY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:34.653760] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MGY.txt
[2025-11-28T20:25:34.653913] [INFO ] [sig       ] [2063/3606] Completed MGY in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:34.653950] [INFO ] [sig       ] [2064/3606] Forecasting MHD...
[2025-11-28T20:25:34.653979] [INFO ] [sig       ] Generating forecast for: MHD
[2025-11-28T20:25:34.654009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-11-28T20:25:34.665149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-11-28T20:25:34.665484] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-11-28T20:25:34.666224] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-11-28T20:25:34.666273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:34.666303] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:34.666329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:34.666384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:34.721596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:34.722410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:34.722488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:34.722519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:34.834818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:34.834965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:34.835002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:34.835030] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:34.838317] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=42.86%)
[2025-11-28T20:25:34.838591] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-11-28T20:25:34.838715] [INFO ] [sig       ] MHD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:34.979520] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MHD.txt
[2025-11-28T20:25:34.979688] [INFO ] [sig       ] [2064/3606] Completed MHD in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:34.979730] [INFO ] [sig       ] [2065/3606] Forecasting MHF...
[2025-11-28T20:25:34.979759] [INFO ] [sig       ] Generating forecast for: MHF
[2025-11-28T20:25:34.979789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-11-28T20:25:34.991294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-11-28T20:25:34.991614] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-11-28T20:25:34.992349] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-11-28T20:25:34.992398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:34.992429] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:34.992456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:34.992512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:35.049218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:35.049831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:35.049905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:35.049936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:35.166997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:35.167139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:35.167177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:35.167205] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:35.170472] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-11-28T20:25:35.170757] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-11-28T20:25:35.170874] [INFO ] [sig       ] MHF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:35.311393] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MHF.txt
[2025-11-28T20:25:35.311544] [INFO ] [sig       ] [2065/3606] Completed MHF in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:35.311612] [INFO ] [sig       ] [2066/3606] Forecasting MHK...
[2025-11-28T20:25:35.311650] [INFO ] [sig       ] Generating forecast for: MHK
[2025-11-28T20:25:35.311687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-11-28T20:25:35.323080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-11-28T20:25:35.323338] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-11-28T20:25:35.324113] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-11-28T20:25:35.324163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:35.324192] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:35.324217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:35.324272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:35.379483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:35.380068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:35.380140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:35.380172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:35.503034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:35.503184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:35.503231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:35.503258] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:35.506598] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=44.20%)
[2025-11-28T20:25:35.506864] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-11-28T20:25:35.506987] [INFO ] [sig       ] MHK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:35.646646] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MHK.txt
[2025-11-28T20:25:35.646772] [INFO ] [sig       ] [2066/3606] Completed MHK in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:35.646809] [INFO ] [sig       ] [2067/3606] Forecasting MHN...
[2025-11-28T20:25:35.646838] [INFO ] [sig       ] Generating forecast for: MHN
[2025-11-28T20:25:35.646867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-11-28T20:25:35.658387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-11-28T20:25:35.658775] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-11-28T20:25:35.659617] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-11-28T20:25:35.659671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:35.659718] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:35.659748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:35.659805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:35.716103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:35.716983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:35.717104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:35.717136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:35.829870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:35.830035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:35.830074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:35.830103] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:35.833559] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-11-28T20:25:35.833886] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-11-28T20:25:35.834013] [INFO ] [sig       ] MHN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:35.971521] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MHN.txt
[2025-11-28T20:25:35.971710] [INFO ] [sig       ] [2067/3606] Completed MHN in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:35.971764] [INFO ] [sig       ] [2068/3606] Forecasting MHO...
[2025-11-28T20:25:35.971805] [INFO ] [sig       ] Generating forecast for: MHO
[2025-11-28T20:25:35.971844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-11-28T20:25:35.984991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-11-28T20:25:35.985358] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-11-28T20:25:35.986122] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-11-28T20:25:35.986170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:35.986200] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:35.986225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:35.986279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:36.040431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:36.041019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:36.041095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:36.041125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:36.156713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:36.156862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:36.156901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:36.156928] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:36.160170] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-11-28T20:25:36.160429] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-11-28T20:25:36.160544] [INFO ] [sig       ] MHO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:36.296103] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MHO.txt
[2025-11-28T20:25:36.296223] [INFO ] [sig       ] [2068/3606] Completed MHO in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.6m
[2025-11-28T20:25:36.296261] [INFO ] [sig       ] [2069/3606] Forecasting MHUA...
[2025-11-28T20:25:36.296288] [INFO ] [sig       ] Generating forecast for: MHUA
[2025-11-28T20:25:36.296317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'.
[2025-11-28T20:25:36.308128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHUA'.
[2025-11-28T20:25:36.308445] [INFO ] [FORECASTER] Starting predict_future for MHUA
[2025-11-28T20:25:36.309221] [DEBUG] [LOCAL     ] No optimal features file found for MHUA: ./output/feature-sets/MHUA.txt
[2025-11-28T20:25:36.309268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:36.309297] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:36.309322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:36.309375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:36.364690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:36.365289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:36.365363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:36.365394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:36.468644] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:36.468815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:36.468855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:36.468882] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:36.472198] [DEBUG] [FORECASTER] MHUA: Forecast T+1@11:T+2@11: UP (p=92.42%)
[2025-11-28T20:25:36.472462] [INFO ] [FORECASTER] Completed predict_future for MHUA
[2025-11-28T20:25:36.472606] [INFO ] [sig       ] MHUA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:36.614560] [INFO ] [LOCAL     ] Saved forecast: MHUA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MHUA.txt
[2025-11-28T20:25:36.614737] [INFO ] [sig       ] [2069/3606] Completed MHUA in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.6m
[2025-11-28T20:25:36.614776] [INFO ] [sig       ] [2070/3606] Forecasting MIDD...
[2025-11-28T20:25:36.614804] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-11-28T20:25:36.614833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-11-28T20:25:36.627733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-11-28T20:25:36.628074] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-11-28T20:25:36.628853] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-11-28T20:25:36.628902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:36.628933] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:36.628958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:36.629012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:36.689210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:36.690288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:36.690387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:36.690421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:36.815807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:36.815961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:36.816000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:36.816030] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:36.819434] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-11-28T20:25:36.819737] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-11-28T20:25:36.819862] [INFO ] [sig       ] MIDD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:36.958990] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MIDD.txt
[2025-11-28T20:25:36.959154] [INFO ] [sig       ] [2070/3606] Completed MIDD in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.6m
[2025-11-28T20:25:36.959205] [INFO ] [sig       ] [2071/3606] Forecasting MIGI...
[2025-11-28T20:25:36.959236] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-11-28T20:25:36.959265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-11-28T20:25:36.970917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-11-28T20:25:36.971230] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-11-28T20:25:36.971995] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-11-28T20:25:36.972051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:36.972091] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:36.972118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:36.972175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:37.030326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:37.030968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:37.031043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:37.031084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:37.153874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:37.154037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:37.154079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:37.154107] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:37.157474] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=63.52%)
[2025-11-28T20:25:37.157792] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-11-28T20:25:37.157912] [INFO ] [sig       ] MIGI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:37.300311] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MIGI.txt
[2025-11-28T20:25:37.300449] [INFO ] [sig       ] [2071/3606] Completed MIGI in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.6m
[2025-11-28T20:25:37.300488] [INFO ] [sig       ] [2072/3606] Forecasting MILN...
[2025-11-28T20:25:37.300524] [INFO ] [sig       ] Generating forecast for: MILN
[2025-11-28T20:25:37.300593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-11-28T20:25:37.312293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-11-28T20:25:37.312661] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-11-28T20:25:37.313499] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-11-28T20:25:37.313557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:37.313613] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:37.313643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:37.313699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:37.371180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:37.371814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:37.371893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:37.371924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:37.480786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:37.480935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:37.480974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:37.481002] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:37.484692] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=79.88%)
[2025-11-28T20:25:37.485011] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-11-28T20:25:37.485174] [INFO ] [sig       ] MILN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:37.626257] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MILN.txt
[2025-11-28T20:25:37.626415] [INFO ] [sig       ] [2072/3606] Completed MILN in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.6m
[2025-11-28T20:25:37.626472] [INFO ] [sig       ] [2073/3606] Forecasting MIND...
[2025-11-28T20:25:37.626515] [INFO ] [sig       ] Generating forecast for: MIND
[2025-11-28T20:25:37.626558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-11-28T20:25:37.638348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-11-28T20:25:37.638671] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-11-28T20:25:37.639394] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-11-28T20:25:37.639444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:37.639482] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:37.639518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:37.639607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:37.697853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:37.698648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:37.698743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:37.698782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:37.824895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:37.825046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:37.825086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:37.825117] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:37.828721] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=59.85%)
[2025-11-28T20:25:37.829028] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-11-28T20:25:37.829157] [INFO ] [sig       ] MIND: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:37.969263] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MIND.txt
[2025-11-28T20:25:37.969414] [INFO ] [sig       ] [2073/3606] Completed MIND in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.6m
[2025-11-28T20:25:37.969465] [INFO ] [sig       ] [2074/3606] Forecasting MIRA...
[2025-11-28T20:25:37.969496] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-11-28T20:25:37.969528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-11-28T20:25:37.981067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-11-28T20:25:37.981358] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-11-28T20:25:37.982200] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-11-28T20:25:37.982262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:37.982337] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:37.982378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:37.982459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:38.038614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:38.039280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:38.039359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:38.039393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:38.167358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:38.167509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:38.167550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:38.167615] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:38.171165] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-11-28T20:25:38.171428] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-11-28T20:25:38.171545] [INFO ] [sig       ] MIRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:38.313377] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MIRA.txt
[2025-11-28T20:25:38.313514] [INFO ] [sig       ] [2074/3606] Completed MIRA in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.6m
[2025-11-28T20:25:38.313554] [INFO ] [sig       ] [2075/3606] Forecasting MIRM...
[2025-11-28T20:25:38.313603] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-11-28T20:25:38.313634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-11-28T20:25:38.325777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-11-28T20:25:38.326070] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-11-28T20:25:38.326813] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-11-28T20:25:38.326864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:38.326895] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:38.326922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:38.326979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:38.383787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:38.384412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:38.384492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:38.384523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:38.503709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:38.503855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:38.503894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:38.503921] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:38.507483] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=68.97%)
[2025-11-28T20:25:38.507764] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-11-28T20:25:38.507882] [INFO ] [sig       ] MIRM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:38.649221] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MIRM.txt
[2025-11-28T20:25:38.649356] [INFO ] [sig       ] [2075/3606] Completed MIRM in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:38.649399] [INFO ] [sig       ] [2076/3606] Forecasting MITK...
[2025-11-28T20:25:38.649430] [INFO ] [sig       ] Generating forecast for: MITK
[2025-11-28T20:25:38.649460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-11-28T20:25:38.661838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-11-28T20:25:38.662219] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-11-28T20:25:38.663154] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-11-28T20:25:38.663214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:38.663258] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:38.663296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:38.663377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:38.722260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:38.722871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:38.722962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:38.722995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:38.853089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:38.853241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:38.853280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:38.853308] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:38.856698] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=42.49%)
[2025-11-28T20:25:38.856977] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-11-28T20:25:38.857098] [INFO ] [sig       ] MITK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:38.993479] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MITK.txt
[2025-11-28T20:25:38.993636] [INFO ] [sig       ] [2076/3606] Completed MITK in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:38.993677] [INFO ] [sig       ] [2077/3606] Forecasting MIY...
[2025-11-28T20:25:38.993705] [INFO ] [sig       ] Generating forecast for: MIY
[2025-11-28T20:25:38.993736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-11-28T20:25:39.005182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-11-28T20:25:39.005566] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-11-28T20:25:39.006330] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-11-28T20:25:39.006379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:39.006410] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:39.006435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:39.006490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:39.061606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:39.062256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:39.062331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:39.062363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:39.182965] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:39.183113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:39.183155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:39.183213] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:39.186894] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=40.02%)
[2025-11-28T20:25:39.187161] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-11-28T20:25:39.187283] [INFO ] [sig       ] MIY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:39.329783] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MIY.txt
[2025-11-28T20:25:39.329929] [INFO ] [sig       ] [2077/3606] Completed MIY in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:39.329965] [INFO ] [sig       ] [2078/3606] Forecasting MKL...
[2025-11-28T20:25:39.329994] [INFO ] [sig       ] Generating forecast for: MKL
[2025-11-28T20:25:39.330024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-11-28T20:25:39.342080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-11-28T20:25:39.342493] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-11-28T20:25:39.343287] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-11-28T20:25:39.343337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:39.343367] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:39.343406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:39.343463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:39.404233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:39.405132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:39.405213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:39.405245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:39.526819] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:39.526974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:39.527014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:39.527040] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:39.530429] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2025-11-28T20:25:39.530712] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-11-28T20:25:39.530832] [INFO ] [sig       ] MKL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:39.666346] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MKL.txt
[2025-11-28T20:25:39.666488] [INFO ] [sig       ] [2078/3606] Completed MKL in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:39.666527] [INFO ] [sig       ] [2079/3606] Forecasting MKSI...
[2025-11-28T20:25:39.666556] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-11-28T20:25:39.666603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-11-28T20:25:39.677915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-11-28T20:25:39.678233] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-11-28T20:25:39.678993] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-11-28T20:25:39.679042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:39.679071] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:39.679096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:39.679150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:39.736641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:39.737496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:39.737596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:39.737632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:39.861799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:39.861950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:39.861987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:39.862017] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:39.865400] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-11-28T20:25:39.865689] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-11-28T20:25:39.865809] [INFO ] [sig       ] MKSI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:40.000470] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MKSI.txt
[2025-11-28T20:25:40.000634] [INFO ] [sig       ] [2079/3606] Completed MKSI in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:40.000675] [INFO ] [sig       ] [2080/3606] Forecasting MKTX...
[2025-11-28T20:25:40.000703] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-11-28T20:25:40.000733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-11-28T20:25:40.012128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-11-28T20:25:40.012407] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-11-28T20:25:40.013169] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-11-28T20:25:40.013217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:40.013246] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:40.013272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:40.013325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:40.070144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:40.070895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:40.070974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:40.071005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:40.185475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:40.185646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:40.185686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:40.185714] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:40.189022] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-11-28T20:25:40.189296] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-11-28T20:25:40.189413] [INFO ] [sig       ] MKTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:40.323523] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MKTX.txt
[2025-11-28T20:25:40.323660] [INFO ] [sig       ] [2080/3606] Completed MKTX in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:40.323699] [INFO ] [sig       ] [2081/3606] Forecasting MLAB...
[2025-11-28T20:25:40.323728] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-11-28T20:25:40.323757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-11-28T20:25:40.334908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-11-28T20:25:40.335166] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-11-28T20:25:40.335901] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-11-28T20:25:40.335958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:40.335988] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:40.336013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:40.336067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:40.390670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:40.391231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:40.391302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:40.391332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:40.504385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:40.504515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:40.504550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:40.504594] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:40.507724] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=19.73%)
[2025-11-28T20:25:40.507978] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-11-28T20:25:40.508114] [INFO ] [sig       ] MLAB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:40.641730] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MLAB.txt
[2025-11-28T20:25:40.641842] [INFO ] [sig       ] [2081/3606] Completed MLAB in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:40.641879] [INFO ] [sig       ] [2082/3606] Forecasting MLCO...
[2025-11-28T20:25:40.641907] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-11-28T20:25:40.641944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-11-28T20:25:40.653289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-11-28T20:25:40.653543] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-11-28T20:25:40.654306] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-11-28T20:25:40.654356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:40.654386] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:40.654412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:40.654467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:40.711488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:40.712077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:40.712156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:40.712188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:40.830502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:40.830625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:40.830661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:40.830688] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:40.833789] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-11-28T20:25:40.834042] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-11-28T20:25:40.834155] [INFO ] [sig       ] MLCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:40.968000] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MLCO.txt
[2025-11-28T20:25:40.968120] [INFO ] [sig       ] [2082/3606] Completed MLCO in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:40.968157] [INFO ] [sig       ] [2083/3606] Forecasting MLGO...
[2025-11-28T20:25:40.968185] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-11-28T20:25:40.968213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-11-28T20:25:40.979703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-11-28T20:25:40.980003] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-11-28T20:25:40.980727] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-11-28T20:25:40.980779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:40.980809] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:40.980835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:40.980889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:41.035617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:41.036313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:41.036388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:41.036419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:41.149310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:41.149443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:41.149479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:41.149506] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:41.152665] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=44.22%)
[2025-11-28T20:25:41.152920] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-11-28T20:25:41.153036] [INFO ] [sig       ] MLGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:41.287137] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MLGO.txt
[2025-11-28T20:25:41.287242] [INFO ] [sig       ] [2083/3606] Completed MLGO in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:41.287277] [INFO ] [sig       ] [2084/3606] Forecasting MLI...
[2025-11-28T20:25:41.287305] [INFO ] [sig       ] Generating forecast for: MLI
[2025-11-28T20:25:41.287333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-11-28T20:25:41.298177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-11-28T20:25:41.298430] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-11-28T20:25:41.299154] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-11-28T20:25:41.299202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:41.299231] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:41.299257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:41.299311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:41.354537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:41.355141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:41.355237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:41.355268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:41.478246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:41.478359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:41.478394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:41.478420] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:41.481456] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=8.11%)
[2025-11-28T20:25:41.481724] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-11-28T20:25:41.481837] [INFO ] [sig       ] MLI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:41.617136] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MLI.txt
[2025-11-28T20:25:41.617241] [INFO ] [sig       ] [2084/3606] Completed MLI in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:41.617277] [INFO ] [sig       ] [2085/3606] Forecasting MLKN...
[2025-11-28T20:25:41.617306] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-11-28T20:25:41.617334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-11-28T20:25:41.628672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-11-28T20:25:41.628963] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-11-28T20:25:41.629685] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-11-28T20:25:41.629738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:41.629774] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:41.629805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:41.629872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:41.686611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:41.687378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:41.687456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:41.687487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:41.810097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:41.810240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:41.810278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:41.810323] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:41.813743] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-11-28T20:25:41.814193] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-11-28T20:25:41.814312] [INFO ] [sig       ] MLKN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:41.950775] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MLKN.txt
[2025-11-28T20:25:41.950923] [INFO ] [sig       ] [2085/3606] Completed MLKN in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:41.950961] [INFO ] [sig       ] [2086/3606] Forecasting MLM...
[2025-11-28T20:25:41.950989] [INFO ] [sig       ] Generating forecast for: MLM
[2025-11-28T20:25:41.951019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-11-28T20:25:41.962164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-11-28T20:25:41.962415] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-11-28T20:25:41.963141] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-11-28T20:25:41.963188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:41.963218] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:41.963243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:41.963298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:42.021805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:42.022620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:42.022702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:42.022735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:42.156145] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:42.156293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:42.156331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:42.156359] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:42.160814] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-11-28T20:25:42.161257] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-11-28T20:25:42.161419] [INFO ] [sig       ] MLM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:42.296109] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MLM.txt
[2025-11-28T20:25:42.296242] [INFO ] [sig       ] [2086/3606] Completed MLM in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.5m
[2025-11-28T20:25:42.296280] [INFO ] [sig       ] [2087/3606] Forecasting MLP...
[2025-11-28T20:25:42.296307] [INFO ] [sig       ] Generating forecast for: MLP
[2025-11-28T20:25:42.296337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-11-28T20:25:42.308528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-11-28T20:25:42.308964] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-11-28T20:25:42.309807] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-11-28T20:25:42.309860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:42.309892] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:42.309919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:42.309975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:42.370127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:42.371189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:42.371291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:42.371337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:42.486546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:42.486716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:42.486755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:42.486782] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:42.490072] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=57.27%)
[2025-11-28T20:25:42.490338] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-11-28T20:25:42.490457] [INFO ] [sig       ] MLP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:42.627205] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MLP.txt
[2025-11-28T20:25:42.627389] [INFO ] [sig       ] [2087/3606] Completed MLP in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.5m
[2025-11-28T20:25:42.627428] [INFO ] [sig       ] [2088/3606] Forecasting MLTX...
[2025-11-28T20:25:42.627457] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-11-28T20:25:42.627487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-11-28T20:25:42.638683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-11-28T20:25:42.639020] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-11-28T20:25:42.639783] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-11-28T20:25:42.639833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:42.639863] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:42.639889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:42.639944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:42.694865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:42.695659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:42.695737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:42.695768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:42.815627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:42.815783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:42.815820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:42.815847] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:42.822082] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=69.94%)
[2025-11-28T20:25:42.822407] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-11-28T20:25:42.822534] [INFO ] [sig       ] MLTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:42.961600] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MLTX.txt
[2025-11-28T20:25:42.961753] [INFO ] [sig       ] [2088/3606] Completed MLTX in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.5m
[2025-11-28T20:25:42.961791] [INFO ] [sig       ] [2089/3606] Forecasting MLYS...
[2025-11-28T20:25:42.961820] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-11-28T20:25:42.961851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-11-28T20:25:42.973857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-11-28T20:25:42.974250] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-11-28T20:25:42.975035] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-11-28T20:25:42.975083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:42.975112] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:42.975138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:42.975235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:43.029396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:43.030232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:43.030340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:43.030373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:43.143846] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:43.144013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:43.144056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:43.144085] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:43.148697] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: DOWN (p=38.60%)
[2025-11-28T20:25:43.149142] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-11-28T20:25:43.149311] [INFO ] [sig       ] MLYS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:43.288736] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MLYS.txt
[2025-11-28T20:25:43.288887] [INFO ] [sig       ] [2089/3606] Completed MLYS in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.5m
[2025-11-28T20:25:43.288926] [INFO ] [sig       ] [2090/3606] Forecasting MMC...
[2025-11-28T20:25:43.288955] [INFO ] [sig       ] Generating forecast for: MMC
[2025-11-28T20:25:43.288984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-11-28T20:25:43.300359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-11-28T20:25:43.300733] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-11-28T20:25:43.301465] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-11-28T20:25:43.301515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:43.301547] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:43.301598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:43.301658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:43.358175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:43.358997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:43.359076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:43.359110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:43.485220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:43.485373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:43.485420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:43.485451] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:43.488825] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=39.73%)
[2025-11-28T20:25:43.489106] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-11-28T20:25:43.489231] [INFO ] [sig       ] MMC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:43.626196] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MMC.txt
[2025-11-28T20:25:43.626302] [INFO ] [sig       ] [2090/3606] Completed MMC in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.5m
[2025-11-28T20:25:43.626339] [INFO ] [sig       ] [2091/3606] Forecasting MMD...
[2025-11-28T20:25:43.626367] [INFO ] [sig       ] Generating forecast for: MMD
[2025-11-28T20:25:43.626395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-11-28T20:25:43.638916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-11-28T20:25:43.639276] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-11-28T20:25:43.640054] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-11-28T20:25:43.640117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:43.640187] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:43.640214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:43.640273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:43.696260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:43.697144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:43.697230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:43.697264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:43.813677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:43.813820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:43.813859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:43.813887] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:43.817091] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-11-28T20:25:43.817347] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-11-28T20:25:43.817462] [INFO ] [sig       ] MMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:43.952764] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MMD.txt
[2025-11-28T20:25:43.952889] [INFO ] [sig       ] [2091/3606] Completed MMD in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.5m
[2025-11-28T20:25:43.952926] [INFO ] [sig       ] [2092/3606] Forecasting MMLP...
[2025-11-28T20:25:43.952955] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-11-28T20:25:43.952984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-11-28T20:25:43.963657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-11-28T20:25:43.963962] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-11-28T20:25:43.964706] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-11-28T20:25:43.964754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:43.964784] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:43.964809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:43.964865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:44.020631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:44.021218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:44.021299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:44.021340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:44.136362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:44.136498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:44.136537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:44.136596] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:44.139826] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-11-28T20:25:44.140080] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-11-28T20:25:44.140191] [INFO ] [sig       ] MMLP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:44.276634] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MMLP.txt
[2025-11-28T20:25:44.276761] [INFO ] [sig       ] [2092/3606] Completed MMLP in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.5m
[2025-11-28T20:25:44.276798] [INFO ] [sig       ] [2093/3606] Forecasting MMS...
[2025-11-28T20:25:44.276826] [INFO ] [sig       ] Generating forecast for: MMS
[2025-11-28T20:25:44.276854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-11-28T20:25:44.288659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-11-28T20:25:44.289019] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-11-28T20:25:44.289823] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-11-28T20:25:44.289885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:44.289924] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:44.289956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:44.290012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:44.346342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:44.346981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:44.347057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:44.347090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:44.465789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:44.465913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:44.465949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:44.465975] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:44.469218] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-11-28T20:25:44.469477] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-11-28T20:25:44.469614] [INFO ] [sig       ] MMS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:44.605702] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MMS.txt
[2025-11-28T20:25:44.605821] [INFO ] [sig       ] [2093/3606] Completed MMS in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:44.605858] [INFO ] [sig       ] [2094/3606] Forecasting MMSI...
[2025-11-28T20:25:44.605885] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-11-28T20:25:44.605915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-11-28T20:25:44.617050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-11-28T20:25:44.617314] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-11-28T20:25:44.618085] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-11-28T20:25:44.618135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:44.618164] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:44.618190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:44.618244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:44.676807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:44.677495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:44.677589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:44.677625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:44.797550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:44.797705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:44.797745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:44.797804] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:44.801086] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=70.43%)
[2025-11-28T20:25:44.801360] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-11-28T20:25:44.801481] [INFO ] [sig       ] MMSI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:44.937737] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MMSI.txt
[2025-11-28T20:25:44.937893] [INFO ] [sig       ] [2094/3606] Completed MMSI in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:44.937934] [INFO ] [sig       ] [2095/3606] Forecasting MNDO...
[2025-11-28T20:25:44.937965] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-11-28T20:25:44.937995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-11-28T20:25:44.949289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-11-28T20:25:44.949612] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-11-28T20:25:44.950326] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-11-28T20:25:44.950375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:44.950405] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:44.950431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:44.950490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:45.006012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:45.006764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:45.006841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:45.006872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:45.115212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:45.115352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:45.115388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:45.115416] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:45.118634] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=35.66%)
[2025-11-28T20:25:45.118886] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-11-28T20:25:45.119002] [INFO ] [sig       ] MNDO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:45.299703] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MNDO.txt
[2025-11-28T20:25:45.299862] [INFO ] [sig       ] [2095/3606] Completed MNDO in 0.4s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:45.299901] [INFO ] [sig       ] [2096/3606] Forecasting MNDY...
[2025-11-28T20:25:45.299930] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-11-28T20:25:45.299965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-11-28T20:25:45.311951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-11-28T20:25:45.312327] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-11-28T20:25:45.313174] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-11-28T20:25:45.313226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:45.313258] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:45.313285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:45.313347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:45.367806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:45.368680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:45.368759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:45.368789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:45.490356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:45.490504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:45.490541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:45.490589] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:45.493793] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2025-11-28T20:25:45.494108] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-11-28T20:25:45.494235] [INFO ] [sig       ] MNDY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:45.630552] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MNDY.txt
[2025-11-28T20:25:45.630719] [INFO ] [sig       ] [2096/3606] Completed MNDY in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:45.630757] [INFO ] [sig       ] [2097/3606] Forecasting MNKD...
[2025-11-28T20:25:45.630785] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-11-28T20:25:45.630816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-11-28T20:25:45.642760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-11-28T20:25:45.643108] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-11-28T20:25:45.643860] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-11-28T20:25:45.643909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:45.643943] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:45.643970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:45.644024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:45.700467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:45.701110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:45.701188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:45.701222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:45.823248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:45.823392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:45.823430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:45.823457] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:45.826691] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=38.06%)
[2025-11-28T20:25:45.826949] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-11-28T20:25:45.827061] [INFO ] [sig       ] MNKD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:45.962724] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MNKD.txt
[2025-11-28T20:25:45.962852] [INFO ] [sig       ] [2097/3606] Completed MNKD in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:45.962889] [INFO ] [sig       ] [2098/3606] Forecasting MNMD...
[2025-11-28T20:25:45.962918] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-11-28T20:25:45.962947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-11-28T20:25:45.974135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-11-28T20:25:45.974417] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-11-28T20:25:45.975177] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-11-28T20:25:45.975227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:45.975260] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:45.975288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:45.975344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:46.031353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:46.031994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:46.032087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:46.032119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:46.151494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:46.151681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:46.151721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:46.151753] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:46.155037] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=46.41%)
[2025-11-28T20:25:46.155299] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-11-28T20:25:46.155418] [INFO ] [sig       ] MNMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:46.293852] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MNMD.txt
[2025-11-28T20:25:46.294009] [INFO ] [sig       ] [2098/3606] Completed MNMD in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:46.294049] [INFO ] [sig       ] [2099/3606] Forecasting MNRO...
[2025-11-28T20:25:46.294078] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-11-28T20:25:46.294107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-11-28T20:25:46.306667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-11-28T20:25:46.306987] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-11-28T20:25:46.307813] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-11-28T20:25:46.307867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:46.307900] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:46.307927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:46.307981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:46.362067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:46.362708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:46.362795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:46.362827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:46.479817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:46.479970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:46.480008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:46.480036] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:46.483243] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-11-28T20:25:46.483498] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-11-28T20:25:46.483631] [INFO ] [sig       ] MNRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:46.617054] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MNRO.txt
[2025-11-28T20:25:46.617163] [INFO ] [sig       ] [2099/3606] Completed MNRO in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:46.617199] [INFO ] [sig       ] [2100/3606] Forecasting MNSO...
[2025-11-28T20:25:46.617227] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-11-28T20:25:46.617256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-11-28T20:25:46.628589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-11-28T20:25:46.628860] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-11-28T20:25:46.629625] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-11-28T20:25:46.629676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:46.629707] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:46.629734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:46.629791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:46.685190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:46.685820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:46.685898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:46.685928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:46.803917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:46.804053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:46.804088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:46.804115] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:46.807286] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=16.05%)
[2025-11-28T20:25:46.807540] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-11-28T20:25:46.807672] [INFO ] [sig       ] MNSO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:46.941540] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MNSO.txt
[2025-11-28T20:25:46.941666] [INFO ] [sig       ] [2100/3606] Completed MNSO in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:46.941704] [INFO ] [sig       ] [2101/3606] Forecasting MNTK...
[2025-11-28T20:25:46.941732] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-11-28T20:25:46.941761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-11-28T20:25:46.952916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-11-28T20:25:46.953188] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-11-28T20:25:46.953966] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-11-28T20:25:46.954016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:46.954048] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:46.954075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:46.954132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:47.008788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:47.009522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:47.009647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:47.009688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:47.127868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:47.128002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:47.128051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:47.128080] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:47.131331] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=55.06%)
[2025-11-28T20:25:47.131604] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-11-28T20:25:47.131719] [INFO ] [sig       ] MNTK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:47.265636] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MNTK.txt
[2025-11-28T20:25:47.265743] [INFO ] [sig       ] [2101/3606] Completed MNTK in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:47.265779] [INFO ] [sig       ] [2102/3606] Forecasting MNY...
[2025-11-28T20:25:47.265808] [INFO ] [sig       ] Generating forecast for: MNY
[2025-11-28T20:25:47.265837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-11-28T20:25:47.277433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-11-28T20:25:47.277767] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-11-28T20:25:47.278606] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-11-28T20:25:47.278680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:47.278712] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:47.278738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:47.278793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:47.333753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:47.334314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:47.334387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:47.334418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:47.445376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:47.445522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:47.445560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:47.445611] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:47.448833] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=54.93%)
[2025-11-28T20:25:47.449095] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-11-28T20:25:47.449212] [INFO ] [sig       ] MNY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:47.585104] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MNY.txt
[2025-11-28T20:25:47.585208] [INFO ] [sig       ] [2102/3606] Completed MNY in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:47.585244] [INFO ] [sig       ] [2103/3606] Forecasting MOB...
[2025-11-28T20:25:47.585273] [INFO ] [sig       ] Generating forecast for: MOB
[2025-11-28T20:25:47.585301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOB' from 'https://tdm.silogroup.org/data/derivative_storage/MOB.csv'.
[2025-11-28T20:25:47.596639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOB'.
[2025-11-28T20:25:47.596917] [INFO ] [FORECASTER] Starting predict_future for MOB
[2025-11-28T20:25:47.597663] [DEBUG] [LOCAL     ] No optimal features file found for MOB: ./output/feature-sets/MOB.txt
[2025-11-28T20:25:47.597714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:47.597744] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:47.597771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:47.597827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:47.653514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:47.654101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:47.654176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:47.654208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:47.774095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:47.774198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:47.774236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:47.774263] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:47.777470] [DEBUG] [FORECASTER] MOB: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-11-28T20:25:47.777741] [INFO ] [FORECASTER] Completed predict_future for MOB
[2025-11-28T20:25:47.777856] [INFO ] [sig       ] MOB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:47.911683] [INFO ] [LOCAL     ] Saved forecast: MOB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MOB.txt
[2025-11-28T20:25:47.911808] [INFO ] [sig       ] [2103/3606] Completed MOB in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:47.911844] [INFO ] [sig       ] [2104/3606] Forecasting MOD...
[2025-11-28T20:25:47.911872] [INFO ] [sig       ] Generating forecast for: MOD
[2025-11-28T20:25:47.911902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-11-28T20:25:47.922813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-11-28T20:25:47.923069] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-11-28T20:25:47.923812] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-11-28T20:25:47.923860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:47.923891] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:47.923916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:47.923970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:47.978803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:47.979359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:47.979432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:47.979462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:48.099463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:48.099597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:48.099635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:48.099663] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:48.102773] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-11-28T20:25:48.103025] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-11-28T20:25:48.103136] [INFO ] [sig       ] MOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:48.236976] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MOD.txt
[2025-11-28T20:25:48.237109] [INFO ] [sig       ] [2104/3606] Completed MOD in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.4m
[2025-11-28T20:25:48.237147] [INFO ] [sig       ] [2105/3606] Forecasting MODG...
[2025-11-28T20:25:48.237175] [INFO ] [sig       ] Generating forecast for: MODG
[2025-11-28T20:25:48.237204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-11-28T20:25:48.249201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-11-28T20:25:48.249568] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-11-28T20:25:48.250455] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-11-28T20:25:48.250510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:48.250545] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:48.250594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:48.250667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:48.308364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:48.309014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:48.309095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:48.309126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:48.427249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:48.427374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:48.427412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:48.427439] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:48.430683] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=36.55%)
[2025-11-28T20:25:48.430942] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-11-28T20:25:48.431059] [INFO ] [sig       ] MODG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:48.575133] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MODG.txt
[2025-11-28T20:25:48.575274] [INFO ] [sig       ] [2105/3606] Completed MODG in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.4m
[2025-11-28T20:25:48.575321] [INFO ] [sig       ] [2106/3606] Forecasting MODL...
[2025-11-28T20:25:48.575351] [INFO ] [sig       ] Generating forecast for: MODL
[2025-11-28T20:25:48.575380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-11-28T20:25:48.586540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-11-28T20:25:48.586831] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-11-28T20:25:48.587555] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-11-28T20:25:48.587626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:48.587657] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:48.587682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:48.587736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:48.641757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:48.642333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:48.642407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:48.642438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:48.759464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:48.759588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:48.759625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:48.759654] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:48.762696] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=15.67%)
[2025-11-28T20:25:48.762949] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-11-28T20:25:48.763061] [INFO ] [sig       ] MODL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:48.896976] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MODL.txt
[2025-11-28T20:25:48.897100] [INFO ] [sig       ] [2106/3606] Completed MODL in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.4m
[2025-11-28T20:25:48.897137] [INFO ] [sig       ] [2107/3606] Forecasting MOFG...
[2025-11-28T20:25:48.897165] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-11-28T20:25:48.897194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-11-28T20:25:48.908449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-11-28T20:25:48.908780] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-11-28T20:25:48.909551] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-11-28T20:25:48.909622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:48.909656] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:48.909684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:48.909740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:48.965108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:48.965852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:48.965928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:48.965961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:49.076858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:49.077007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:49.077044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:49.077074] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:49.080297] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-11-28T20:25:49.080550] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-11-28T20:25:49.080702] [INFO ] [sig       ] MOFG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:49.213769] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MOFG.txt
[2025-11-28T20:25:49.213892] [INFO ] [sig       ] [2107/3606] Completed MOFG in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.4m
[2025-11-28T20:25:49.213929] [INFO ] [sig       ] [2108/3606] Forecasting MOGO...
[2025-11-28T20:25:49.213957] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-11-28T20:25:49.213986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-11-28T20:25:49.225387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-11-28T20:25:49.225678] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-11-28T20:25:49.226431] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-11-28T20:25:49.226481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:49.226538] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:49.226567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:49.226652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:49.280972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:49.281557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:49.281649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:49.281680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:49.394875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:49.395026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:49.395064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:49.395091] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:49.398306] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=19.35%)
[2025-11-28T20:25:49.398564] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-11-28T20:25:49.398698] [INFO ] [sig       ] MOGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:49.534487] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MOGO.txt
[2025-11-28T20:25:49.534609] [INFO ] [sig       ] [2108/3606] Completed MOGO in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.4m
[2025-11-28T20:25:49.534648] [INFO ] [sig       ] [2109/3606] Forecasting MOH...
[2025-11-28T20:25:49.534678] [INFO ] [sig       ] Generating forecast for: MOH
[2025-11-28T20:25:49.534706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-11-28T20:25:49.545820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-11-28T20:25:49.546092] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-11-28T20:25:49.546840] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-11-28T20:25:49.546890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:49.546921] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:49.546948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:49.547003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:49.602696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:49.603309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:49.603383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:49.603413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:49.719722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:49.719843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:49.719896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:49.719924] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:49.723049] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2025-11-28T20:25:49.723303] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-11-28T20:25:49.723418] [INFO ] [sig       ] MOH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:49.856826] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MOH.txt
[2025-11-28T20:25:49.856938] [INFO ] [sig       ] [2109/3606] Completed MOH in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.4m
[2025-11-28T20:25:49.856974] [INFO ] [sig       ] [2110/3606] Forecasting MOMO...
[2025-11-28T20:25:49.857002] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-11-28T20:25:49.857030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-11-28T20:25:49.867834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-11-28T20:25:49.868146] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-11-28T20:25:49.868899] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-11-28T20:25:49.868948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:49.868979] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:49.869004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:49.869058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:49.923696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:49.924348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:49.924420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:49.924452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:50.042764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:50.042905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:50.042942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:50.042969] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:50.046139] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-11-28T20:25:50.046392] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-11-28T20:25:50.046508] [INFO ] [sig       ] MOMO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:50.179673] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MOMO.txt
[2025-11-28T20:25:50.179788] [INFO ] [sig       ] [2110/3606] Completed MOMO in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.4m
[2025-11-28T20:25:50.179825] [INFO ] [sig       ] [2111/3606] Forecasting MORN...
[2025-11-28T20:25:50.179853] [INFO ] [sig       ] Generating forecast for: MORN
[2025-11-28T20:25:50.179881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-11-28T20:25:50.190409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-11-28T20:25:50.190684] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-11-28T20:25:50.191385] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-11-28T20:25:50.191433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:50.191462] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:50.191487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:50.191540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:50.245677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:50.246359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:50.246433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:50.246465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:50.362174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:50.362311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:50.362349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:50.362403] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:50.365631] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-11-28T20:25:50.365886] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-11-28T20:25:50.365999] [INFO ] [sig       ] MORN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:50.500345] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MORN.txt
[2025-11-28T20:25:50.500464] [INFO ] [sig       ] [2111/3606] Completed MORN in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:50.500501] [INFO ] [sig       ] [2112/3606] Forecasting MOS...
[2025-11-28T20:25:50.500529] [INFO ] [sig       ] Generating forecast for: MOS
[2025-11-28T20:25:50.500559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-11-28T20:25:50.511470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-11-28T20:25:50.511813] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-11-28T20:25:50.512530] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-11-28T20:25:50.512595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:50.512626] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:50.512652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:50.512707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:50.566791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:50.567370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:50.567442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:50.567473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:50.685396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:50.685520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:50.685556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:50.685602] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:50.688876] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-11-28T20:25:50.689147] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-11-28T20:25:50.689267] [INFO ] [sig       ] MOS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:50.828478] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MOS.txt
[2025-11-28T20:25:50.828620] [INFO ] [sig       ] [2112/3606] Completed MOS in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:50.828659] [INFO ] [sig       ] [2113/3606] Forecasting MP...
[2025-11-28T20:25:50.828687] [INFO ] [sig       ] Generating forecast for: MP
[2025-11-28T20:25:50.828716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-11-28T20:25:50.839384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-11-28T20:25:50.839658] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-11-28T20:25:50.840397] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-11-28T20:25:50.840444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:50.840484] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:50.840511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:50.840566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:50.895099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:50.895680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:50.895750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:50.895780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:51.010880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:51.011017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:51.011052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:51.011081] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:51.014230] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-11-28T20:25:51.014482] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-11-28T20:25:51.014611] [INFO ] [sig       ] MP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:51.148560] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MP.txt
[2025-11-28T20:25:51.148687] [INFO ] [sig       ] [2113/3606] Completed MP in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:51.148723] [INFO ] [sig       ] [2114/3606] Forecasting MPA...
[2025-11-28T20:25:51.148752] [INFO ] [sig       ] Generating forecast for: MPA
[2025-11-28T20:25:51.148782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-11-28T20:25:51.160085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-11-28T20:25:51.160386] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-11-28T20:25:51.161199] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-11-28T20:25:51.161250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:51.161282] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:51.161310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:51.161365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:51.216050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:51.216626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:51.216698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:51.216729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:51.331643] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:51.331786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:51.331833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:51.331861] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:51.335048] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-11-28T20:25:51.335307] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-11-28T20:25:51.335422] [INFO ] [sig       ] MPA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:51.470750] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MPA.txt
[2025-11-28T20:25:51.470892] [INFO ] [sig       ] [2114/3606] Completed MPA in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:51.470929] [INFO ] [sig       ] [2115/3606] Forecasting MPAA...
[2025-11-28T20:25:51.470957] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-11-28T20:25:51.470987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-11-28T20:25:51.481918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-11-28T20:25:51.482249] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-11-28T20:25:51.482996] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-11-28T20:25:51.483044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:51.483074] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:51.483100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:51.483154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:51.537142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:51.537822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:51.537900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:51.537932] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:51.653832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:51.653978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:51.654016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:51.654044] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:51.657234] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-11-28T20:25:51.657493] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-11-28T20:25:51.657627] [INFO ] [sig       ] MPAA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:51.792829] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MPAA.txt
[2025-11-28T20:25:51.792981] [INFO ] [sig       ] [2115/3606] Completed MPAA in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:51.793019] [INFO ] [sig       ] [2116/3606] Forecasting MPB...
[2025-11-28T20:25:51.793049] [INFO ] [sig       ] Generating forecast for: MPB
[2025-11-28T20:25:51.793079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-11-28T20:25:51.803900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-11-28T20:25:51.804181] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-11-28T20:25:51.804920] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-11-28T20:25:51.804968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:51.804997] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:51.805022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:51.805075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:51.859100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:51.859942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:51.860033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:51.860071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:51.974527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:51.974692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:51.974730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:51.974759] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:51.977970] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: UP (p=71.52%)
[2025-11-28T20:25:51.978244] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-11-28T20:25:51.978363] [INFO ] [sig       ] MPB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:52.111566] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MPB.txt
[2025-11-28T20:25:52.111826] [INFO ] [sig       ] [2116/3606] Completed MPB in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:52.111864] [INFO ] [sig       ] [2117/3606] Forecasting MPC...
[2025-11-28T20:25:52.111896] [INFO ] [sig       ] Generating forecast for: MPC
[2025-11-28T20:25:52.111934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-11-28T20:25:52.123096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-11-28T20:25:52.123348] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-11-28T20:25:52.124073] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-11-28T20:25:52.124121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:52.124151] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:52.124177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:52.124231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:52.178238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:52.178822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:52.178894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:52.178925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:52.295990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:52.296131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:52.296168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:52.296195] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:52.299389] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-11-28T20:25:52.299666] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-11-28T20:25:52.299782] [INFO ] [sig       ] MPC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:52.434010] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MPC.txt
[2025-11-28T20:25:52.434133] [INFO ] [sig       ] [2117/3606] Completed MPC in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:52.434170] [INFO ] [sig       ] [2118/3606] Forecasting MPX...
[2025-11-28T20:25:52.434197] [INFO ] [sig       ] Generating forecast for: MPX
[2025-11-28T20:25:52.434227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-11-28T20:25:52.446060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-11-28T20:25:52.446399] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-11-28T20:25:52.447163] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-11-28T20:25:52.447212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:52.447241] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:52.447266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:52.447321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:52.504338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:52.505271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:52.505411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:52.505447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:52.617633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:52.617775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:52.617812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:52.617840] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:52.621352] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-11-28T20:25:52.621655] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-11-28T20:25:52.621783] [INFO ] [sig       ] MPX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:52.758502] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MPX.txt
[2025-11-28T20:25:52.758672] [INFO ] [sig       ] [2118/3606] Completed MPX in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:52.758712] [INFO ] [sig       ] [2119/3606] Forecasting MQ...
[2025-11-28T20:25:52.758741] [INFO ] [sig       ] Generating forecast for: MQ
[2025-11-28T20:25:52.758771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-11-28T20:25:52.771146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-11-28T20:25:52.771518] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-11-28T20:25:52.772298] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-11-28T20:25:52.772349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:52.772382] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:52.772409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:52.772466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:52.830778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:52.831627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:52.831710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:52.831742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:52.951297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:52.951447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:52.951488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:52.951517] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:52.954846] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-11-28T20:25:52.955113] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-11-28T20:25:52.955231] [INFO ] [sig       ] MQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:53.093466] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MQ.txt
[2025-11-28T20:25:53.093626] [INFO ] [sig       ] [2119/3606] Completed MQ in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:53.093666] [INFO ] [sig       ] [2120/3606] Forecasting MQY...
[2025-11-28T20:25:53.093694] [INFO ] [sig       ] Generating forecast for: MQY
[2025-11-28T20:25:53.093725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-11-28T20:25:53.105028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-11-28T20:25:53.105368] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-11-28T20:25:53.106125] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-11-28T20:25:53.106174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:53.106204] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:53.106229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:53.106283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:53.160198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:53.161040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:53.161119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:53.161150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:53.277962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:53.278144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:53.278189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:53.278217] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:53.281628] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-11-28T20:25:53.281916] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-11-28T20:25:53.282043] [INFO ] [sig       ] MQY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:53.417473] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MQY.txt
[2025-11-28T20:25:53.417623] [INFO ] [sig       ] [2120/3606] Completed MQY in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:53.417664] [INFO ] [sig       ] [2121/3606] Forecasting MRAM...
[2025-11-28T20:25:53.417692] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-11-28T20:25:53.417722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-11-28T20:25:53.428737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-11-28T20:25:53.429076] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-11-28T20:25:53.429831] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-11-28T20:25:53.429879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:53.429909] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:53.429934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:53.429988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:53.484878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:53.485928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:53.486013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:53.486044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:53.603405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:53.603560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:53.603616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:53.603644] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:53.606954] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-11-28T20:25:53.607215] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-11-28T20:25:53.607334] [INFO ] [sig       ] MRAM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:53.742676] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MRAM.txt
[2025-11-28T20:25:53.742841] [INFO ] [sig       ] [2121/3606] Completed MRAM in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:53.742880] [INFO ] [sig       ] [2122/3606] Forecasting MRBK...
[2025-11-28T20:25:53.742908] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-11-28T20:25:53.742936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-11-28T20:25:53.754000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-11-28T20:25:53.754309] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-11-28T20:25:53.755054] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-11-28T20:25:53.755103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:53.755133] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:53.755158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:53.755212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:53.810072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:53.810882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:53.810961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:53.810992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:53.929514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:53.929686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:53.929724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:53.929751] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:53.932980] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-11-28T20:25:53.933247] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-11-28T20:25:53.933367] [INFO ] [sig       ] MRBK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:54.070293] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MRBK.txt
[2025-11-28T20:25:54.070431] [INFO ] [sig       ] [2122/3606] Completed MRBK in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:54.070469] [INFO ] [sig       ] [2123/3606] Forecasting MRCC...
[2025-11-28T20:25:54.070498] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-11-28T20:25:54.070529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-11-28T20:25:54.082516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-11-28T20:25:54.082931] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-11-28T20:25:54.083722] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-11-28T20:25:54.083772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:54.083805] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:54.083831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:54.083887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:54.141310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:54.142125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:54.142204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:54.142236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:54.265474] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:54.265634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:54.265674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:54.265703] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:54.269047] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: UP (p=50.86%)
[2025-11-28T20:25:54.269333] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-11-28T20:25:54.269450] [INFO ] [sig       ] MRCC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:54.407050] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MRCC.txt
[2025-11-28T20:25:54.407182] [INFO ] [sig       ] [2123/3606] Completed MRCC in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.3m
[2025-11-28T20:25:54.407220] [INFO ] [sig       ] [2124/3606] Forecasting MRCY...
[2025-11-28T20:25:54.407248] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-11-28T20:25:54.407278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-11-28T20:25:54.419726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-11-28T20:25:54.420113] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-11-28T20:25:54.421165] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-11-28T20:25:54.421229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:54.421275] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:54.421310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:54.421380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:54.478506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:54.479417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:54.479496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:54.479529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:54.605021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:54.605195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:54.605245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:54.605275] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:54.608642] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=8.11%)
[2025-11-28T20:25:54.608914] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-11-28T20:25:54.609034] [INFO ] [sig       ] MRCY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:54.747607] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MRCY.txt
[2025-11-28T20:25:54.747775] [INFO ] [sig       ] [2124/3606] Completed MRCY in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.3m
[2025-11-28T20:25:54.747817] [INFO ] [sig       ] [2125/3606] Forecasting MREO...
[2025-11-28T20:25:54.747845] [INFO ] [sig       ] Generating forecast for: MREO
[2025-11-28T20:25:54.747876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-11-28T20:25:54.759377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-11-28T20:25:54.759724] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-11-28T20:25:54.760463] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-11-28T20:25:54.760511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:54.760564] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:54.760613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:54.760668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:54.815317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:54.816291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:54.816371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:54.816402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:54.933933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:54.934085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:54.934124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:54.934151] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:54.937525] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=57.75%)
[2025-11-28T20:25:54.937809] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-11-28T20:25:54.937929] [INFO ] [sig       ] MREO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:55.077984] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MREO.txt
[2025-11-28T20:25:55.078172] [INFO ] [sig       ] [2125/3606] Completed MREO in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.3m
[2025-11-28T20:25:55.078211] [INFO ] [sig       ] [2126/3606] Forecasting MRK...
[2025-11-28T20:25:55.078240] [INFO ] [sig       ] Generating forecast for: MRK
[2025-11-28T20:25:55.078269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-11-28T20:25:55.091240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-11-28T20:25:55.091616] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-11-28T20:25:55.092620] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-11-28T20:25:55.092691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:55.092724] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:55.092750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:55.092806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:55.157747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:55.158709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:55.158818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:55.158860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:55.298794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:55.298952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:55.298993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:55.299023] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:55.302504] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-11-28T20:25:55.302820] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-11-28T20:25:55.302953] [INFO ] [sig       ] MRK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:55.449960] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MRK.txt
[2025-11-28T20:25:55.450165] [INFO ] [sig       ] [2126/3606] Completed MRK in 0.4s | 2.99 sym/s | Total: 11.9m | ETA: 8.3m
[2025-11-28T20:25:55.450218] [INFO ] [sig       ] [2127/3606] Forecasting MRM...
[2025-11-28T20:25:55.450256] [INFO ] [sig       ] Generating forecast for: MRM
[2025-11-28T20:25:55.450293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-11-28T20:25:55.463616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-11-28T20:25:55.464100] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-11-28T20:25:55.465147] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-11-28T20:25:55.465208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:55.465241] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:55.465268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:55.465326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:55.523239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:55.524133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:55.524219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:55.524251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:55.656168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:55.656329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:55.656372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:55.656401] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:55.659995] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=57.65%)
[2025-11-28T20:25:55.660317] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-11-28T20:25:55.660457] [INFO ] [sig       ] MRM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:55.856692] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MRM.txt
[2025-11-28T20:25:55.856913] [INFO ] [sig       ] [2127/3606] Completed MRM in 0.4s | 2.99 sym/s | Total: 11.9m | ETA: 8.3m
[2025-11-28T20:25:55.856978] [INFO ] [sig       ] [2128/3606] Forecasting MRNA...
[2025-11-28T20:25:55.857031] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-11-28T20:25:55.857085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-11-28T20:25:55.869500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-11-28T20:25:55.869906] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-11-28T20:25:55.870751] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-11-28T20:25:55.870805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:55.870836] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:55.870861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:55.870916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:55.928401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:55.929402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:55.929488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:55.929520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:56.056410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:56.056588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:56.056628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:56.056690] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:56.061613] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-11-28T20:25:56.062123] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-11-28T20:25:56.062295] [INFO ] [sig       ] MRNA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:56.210074] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MRNA.txt
[2025-11-28T20:25:56.210236] [INFO ] [sig       ] [2128/3606] Completed MRNA in 0.4s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:56.210277] [INFO ] [sig       ] [2129/3606] Forecasting MRSN...
[2025-11-28T20:25:56.210307] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-11-28T20:25:56.210337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-11-28T20:25:56.224991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-11-28T20:25:56.225654] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-11-28T20:25:56.226687] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-11-28T20:25:56.226750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:56.226794] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:56.226832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:56.226913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:56.294520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:56.295351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:56.295435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:56.295469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:56.422353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:56.422502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:56.422542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:56.422587] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:56.426067] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=28.62%)
[2025-11-28T20:25:56.426353] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-11-28T20:25:56.426483] [INFO ] [sig       ] MRSN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:56.572829] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MRSN.txt
[2025-11-28T20:25:56.572981] [INFO ] [sig       ] [2129/3606] Completed MRSN in 0.4s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:56.573028] [INFO ] [sig       ] [2130/3606] Forecasting MRTN...
[2025-11-28T20:25:56.573059] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-11-28T20:25:56.573091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-11-28T20:25:56.588284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-11-28T20:25:56.588779] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-11-28T20:25:56.589807] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-11-28T20:25:56.589870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:56.589913] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:56.589950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:56.590033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:56.655387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:56.656351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:56.656435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:56.656470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:56.775137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:56.775286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:56.775324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:56.775353] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:56.778898] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2025-11-28T20:25:56.779184] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-11-28T20:25:56.779311] [INFO ] [sig       ] MRTN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:56.916831] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MRTN.txt
[2025-11-28T20:25:56.916969] [INFO ] [sig       ] [2130/3606] Completed MRTN in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:56.917008] [INFO ] [sig       ] [2131/3606] Forecasting MRUS...
[2025-11-28T20:25:56.917037] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-11-28T20:25:56.917067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-11-28T20:25:56.928949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-11-28T20:25:56.929342] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-11-28T20:25:56.930131] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-11-28T20:25:56.930181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:56.930213] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:56.930240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:56.930296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:56.987361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:56.988237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:56.988320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:56.988351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:57.111157] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:57.111306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:57.111529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:57.111557] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:57.114961] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-11-28T20:25:57.115240] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-11-28T20:25:57.115542] [INFO ] [sig       ] MRUS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:57.253207] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MRUS.txt
[2025-11-28T20:25:57.253341] [INFO ] [sig       ] [2131/3606] Completed MRUS in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:57.253380] [INFO ] [sig       ] [2132/3606] Forecasting MRVI...
[2025-11-28T20:25:57.253409] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-11-28T20:25:57.253438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-11-28T20:25:57.265149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-11-28T20:25:57.265476] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-11-28T20:25:57.266264] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-11-28T20:25:57.266314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:57.266344] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:57.266370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:57.266424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:57.321814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:57.322617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:57.322697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:57.322729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:57.447611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:57.447756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:57.447794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:57.447822] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:57.451314] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=92.32%)
[2025-11-28T20:25:57.451637] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-11-28T20:25:57.451770] [INFO ] [sig       ] MRVI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:57.591914] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MRVI.txt
[2025-11-28T20:25:57.592056] [INFO ] [sig       ] [2132/3606] Completed MRVI in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:57.592095] [INFO ] [sig       ] [2133/3606] Forecasting MRVL...
[2025-11-28T20:25:57.592125] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-11-28T20:25:57.592154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-11-28T20:25:57.603602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-11-28T20:25:57.603893] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-11-28T20:25:57.604680] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-11-28T20:25:57.604730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:57.604761] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:57.604787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:57.604843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:57.660202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:57.660934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:57.661010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:57.661041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:57.777839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:57.777985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:57.778059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:57.778094] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:57.781469] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=82.73%)
[2025-11-28T20:25:57.781748] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-11-28T20:25:57.781866] [INFO ] [sig       ] MRVL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:57.919943] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MRVL.txt
[2025-11-28T20:25:57.920092] [INFO ] [sig       ] [2133/3606] Completed MRVL in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:57.920130] [INFO ] [sig       ] [2134/3606] Forecasting MRX...
[2025-11-28T20:25:57.920158] [INFO ] [sig       ] Generating forecast for: MRX
[2025-11-28T20:25:57.920187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-11-28T20:25:57.931617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-11-28T20:25:57.931959] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-11-28T20:25:57.932731] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-11-28T20:25:57.932780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:57.932811] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:57.932836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:57.932891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:57.987655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:57.988495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:57.988594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:57.988629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:58.103031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:58.103179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:58.103216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:58.103244] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:58.106455] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=48.00%)
[2025-11-28T20:25:58.106762] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-11-28T20:25:58.106882] [INFO ] [sig       ] MRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:58.246800] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MRX.txt
[2025-11-28T20:25:58.246927] [INFO ] [sig       ] [2134/3606] Completed MRX in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:58.246966] [INFO ] [sig       ] [2135/3606] Forecasting MS...
[2025-11-28T20:25:58.246994] [INFO ] [sig       ] Generating forecast for: MS
[2025-11-28T20:25:58.247023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-11-28T20:25:58.259497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-11-28T20:25:58.259777] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-11-28T20:25:58.260483] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-11-28T20:25:58.260531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:58.260561] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:58.260607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:58.260663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:58.316019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:58.316624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:58.316717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:58.316749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:58.439523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:58.439684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:58.439722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:58.439751] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:58.443060] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-11-28T20:25:58.443334] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-11-28T20:25:58.443452] [INFO ] [sig       ] MS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:58.582026] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MS.txt
[2025-11-28T20:25:58.582153] [INFO ] [sig       ] [2135/3606] Completed MS in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:58.582194] [INFO ] [sig       ] [2136/3606] Forecasting MSA...
[2025-11-28T20:25:58.582223] [INFO ] [sig       ] Generating forecast for: MSA
[2025-11-28T20:25:58.582253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-11-28T20:25:58.593505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-11-28T20:25:58.593823] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-11-28T20:25:58.594587] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-11-28T20:25:58.594637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:58.594668] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:58.594694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:58.594749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:58.650559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:58.651307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:58.651381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:58.651413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:58.771619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:58.771762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:58.771799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:58.771827] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:58.775089] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=26.56%)
[2025-11-28T20:25:58.775351] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-11-28T20:25:58.775467] [INFO ] [sig       ] MSA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:58.924529] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MSA.txt
[2025-11-28T20:25:58.924700] [INFO ] [sig       ] [2136/3606] Completed MSA in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:58.924742] [INFO ] [sig       ] [2137/3606] Forecasting MSB...
[2025-11-28T20:25:58.924781] [INFO ] [sig       ] Generating forecast for: MSB
[2025-11-28T20:25:58.924818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-11-28T20:25:58.936165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-11-28T20:25:58.936548] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-11-28T20:25:58.937355] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-11-28T20:25:58.937405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:58.937451] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:58.937478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:58.937533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:58.993593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:58.994415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:58.994499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:58.994531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:59.116500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:59.116670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:59.116708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:59.116735] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:59.120012] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-11-28T20:25:59.120329] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-11-28T20:25:59.120465] [INFO ] [sig       ] MSB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:59.257857] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MSB.txt
[2025-11-28T20:25:59.258007] [INFO ] [sig       ] [2137/3606] Completed MSB in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:59.258060] [INFO ] [sig       ] [2138/3606] Forecasting MSBI...
[2025-11-28T20:25:59.258089] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-11-28T20:25:59.258118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-11-28T20:25:59.269154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-11-28T20:25:59.269407] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-11-28T20:25:59.270135] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-11-28T20:25:59.270183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:59.270212] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:59.270238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:59.270292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:59.325459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:59.326262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:59.326340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:59.326373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:59.447909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:59.448080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:59.448128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:59.448158] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:59.451536] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: UP (p=74.54%)
[2025-11-28T20:25:59.451814] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-11-28T20:25:59.451931] [INFO ] [sig       ] MSBI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:25:59.589350] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MSBI.txt
[2025-11-28T20:25:59.589517] [INFO ] [sig       ] [2138/3606] Completed MSBI in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:59.589557] [INFO ] [sig       ] [2139/3606] Forecasting MSCI...
[2025-11-28T20:25:59.589607] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-11-28T20:25:59.589641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-11-28T20:25:59.601031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-11-28T20:25:59.601338] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-11-28T20:25:59.602089] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-11-28T20:25:59.602138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:59.602168] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:59.602193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:59.602251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:59.657068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:59.657662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:59.657735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:59.657766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:25:59.776321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:25:59.776466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:25:59.776503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:25:59.776529] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:25:59.779779] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=43.67%)
[2025-11-28T20:25:59.780035] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-11-28T20:25:59.780152] [INFO ] [sig       ] MSCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:25:59.915372] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MSCI.txt
[2025-11-28T20:25:59.915490] [INFO ] [sig       ] [2139/3606] Completed MSCI in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:25:59.915526] [INFO ] [sig       ] [2140/3606] Forecasting MSD...
[2025-11-28T20:25:59.915554] [INFO ] [sig       ] Generating forecast for: MSD
[2025-11-28T20:25:59.915603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-11-28T20:25:59.926216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-11-28T20:25:59.926479] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-11-28T20:25:59.927203] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-11-28T20:25:59.927250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:25:59.927280] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:25:59.927307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:25:59.927361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:25:59.981202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:25:59.981791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:25:59.981863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:25:59.981894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:00.096392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:00.096537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:00.096590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:00.096621] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:00.099910] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=57.49%)
[2025-11-28T20:26:00.100183] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-11-28T20:26:00.100305] [INFO ] [sig       ] MSD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:00.234205] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MSD.txt
[2025-11-28T20:26:00.234327] [INFO ] [sig       ] [2140/3606] Completed MSD in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.2m
[2025-11-28T20:26:00.234365] [INFO ] [sig       ] [2141/3606] Forecasting MSEX...
[2025-11-28T20:26:00.234402] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-11-28T20:26:00.234433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-11-28T20:26:00.245215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-11-28T20:26:00.245473] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-11-28T20:26:00.246194] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-11-28T20:26:00.246243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:00.246273] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:00.246298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:00.246352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:00.300296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:00.301038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:00.301121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:00.301151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:00.418706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:00.418850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:00.418887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:00.418914] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:00.422175] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=11.85%)
[2025-11-28T20:26:00.422444] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-11-28T20:26:00.422562] [INFO ] [sig       ] MSEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:00.564773] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MSEX.txt
[2025-11-28T20:26:00.564919] [INFO ] [sig       ] [2141/3606] Completed MSEX in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.2m
[2025-11-28T20:26:00.564956] [INFO ] [sig       ] [2142/3606] Forecasting MSFD...
[2025-11-28T20:26:00.564985] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-11-28T20:26:00.565014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-11-28T20:26:00.576445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-11-28T20:26:00.576836] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-11-28T20:26:00.577624] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-11-28T20:26:00.577673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:00.577730] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:00.577757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:00.577812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:00.633295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:00.634107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:00.634186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:00.634220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:00.751659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:00.751826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:00.751863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:00.751890] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:00.755153] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=52.43%)
[2025-11-28T20:26:00.755428] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-11-28T20:26:00.755549] [INFO ] [sig       ] MSFD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:00.892903] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MSFD.txt
[2025-11-28T20:26:00.893052] [INFO ] [sig       ] [2142/3606] Completed MSFD in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.2m
[2025-11-28T20:26:00.893090] [INFO ] [sig       ] [2143/3606] Forecasting MSFL...
[2025-11-28T20:26:00.893118] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-11-28T20:26:00.893148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-11-28T20:26:00.904751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-11-28T20:26:00.905106] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-11-28T20:26:00.905859] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-11-28T20:26:00.905909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:00.905938] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:00.905964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:00.906018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:00.961818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:00.962649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:00.962730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:00.962763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:01.084593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:01.084747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:01.084785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:01.084813] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:01.088169] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=39.24%)
[2025-11-28T20:26:01.088468] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-11-28T20:26:01.088616] [INFO ] [sig       ] MSFL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:01.234165] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MSFL.txt
[2025-11-28T20:26:01.234314] [INFO ] [sig       ] [2143/3606] Completed MSFL in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.2m
[2025-11-28T20:26:01.234353] [INFO ] [sig       ] [2144/3606] Forecasting MSGE...
[2025-11-28T20:26:01.234381] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-11-28T20:26:01.234410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-11-28T20:26:01.247872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-11-28T20:26:01.248504] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-11-28T20:26:01.249529] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-11-28T20:26:01.249615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:01.249656] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:01.249684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:01.249742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:01.307633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:01.308997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:01.309094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:01.309126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:01.435831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:01.435987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:01.436027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:01.436075] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:01.439803] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-11-28T20:26:01.440071] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-11-28T20:26:01.440190] [INFO ] [sig       ] MSGE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:01.581205] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MSGE.txt
[2025-11-28T20:26:01.581375] [INFO ] [sig       ] [2144/3606] Completed MSGE in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.2m
[2025-11-28T20:26:01.581415] [INFO ] [sig       ] [2145/3606] Forecasting MSGM...
[2025-11-28T20:26:01.581445] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-11-28T20:26:01.581476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-11-28T20:26:01.595174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-11-28T20:26:01.595677] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-11-28T20:26:01.596521] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-11-28T20:26:01.596594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:01.596629] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:01.596655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:01.596710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:01.651446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:01.652321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:01.652404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:01.652435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:01.764019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:01.764180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:01.764219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:01.764277] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:01.767567] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=26.98%)
[2025-11-28T20:26:01.767856] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-11-28T20:26:01.767975] [INFO ] [sig       ] MSGM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:01.904229] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MSGM.txt
[2025-11-28T20:26:01.904388] [INFO ] [sig       ] [2145/3606] Completed MSGM in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.2m
[2025-11-28T20:26:01.904428] [INFO ] [sig       ] [2146/3606] Forecasting MSGS...
[2025-11-28T20:26:01.904457] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-11-28T20:26:01.904486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-11-28T20:26:01.919428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-11-28T20:26:01.919953] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-11-28T20:26:01.921002] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-11-28T20:26:01.921066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:01.921109] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:01.921147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:01.921225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:01.989788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:01.990691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:01.990802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:01.990836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:02.110201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:02.110391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:02.110452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:02.110501] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:02.115434] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-11-28T20:26:02.115835] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-11-28T20:26:02.116009] [INFO ] [sig       ] MSGS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:02.268682] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MSGS.txt
[2025-11-28T20:26:02.268797] [INFO ] [sig       ] [2146/3606] Completed MSGS in 0.4s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:02.268834] [INFO ] [sig       ] [2147/3606] Forecasting MSI...
[2025-11-28T20:26:02.268862] [INFO ] [sig       ] Generating forecast for: MSI
[2025-11-28T20:26:02.268891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-11-28T20:26:02.279870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-11-28T20:26:02.280164] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-11-28T20:26:02.280895] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-11-28T20:26:02.280944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:02.280974] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:02.281000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:02.281055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:02.336873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:02.337733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:02.337810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:02.337842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:02.456961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:02.457114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:02.457151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:02.457180] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:02.460601] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2025-11-28T20:26:02.460910] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-11-28T20:26:02.461049] [INFO ] [sig       ] MSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:02.599278] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MSI.txt
[2025-11-28T20:26:02.599433] [INFO ] [sig       ] [2147/3606] Completed MSI in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:02.599472] [INFO ] [sig       ] [2148/3606] Forecasting MSM...
[2025-11-28T20:26:02.599501] [INFO ] [sig       ] Generating forecast for: MSM
[2025-11-28T20:26:02.599531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-11-28T20:26:02.611114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-11-28T20:26:02.611464] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-11-28T20:26:02.612212] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-11-28T20:26:02.612261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:02.612291] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:02.612330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:02.612391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:02.667298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:02.668141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:02.668221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:02.668253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:02.786620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:02.786773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:02.786812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:02.786839] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:02.790068] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=20.90%)
[2025-11-28T20:26:02.790330] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-11-28T20:26:02.790447] [INFO ] [sig       ] MSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:02.925972] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MSM.txt
[2025-11-28T20:26:02.926127] [INFO ] [sig       ] [2148/3606] Completed MSM in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:02.926164] [INFO ] [sig       ] [2149/3606] Forecasting MSTX...
[2025-11-28T20:26:02.926193] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-11-28T20:26:02.926226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-11-28T20:26:02.937487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-11-28T20:26:02.937863] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-11-28T20:26:02.938646] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-11-28T20:26:02.938694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:02.938724] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:02.938749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:02.938803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:02.993494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:02.994329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:02.994408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:02.994439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:03.112823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:03.112968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:03.113003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:03.113031] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:03.116201] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-11-28T20:26:03.116452] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-11-28T20:26:03.116565] [INFO ] [sig       ] MSTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:03.254390] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MSTX.txt
[2025-11-28T20:26:03.254496] [INFO ] [sig       ] [2149/3606] Completed MSTX in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:03.254532] [INFO ] [sig       ] [2150/3606] Forecasting MTB...
[2025-11-28T20:26:03.254561] [INFO ] [sig       ] Generating forecast for: MTB
[2025-11-28T20:26:03.254608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-11-28T20:26:03.265058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-11-28T20:26:03.265324] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-11-28T20:26:03.266069] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-11-28T20:26:03.266116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:03.266147] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:03.266172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:03.266227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:03.320959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:03.321526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:03.321614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:03.321647] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:03.442025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:03.442162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:03.442198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:03.442226] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:03.445416] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-11-28T20:26:03.445691] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-11-28T20:26:03.445807] [INFO ] [sig       ] MTB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:03.580621] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MTB.txt
[2025-11-28T20:26:03.580738] [INFO ] [sig       ] [2150/3606] Completed MTB in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:03.580774] [INFO ] [sig       ] [2151/3606] Forecasting MTCH...
[2025-11-28T20:26:03.580801] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-11-28T20:26:03.580830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-11-28T20:26:03.591792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-11-28T20:26:03.592124] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-11-28T20:26:03.592867] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-11-28T20:26:03.592915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:03.592944] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:03.592970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:03.593023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:03.647920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:03.648511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:03.648600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:03.648634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:03.766733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:03.766858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:03.766893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:03.766920] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:03.770051] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=57.53%)
[2025-11-28T20:26:03.770306] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-11-28T20:26:03.770421] [INFO ] [sig       ] MTCH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:03.908047] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MTCH.txt
[2025-11-28T20:26:03.908170] [INFO ] [sig       ] [2151/3606] Completed MTCH in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:03.908207] [INFO ] [sig       ] [2152/3606] Forecasting MTD...
[2025-11-28T20:26:03.908235] [INFO ] [sig       ] Generating forecast for: MTD
[2025-11-28T20:26:03.908275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-11-28T20:26:03.919289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-11-28T20:26:03.919567] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-11-28T20:26:03.920358] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-11-28T20:26:03.920407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:03.920438] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:03.920464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:03.920520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:03.976234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:03.976859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:03.976960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:03.976994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:04.101608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:04.101756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:04.101796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:04.101824] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:04.105119] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-11-28T20:26:04.105387] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-11-28T20:26:04.105505] [INFO ] [sig       ] MTD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:04.242173] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MTD.txt
[2025-11-28T20:26:04.242288] [INFO ] [sig       ] [2152/3606] Completed MTD in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:04.242326] [INFO ] [sig       ] [2153/3606] Forecasting MTEN...
[2025-11-28T20:26:04.242355] [INFO ] [sig       ] Generating forecast for: MTEN
[2025-11-28T20:26:04.242384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'.
[2025-11-28T20:26:04.253264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTEN'.
[2025-11-28T20:26:04.253521] [INFO ] [FORECASTER] Starting predict_future for MTEN
[2025-11-28T20:26:04.254261] [DEBUG] [LOCAL     ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt
[2025-11-28T20:26:04.254311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:04.254348] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:04.254375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:04.254432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:04.309529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:04.310166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:04.310242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:04.310273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:04.432078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:04.432213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:04.432249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:04.432279] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:04.435449] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-11-28T20:26:04.435720] [INFO ] [FORECASTER] Completed predict_future for MTEN
[2025-11-28T20:26:04.435837] [INFO ] [sig       ] MTEN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:04.571564] [INFO ] [LOCAL     ] Saved forecast: MTEN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MTEN.txt
[2025-11-28T20:26:04.571703] [INFO ] [sig       ] [2153/3606] Completed MTEN in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:04.571739] [INFO ] [sig       ] [2154/3606] Forecasting MTG...
[2025-11-28T20:26:04.571768] [INFO ] [sig       ] Generating forecast for: MTG
[2025-11-28T20:26:04.571797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-11-28T20:26:04.582507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-11-28T20:26:04.582780] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-11-28T20:26:04.583492] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-11-28T20:26:04.583541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:04.583587] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:04.583616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:04.583670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:04.638267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:04.638862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:04.638936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:04.638967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:04.754132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:04.754252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:04.754289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:04.754317] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:04.757485] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=17.34%)
[2025-11-28T20:26:04.757757] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-11-28T20:26:04.757873] [INFO ] [sig       ] MTG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:04.893843] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MTG.txt
[2025-11-28T20:26:04.893965] [INFO ] [sig       ] [2154/3606] Completed MTG in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:04.894002] [INFO ] [sig       ] [2155/3606] Forecasting MTH...
[2025-11-28T20:26:04.894030] [INFO ] [sig       ] Generating forecast for: MTH
[2025-11-28T20:26:04.894060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-11-28T20:26:04.905169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-11-28T20:26:04.905445] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-11-28T20:26:04.906172] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-11-28T20:26:04.906220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:04.906250] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:04.906276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:04.906333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:04.961062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:04.961894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:04.961971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:04.962003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:05.079605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:05.079753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:05.079790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:05.079817] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:05.083057] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-11-28T20:26:05.083323] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-11-28T20:26:05.083442] [INFO ] [sig       ] MTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:05.220003] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MTH.txt
[2025-11-28T20:26:05.220149] [INFO ] [sig       ] [2155/3606] Completed MTH in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:05.220188] [INFO ] [sig       ] [2156/3606] Forecasting MTLS...
[2025-11-28T20:26:05.220217] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-11-28T20:26:05.220247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-11-28T20:26:05.231201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-11-28T20:26:05.231504] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-11-28T20:26:05.232269] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-11-28T20:26:05.232318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:05.232349] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:05.232375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:05.232430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:05.289199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:05.290059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:05.290137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:05.290169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:05.403067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:05.403208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:05.403244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:05.403272] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:05.406473] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=33.84%)
[2025-11-28T20:26:05.406747] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-11-28T20:26:05.406864] [INFO ] [sig       ] MTLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:05.541472] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MTLS.txt
[2025-11-28T20:26:05.541608] [INFO ] [sig       ] [2156/3606] Completed MTLS in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:05.541647] [INFO ] [sig       ] [2157/3606] Forecasting MTN...
[2025-11-28T20:26:05.541676] [INFO ] [sig       ] Generating forecast for: MTN
[2025-11-28T20:26:05.541706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-11-28T20:26:05.552682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-11-28T20:26:05.552949] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-11-28T20:26:05.553680] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-11-28T20:26:05.553728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:05.553758] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:05.553784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:05.553838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:05.609101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:05.609742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:05.609815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:05.609846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:05.731589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:05.731722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:05.731758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:05.731785] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:05.734935] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=38.19%)
[2025-11-28T20:26:05.735186] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-11-28T20:26:05.735298] [INFO ] [sig       ] MTN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:05.870634] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MTN.txt
[2025-11-28T20:26:05.870777] [INFO ] [sig       ] [2157/3606] Completed MTN in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:05.870816] [INFO ] [sig       ] [2158/3606] Forecasting MTRN...
[2025-11-28T20:26:05.870846] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-11-28T20:26:05.870876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-11-28T20:26:05.881826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-11-28T20:26:05.882106] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-11-28T20:26:05.882842] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-11-28T20:26:05.882890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:05.882920] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:05.882946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:05.882999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:05.939420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:05.940085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:05.940160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:05.940191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:06.060283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:06.060430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:06.060468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:06.060497] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:06.063771] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-11-28T20:26:06.064032] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-11-28T20:26:06.064148] [INFO ] [sig       ] MTRN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:06.200396] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MTRN.txt
[2025-11-28T20:26:06.200553] [INFO ] [sig       ] [2158/3606] Completed MTRN in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.1m
[2025-11-28T20:26:06.200611] [INFO ] [sig       ] [2159/3606] Forecasting MTRX...
[2025-11-28T20:26:06.200642] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-11-28T20:26:06.200670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-11-28T20:26:06.212439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-11-28T20:26:06.212817] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-11-28T20:26:06.213561] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-11-28T20:26:06.213632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:06.213687] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:06.213715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:06.213770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:06.270387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:06.271407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:06.271506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:06.271551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:06.394201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:06.394336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:06.394379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:06.394405] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:06.397553] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-11-28T20:26:06.397825] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-11-28T20:26:06.397941] [INFO ] [sig       ] MTRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:06.534542] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MTRX.txt
[2025-11-28T20:26:06.534673] [INFO ] [sig       ] [2159/3606] Completed MTRX in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.1m
[2025-11-28T20:26:06.534712] [INFO ] [sig       ] [2160/3606] Forecasting MTSI...
[2025-11-28T20:26:06.534740] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-11-28T20:26:06.534769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-11-28T20:26:06.545794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-11-28T20:26:06.546044] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-11-28T20:26:06.546785] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-11-28T20:26:06.546833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:06.546863] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:06.546889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:06.546943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:06.603776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:06.604354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:06.604429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:06.604461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:06.724520] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:06.724672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:06.724715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:06.724742] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:06.727932] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-11-28T20:26:06.728221] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-11-28T20:26:06.728339] [INFO ] [sig       ] MTSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:06.863521] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MTSI.txt
[2025-11-28T20:26:06.863643] [INFO ] [sig       ] [2160/3606] Completed MTSI in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.1m
[2025-11-28T20:26:06.863682] [INFO ] [sig       ] [2161/3606] Forecasting MTX...
[2025-11-28T20:26:06.863710] [INFO ] [sig       ] Generating forecast for: MTX
[2025-11-28T20:26:06.863738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-11-28T20:26:06.874396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-11-28T20:26:06.874659] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-11-28T20:26:06.875377] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-11-28T20:26:06.875436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:06.875467] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:06.875493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:06.875547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:06.930512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:06.931094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:06.931167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:06.931205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:07.044336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:07.044462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:07.044498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:07.044526] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:07.047666] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=83.23%)
[2025-11-28T20:26:07.047919] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-11-28T20:26:07.048057] [INFO ] [sig       ] MTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:07.183470] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MTX.txt
[2025-11-28T20:26:07.183600] [INFO ] [sig       ] [2161/3606] Completed MTX in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.1m
[2025-11-28T20:26:07.183638] [INFO ] [sig       ] [2162/3606] Forecasting MTZ...
[2025-11-28T20:26:07.183667] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-11-28T20:26:07.183697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-11-28T20:26:07.194632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-11-28T20:26:07.194883] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-11-28T20:26:07.195608] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-11-28T20:26:07.195655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:07.195685] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:07.195710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:07.195763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:07.250760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:07.251377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:07.251451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:07.251482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:07.376174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:07.376323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:07.376361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:07.376434] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:07.379748] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-11-28T20:26:07.380007] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-11-28T20:26:07.380120] [INFO ] [sig       ] MTZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:07.518085] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MTZ.txt
[2025-11-28T20:26:07.518203] [INFO ] [sig       ] [2162/3606] Completed MTZ in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.1m
[2025-11-28T20:26:07.518239] [INFO ] [sig       ] [2163/3606] Forecasting MUA...
[2025-11-28T20:26:07.518268] [INFO ] [sig       ] Generating forecast for: MUA
[2025-11-28T20:26:07.518298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-11-28T20:26:07.531716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-11-28T20:26:07.531971] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-11-28T20:26:07.532711] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-11-28T20:26:07.532760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:07.532789] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:07.532814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:07.532870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:07.587873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:07.588447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:07.588519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:07.588550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:07.711984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:07.712127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:07.712164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:07.712191] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:07.715497] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-11-28T20:26:07.715924] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-11-28T20:26:07.716040] [INFO ] [sig       ] MUA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:07.852626] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MUA.txt
[2025-11-28T20:26:07.852739] [INFO ] [sig       ] [2163/3606] Completed MUA in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.1m
[2025-11-28T20:26:07.852775] [INFO ] [sig       ] [2164/3606] Forecasting MUC...
[2025-11-28T20:26:07.852804] [INFO ] [sig       ] Generating forecast for: MUC
[2025-11-28T20:26:07.852832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-11-28T20:26:07.864115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-11-28T20:26:07.864380] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-11-28T20:26:07.865111] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-11-28T20:26:07.865160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:07.865189] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:07.865214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:07.865269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:07.920493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:07.921105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:07.921181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:07.921212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:08.045080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:08.045224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:08.045260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:08.045288] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:08.048841] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-11-28T20:26:08.049102] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-11-28T20:26:08.049220] [INFO ] [sig       ] MUC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:08.185818] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MUC.txt
[2025-11-28T20:26:08.185933] [INFO ] [sig       ] [2164/3606] Completed MUC in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:08.185977] [INFO ] [sig       ] [2165/3606] Forecasting MUE...
[2025-11-28T20:26:08.186006] [INFO ] [sig       ] Generating forecast for: MUE
[2025-11-28T20:26:08.186036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-11-28T20:26:08.197995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-11-28T20:26:08.198325] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-11-28T20:26:08.199082] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-11-28T20:26:08.199130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:08.199162] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:08.199188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:08.199243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:08.257328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:08.258151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:08.258226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:08.258257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:08.378305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:08.378462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:08.378501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:08.378529] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:08.382247] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-11-28T20:26:08.382525] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-11-28T20:26:08.382666] [INFO ] [sig       ] MUE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:08.523327] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MUE.txt
[2025-11-28T20:26:08.523464] [INFO ] [sig       ] [2165/3606] Completed MUE in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:08.523502] [INFO ] [sig       ] [2166/3606] Forecasting MUFG...
[2025-11-28T20:26:08.523533] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-11-28T20:26:08.523563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-11-28T20:26:08.536102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-11-28T20:26:08.536473] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-11-28T20:26:08.537261] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-11-28T20:26:08.537312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:08.537345] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:08.537374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:08.537433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:08.598377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:08.599459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:08.599543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:08.599612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:08.726154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:08.726304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:08.726348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:08.726384] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:08.730319] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=20.48%)
[2025-11-28T20:26:08.730604] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-11-28T20:26:08.730743] [INFO ] [sig       ] MUFG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:08.876824] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MUFG.txt
[2025-11-28T20:26:08.876973] [INFO ] [sig       ] [2166/3606] Completed MUFG in 0.4s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:08.877013] [INFO ] [sig       ] [2167/3606] Forecasting MUJ...
[2025-11-28T20:26:08.877043] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-11-28T20:26:08.877073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-11-28T20:26:08.888083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-11-28T20:26:08.888335] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-11-28T20:26:08.889231] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-11-28T20:26:08.889280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:08.889310] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:08.889336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:08.889391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:08.948898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:08.949720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:08.949801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:08.949834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:09.072735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:09.072879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:09.072918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:09.072947] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:09.076199] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-11-28T20:26:09.076477] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-11-28T20:26:09.076618] [INFO ] [sig       ] MUJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:09.227341] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MUJ.txt
[2025-11-28T20:26:09.227496] [INFO ] [sig       ] [2167/3606] Completed MUJ in 0.4s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:09.227535] [INFO ] [sig       ] [2168/3606] Forecasting MURA...
[2025-11-28T20:26:09.227769] [INFO ] [sig       ] Generating forecast for: MURA
[2025-11-28T20:26:09.227804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MURA' from 'https://tdm.silogroup.org/data/derivative_storage/MURA.csv'.
[2025-11-28T20:26:09.240183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MURA'.
[2025-11-28T20:26:09.240515] [INFO ] [FORECASTER] Starting predict_future for MURA
[2025-11-28T20:26:09.241474] [DEBUG] [LOCAL     ] No optimal features file found for MURA: ./output/feature-sets/MURA.txt
[2025-11-28T20:26:09.241526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:09.241557] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:09.241602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:09.241660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:09.302128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:09.302861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:09.302939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:09.302973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:09.433266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:09.433413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:09.433472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:09.433502] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:09.437407] [DEBUG] [FORECASTER] MURA: Forecast T+1@11:T+2@11: UP (p=79.67%)
[2025-11-28T20:26:09.437720] [INFO ] [FORECASTER] Completed predict_future for MURA
[2025-11-28T20:26:09.437876] [INFO ] [sig       ] MURA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:09.589997] [INFO ] [LOCAL     ] Saved forecast: MURA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MURA.txt
[2025-11-28T20:26:09.590156] [INFO ] [sig       ] [2168/3606] Completed MURA in 0.4s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:09.590196] [INFO ] [sig       ] [2169/3606] Forecasting MUSA...
[2025-11-28T20:26:09.590226] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-11-28T20:26:09.590257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-11-28T20:26:09.606330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-11-28T20:26:09.606745] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-11-28T20:26:09.607881] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-11-28T20:26:09.607943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:09.607991] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:09.608055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:09.608144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:09.671013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:09.671867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:09.671980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:09.672015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:09.822017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:09.822165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:09.822205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:09.822234] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:09.825785] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-11-28T20:26:09.826109] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-11-28T20:26:09.826273] [INFO ] [sig       ] MUSA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:09.986298] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MUSA.txt
[2025-11-28T20:26:09.986495] [INFO ] [sig       ] [2169/3606] Completed MUSA in 0.4s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:09.986550] [INFO ] [sig       ] [2170/3606] Forecasting MUX...
[2025-11-28T20:26:09.986618] [INFO ] [sig       ] Generating forecast for: MUX
[2025-11-28T20:26:09.986846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-11-28T20:26:10.003144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-11-28T20:26:10.003495] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-11-28T20:26:10.004852] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-11-28T20:26:10.004914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:10.004960] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:10.004997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:10.005078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:10.067469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:10.068354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:10.068432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:10.068464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:10.201124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:10.201290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:10.201329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:10.201358] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:10.205197] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=27.75%)
[2025-11-28T20:26:10.205517] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-11-28T20:26:10.205866] [INFO ] [sig       ] MUX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:10.353723] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MUX.txt
[2025-11-28T20:26:10.353868] [INFO ] [sig       ] [2170/3606] Completed MUX in 0.4s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:10.353906] [INFO ] [sig       ] [2171/3606] Forecasting MVBF...
[2025-11-28T20:26:10.353936] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-11-28T20:26:10.353965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-11-28T20:26:10.366007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-11-28T20:26:10.366325] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-11-28T20:26:10.367055] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-11-28T20:26:10.367103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:10.367133] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:10.367158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:10.367212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:10.422436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:10.423264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:10.423343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:10.423374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:10.541278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:10.541428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:10.541473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:10.541507] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:10.544764] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=64.94%)
[2025-11-28T20:26:10.545019] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-11-28T20:26:10.545132] [INFO ] [sig       ] MVBF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:10.687814] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MVBF.txt
[2025-11-28T20:26:10.687975] [INFO ] [sig       ] [2171/3606] Completed MVBF in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:10.688013] [INFO ] [sig       ] [2172/3606] Forecasting MVF...
[2025-11-28T20:26:10.688065] [INFO ] [sig       ] Generating forecast for: MVF
[2025-11-28T20:26:10.688097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-11-28T20:26:10.700104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-11-28T20:26:10.700439] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-11-28T20:26:10.701375] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-11-28T20:26:10.701425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:10.701468] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:10.701495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:10.701552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:10.759011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:10.760022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:10.760102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:10.760133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:10.890990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:10.891147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:10.891187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:10.891214] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:10.894878] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=75.40%)
[2025-11-28T20:26:10.895142] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-11-28T20:26:10.895259] [INFO ] [sig       ] MVF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:11.039106] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MVF.txt
[2025-11-28T20:26:11.039273] [INFO ] [sig       ] [2172/3606] Completed MVF in 0.4s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:11.039315] [INFO ] [sig       ] [2173/3606] Forecasting MVO...
[2025-11-28T20:26:11.039345] [INFO ] [sig       ] Generating forecast for: MVO
[2025-11-28T20:26:11.039375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-11-28T20:26:11.050715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-11-28T20:26:11.051064] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-11-28T20:26:11.051952] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-11-28T20:26:11.052004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:11.052036] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:11.052062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:11.052117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:11.110593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:11.111363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:11.111447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:11.111486] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:11.236087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:11.236237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:11.236276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:11.236304] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:11.239691] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-11-28T20:26:11.239963] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-11-28T20:26:11.240080] [INFO ] [sig       ] MVO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:11.383640] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MVO.txt
[2025-11-28T20:26:11.383770] [INFO ] [sig       ] [2173/3606] Completed MVO in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:11.383809] [INFO ] [sig       ] [2174/3606] Forecasting MWA...
[2025-11-28T20:26:11.383839] [INFO ] [sig       ] Generating forecast for: MWA
[2025-11-28T20:26:11.383872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-11-28T20:26:11.395487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-11-28T20:26:11.395881] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-11-28T20:26:11.396722] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-11-28T20:26:11.396774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:11.396805] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:11.396832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:11.396888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:11.455490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:11.456282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:11.456360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:11.456393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:11.585678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:11.585834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:11.585874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:11.585902] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:11.589243] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-11-28T20:26:11.589525] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-11-28T20:26:11.589675] [INFO ] [sig       ] MWA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:11.731246] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MWA.txt
[2025-11-28T20:26:11.731393] [INFO ] [sig       ] [2174/3606] Completed MWA in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:11.731432] [INFO ] [sig       ] [2175/3606] Forecasting MX...
[2025-11-28T20:26:11.731460] [INFO ] [sig       ] Generating forecast for: MX
[2025-11-28T20:26:11.731489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-11-28T20:26:11.742991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-11-28T20:26:11.743295] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-11-28T20:26:11.744093] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-11-28T20:26:11.744144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:11.744183] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:11.744211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:11.744267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:11.804099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:11.804841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:11.804919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:11.804952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:11.929166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:11.929294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:11.929340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:11.929374] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:11.932759] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=57.31%)
[2025-11-28T20:26:11.933076] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-11-28T20:26:11.933219] [INFO ] [sig       ] MX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:12.076066] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MX.txt
[2025-11-28T20:26:12.076212] [INFO ] [sig       ] [2175/3606] Completed MX in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:12.076251] [INFO ] [sig       ] [2176/3606] Forecasting MXF...
[2025-11-28T20:26:12.076281] [INFO ] [sig       ] Generating forecast for: MXF
[2025-11-28T20:26:12.076321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-11-28T20:26:12.088672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-11-28T20:26:12.089031] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-11-28T20:26:12.089911] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-11-28T20:26:12.089963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:12.090029] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:12.090060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:12.090116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:12.146847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:12.147563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:12.147654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:12.147686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:12.264989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:12.265133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:12.265178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:12.265206] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:12.268424] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-11-28T20:26:12.268700] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-11-28T20:26:12.268816] [INFO ] [sig       ] MXF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:12.402797] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MXF.txt
[2025-11-28T20:26:12.402931] [INFO ] [sig       ] [2176/3606] Completed MXF in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.0m
[2025-11-28T20:26:12.402969] [INFO ] [sig       ] [2177/3606] Forecasting MXL...
[2025-11-28T20:26:12.402997] [INFO ] [sig       ] Generating forecast for: MXL
[2025-11-28T20:26:12.403027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-11-28T20:26:12.413989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-11-28T20:26:12.414266] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-11-28T20:26:12.415002] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-11-28T20:26:12.415051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:12.415081] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:12.415107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:12.415160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:12.469068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:12.469753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:12.469831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:12.469861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:12.587040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:12.587183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:12.587221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:12.587248] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:12.590482] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-11-28T20:26:12.590766] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-11-28T20:26:12.590886] [INFO ] [sig       ] MXL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:12.723975] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MXL.txt
[2025-11-28T20:26:12.724116] [INFO ] [sig       ] [2177/3606] Completed MXL in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.0m
[2025-11-28T20:26:12.724156] [INFO ] [sig       ] [2178/3606] Forecasting MYE...
[2025-11-28T20:26:12.724184] [INFO ] [sig       ] Generating forecast for: MYE
[2025-11-28T20:26:12.724212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-11-28T20:26:12.735531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-11-28T20:26:12.735853] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-11-28T20:26:12.736591] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-11-28T20:26:12.736640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:12.736670] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:12.736696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:12.736751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:12.791399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:12.792120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:12.792196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:12.792227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:12.915598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:12.915755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:12.915793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:12.915820] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:12.919078] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-11-28T20:26:12.919341] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-11-28T20:26:12.919467] [INFO ] [sig       ] MYE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:13.053805] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MYE.txt
[2025-11-28T20:26:13.053946] [INFO ] [sig       ] [2178/3606] Completed MYE in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.0m
[2025-11-28T20:26:13.053984] [INFO ] [sig       ] [2179/3606] Forecasting MYGN...
[2025-11-28T20:26:13.054013] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-11-28T20:26:13.054044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-11-28T20:26:13.066156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-11-28T20:26:13.066610] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-11-28T20:26:13.067402] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-11-28T20:26:13.067463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:13.067507] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:13.067536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:13.067610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:13.124693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:13.125493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:13.125591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:13.125626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:13.240949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:13.241096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:13.241133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:13.241190] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:13.244416] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-11-28T20:26:13.244695] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-11-28T20:26:13.244812] [INFO ] [sig       ] MYGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:13.380802] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MYGN.txt
[2025-11-28T20:26:13.380945] [INFO ] [sig       ] [2179/3606] Completed MYGN in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.0m
[2025-11-28T20:26:13.380982] [INFO ] [sig       ] [2180/3606] Forecasting MYI...
[2025-11-28T20:26:13.381011] [INFO ] [sig       ] Generating forecast for: MYI
[2025-11-28T20:26:13.381042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-11-28T20:26:13.391960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-11-28T20:26:13.392235] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-11-28T20:26:13.392973] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-11-28T20:26:13.393021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:13.393052] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:13.393077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:13.393131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:13.448307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:13.449021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:13.449097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:13.449128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:13.565010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:13.565120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:13.565155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:13.565182] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:13.568252] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=71.98%)
[2025-11-28T20:26:13.568513] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-11-28T20:26:13.568646] [INFO ] [sig       ] MYI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:13.704234] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MYI.txt
[2025-11-28T20:26:13.704365] [INFO ] [sig       ] [2180/3606] Completed MYI in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.0m
[2025-11-28T20:26:13.704403] [INFO ] [sig       ] [2181/3606] Forecasting MYN...
[2025-11-28T20:26:13.704431] [INFO ] [sig       ] Generating forecast for: MYN
[2025-11-28T20:26:13.704461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-11-28T20:26:13.716066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-11-28T20:26:13.716436] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-11-28T20:26:13.717209] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-11-28T20:26:13.717259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:13.717289] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:13.717314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:13.717369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:13.772076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:13.772822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:13.772899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:13.772931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:13.889058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:13.889208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:13.889245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:13.889273] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:13.892616] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-11-28T20:26:13.892885] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-11-28T20:26:13.893006] [INFO ] [sig       ] MYN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:14.031786] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MYN.txt
[2025-11-28T20:26:14.031927] [INFO ] [sig       ] [2181/3606] Completed MYN in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.0m
[2025-11-28T20:26:14.031966] [INFO ] [sig       ] [2182/3606] Forecasting MYRG...
[2025-11-28T20:26:14.031995] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-11-28T20:26:14.032027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-11-28T20:26:14.043782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-11-28T20:26:14.044136] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-11-28T20:26:14.044898] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-11-28T20:26:14.044948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:14.044977] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:14.045002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:14.045055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:14.100820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:14.101614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:14.101691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:14.101722] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:14.225373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:14.225513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:14.225550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:14.225593] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:14.228809] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: DOWN (p=49.06%)
[2025-11-28T20:26:14.229066] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-11-28T20:26:14.229182] [INFO ] [sig       ] MYRG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:14.366283] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MYRG.txt
[2025-11-28T20:26:14.366395] [INFO ] [sig       ] [2182/3606] Completed MYRG in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:14.366431] [INFO ] [sig       ] [2183/3606] Forecasting NA...
[2025-11-28T20:26:14.366459] [INFO ] [sig       ] Generating forecast for: NA
[2025-11-28T20:26:14.366488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-11-28T20:26:14.377084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-11-28T20:26:14.377369] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-11-28T20:26:14.378145] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-11-28T20:26:14.378193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:14.378223] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:14.378248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:14.378302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:14.432910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:14.433474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:14.433550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:14.433598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:14.550667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:14.550772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:14.550807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:14.550834] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:14.553905] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-11-28T20:26:14.554157] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-11-28T20:26:14.554271] [INFO ] [sig       ] NA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:14.688927] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NA.txt
[2025-11-28T20:26:14.689031] [INFO ] [sig       ] [2183/3606] Completed NA in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:14.689067] [INFO ] [sig       ] [2184/3606] Forecasting NAAS...
[2025-11-28T20:26:14.689096] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-11-28T20:26:14.689125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-11-28T20:26:14.699739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-11-28T20:26:14.699990] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-11-28T20:26:14.700720] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-11-28T20:26:14.700769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:14.700798] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:14.700823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:14.700877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:14.755601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:14.756168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:14.756240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:14.756270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:14.876831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:14.876958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:14.877011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:14.877037] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:14.880162] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-11-28T20:26:14.880417] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-11-28T20:26:14.880531] [INFO ] [sig       ] NAAS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:15.016583] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NAAS.txt
[2025-11-28T20:26:15.016701] [INFO ] [sig       ] [2184/3606] Completed NAAS in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:15.016737] [INFO ] [sig       ] [2185/3606] Forecasting NABL...
[2025-11-28T20:26:15.016766] [INFO ] [sig       ] Generating forecast for: NABL
[2025-11-28T20:26:15.016794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-11-28T20:26:15.028690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-11-28T20:26:15.029015] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-11-28T20:26:15.029813] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-11-28T20:26:15.029877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:15.029910] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:15.029937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:15.029992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:15.087327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:15.088380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:15.088469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:15.088516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:15.209385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:15.209536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:15.209597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:15.209627] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:15.212968] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=88.36%)
[2025-11-28T20:26:15.213236] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-11-28T20:26:15.213367] [INFO ] [sig       ] NABL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:15.356702] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NABL.txt
[2025-11-28T20:26:15.356845] [INFO ] [sig       ] [2185/3606] Completed NABL in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:15.356883] [INFO ] [sig       ] [2186/3606] Forecasting NAC...
[2025-11-28T20:26:15.356914] [INFO ] [sig       ] Generating forecast for: NAC
[2025-11-28T20:26:15.356956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-11-28T20:26:15.368824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-11-28T20:26:15.369120] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-11-28T20:26:15.369898] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-11-28T20:26:15.369947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:15.369978] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:15.370005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:15.370059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:15.426470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:15.427294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:15.427418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:15.427467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:15.545082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:15.545187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:15.545225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:15.545253] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:15.548399] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=65.96%)
[2025-11-28T20:26:15.548688] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-11-28T20:26:15.548824] [INFO ] [sig       ] NAC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:15.683432] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NAC.txt
[2025-11-28T20:26:15.683536] [INFO ] [sig       ] [2186/3606] Completed NAC in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:15.683589] [INFO ] [sig       ] [2187/3606] Forecasting NAD...
[2025-11-28T20:26:15.683621] [INFO ] [sig       ] Generating forecast for: NAD
[2025-11-28T20:26:15.683651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-11-28T20:26:15.695042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-11-28T20:26:15.695335] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-11-28T20:26:15.696134] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-11-28T20:26:15.696184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:15.696215] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:15.696242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:15.696298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:15.752532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:15.753120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:15.753195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:15.753226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:15.872168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:15.872282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:15.872318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:15.872345] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:15.875438] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=82.62%)
[2025-11-28T20:26:15.875713] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-11-28T20:26:15.875827] [INFO ] [sig       ] NAD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:16.013176] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NAD.txt
[2025-11-28T20:26:16.013285] [INFO ] [sig       ] [2187/3606] Completed NAD in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:16.013320] [INFO ] [sig       ] [2188/3606] Forecasting NAMS...
[2025-11-28T20:26:16.013349] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-11-28T20:26:16.013378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-11-28T20:26:16.024684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-11-28T20:26:16.024956] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-11-28T20:26:16.025754] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-11-28T20:26:16.025803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:16.025834] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:16.025861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:16.025916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:16.081452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:16.082035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:16.082111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:16.082143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:16.201310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:16.201415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:16.201449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:16.201476] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:16.204508] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2025-11-28T20:26:16.204776] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-11-28T20:26:16.204890] [INFO ] [sig       ] NAMS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:16.341864] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NAMS.txt
[2025-11-28T20:26:16.342003] [INFO ] [sig       ] [2188/3606] Completed NAMS in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:16.342050] [INFO ] [sig       ] [2189/3606] Forecasting NATH...
[2025-11-28T20:26:16.342080] [INFO ] [sig       ] Generating forecast for: NATH
[2025-11-28T20:26:16.342110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-11-28T20:26:16.353470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-11-28T20:26:16.353806] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-11-28T20:26:16.354536] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-11-28T20:26:16.354603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:16.354636] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:16.354661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:16.354714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:16.408209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:16.408795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:16.408867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:16.408898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:16.514611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:16.514713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:16.514747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:16.514774] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:16.517821] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=26.05%)
[2025-11-28T20:26:16.518101] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-11-28T20:26:16.518217] [INFO ] [sig       ] NATH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:16.651337] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NATH.txt
[2025-11-28T20:26:16.651463] [INFO ] [sig       ] [2189/3606] Completed NATH in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:16.651500] [INFO ] [sig       ] [2190/3606] Forecasting NATL...
[2025-11-28T20:26:16.651528] [INFO ] [sig       ] Generating forecast for: NATL
[2025-11-28T20:26:16.651557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-11-28T20:26:16.662371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-11-28T20:26:16.662666] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-11-28T20:26:16.663398] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-11-28T20:26:16.663445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:16.663475] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:16.663500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:16.663555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:16.717264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:16.717863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:16.717934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:16.717964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:16.835781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:16.835882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:16.835915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:16.835941] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:16.838986] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-11-28T20:26:16.839257] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-11-28T20:26:16.839372] [INFO ] [sig       ] NATL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:16.975594] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NATL.txt
[2025-11-28T20:26:16.975761] [INFO ] [sig       ] [2190/3606] Completed NATL in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:16.975800] [INFO ] [sig       ] [2191/3606] Forecasting NAVI...
[2025-11-28T20:26:16.975829] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-11-28T20:26:16.975859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-11-28T20:26:16.987777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-11-28T20:26:16.988076] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-11-28T20:26:16.988810] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-11-28T20:26:16.988858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:16.988888] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:16.988914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:16.988968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:17.043182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:17.043954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:17.044029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:17.044059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:17.163047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:17.163133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:17.163165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:17.163191] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:17.166113] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=33.23%)
[2025-11-28T20:26:17.166360] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-11-28T20:26:17.166470] [INFO ] [sig       ] NAVI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:17.300427] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NAVI.txt
[2025-11-28T20:26:17.300532] [INFO ] [sig       ] [2191/3606] Completed NAVI in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:17.300568] [INFO ] [sig       ] [2192/3606] Forecasting NAZ...
[2025-11-28T20:26:17.300617] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-11-28T20:26:17.300646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-11-28T20:26:17.312917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-11-28T20:26:17.313317] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-11-28T20:26:17.314124] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-11-28T20:26:17.314172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:17.314203] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:17.314229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:17.314285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:17.371068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:17.371981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:17.372066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:17.372098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:17.475094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:17.475252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:17.475338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:17.475370] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:17.478758] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-11-28T20:26:17.479031] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-11-28T20:26:17.479153] [INFO ] [sig       ] NAZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:17.617286] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NAZ.txt
[2025-11-28T20:26:17.618334] [INFO ] [sig       ] [2192/3606] Completed NAZ in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:17.618396] [INFO ] [sig       ] [2193/3606] Forecasting NB...
[2025-11-28T20:26:17.618433] [INFO ] [sig       ] Generating forecast for: NB
[2025-11-28T20:26:17.618472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-11-28T20:26:17.630060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-11-28T20:26:17.630459] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-11-28T20:26:17.631249] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-11-28T20:26:17.631299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:17.631358] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:17.631384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:17.631438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:17.687444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:17.688411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:17.688498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:17.688531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:17.805951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:17.806092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:17.806130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:17.806157] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:17.809437] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=80.21%)
[2025-11-28T20:26:17.809720] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-11-28T20:26:17.809841] [INFO ] [sig       ] NB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:17.948878] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NB.txt
[2025-11-28T20:26:17.949020] [INFO ] [sig       ] [2193/3606] Completed NB in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:17.949060] [INFO ] [sig       ] [2194/3606] Forecasting NBB...
[2025-11-28T20:26:17.949090] [INFO ] [sig       ] Generating forecast for: NBB
[2025-11-28T20:26:17.949121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-11-28T20:26:17.959991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-11-28T20:26:17.960368] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-11-28T20:26:17.961133] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-11-28T20:26:17.961182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:17.961211] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:17.961237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:17.961291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:18.020840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:18.021669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:18.021774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:18.021809] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:18.142121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:18.142268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:18.142306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:18.142333] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:18.145541] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=34.37%)
[2025-11-28T20:26:18.145835] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-11-28T20:26:18.145957] [INFO ] [sig       ] NBB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:18.287553] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NBB.txt
[2025-11-28T20:26:18.287761] [INFO ] [sig       ] [2194/3606] Completed NBB in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 7.9m
[2025-11-28T20:26:18.287801] [INFO ] [sig       ] [2195/3606] Forecasting NBBK...
[2025-11-28T20:26:18.287830] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-11-28T20:26:18.287860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-11-28T20:26:18.299752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-11-28T20:26:18.300106] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-11-28T20:26:18.300865] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-11-28T20:26:18.300913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:18.300943] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:18.300969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:18.301023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:18.356274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:18.357083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:18.357161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:18.357192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:18.476634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:18.476782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:18.476819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:18.476845] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:18.480107] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-11-28T20:26:18.480369] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-11-28T20:26:18.480483] [INFO ] [sig       ] NBBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:18.618723] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NBBK.txt
[2025-11-28T20:26:18.618872] [INFO ] [sig       ] [2195/3606] Completed NBBK in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.9m
[2025-11-28T20:26:18.618910] [INFO ] [sig       ] [2196/3606] Forecasting NBHC...
[2025-11-28T20:26:18.618940] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-11-28T20:26:18.618971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-11-28T20:26:18.630629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-11-28T20:26:18.630948] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-11-28T20:26:18.631692] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-11-28T20:26:18.631740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:18.631783] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:18.631810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:18.631864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:18.687726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:18.688617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:18.688703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:18.688734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:18.803735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:18.803884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:18.803922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:18.803983] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:18.807276] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=25.09%)
[2025-11-28T20:26:18.807548] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-11-28T20:26:18.807710] [INFO ] [sig       ] NBHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:18.945745] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NBHC.txt
[2025-11-28T20:26:18.945894] [INFO ] [sig       ] [2196/3606] Completed NBHC in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.9m
[2025-11-28T20:26:18.945933] [INFO ] [sig       ] [2197/3606] Forecasting NBIX...
[2025-11-28T20:26:18.945963] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-11-28T20:26:18.945993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-11-28T20:26:18.957430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-11-28T20:26:18.957778] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-11-28T20:26:18.958526] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-11-28T20:26:18.958591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:18.958625] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:18.958654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:18.958708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:19.014234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:19.015086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:19.015163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:19.015195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:19.135001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:19.135148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:19.135185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:19.135213] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:19.138480] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=26.40%)
[2025-11-28T20:26:19.138758] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-11-28T20:26:19.138878] [INFO ] [sig       ] NBIX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:19.276959] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NBIX.txt
[2025-11-28T20:26:19.277083] [INFO ] [sig       ] [2197/3606] Completed NBIX in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.9m
[2025-11-28T20:26:19.277120] [INFO ] [sig       ] [2198/3606] Forecasting NBN...
[2025-11-28T20:26:19.277148] [INFO ] [sig       ] Generating forecast for: NBN
[2025-11-28T20:26:19.277177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-11-28T20:26:19.287710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-11-28T20:26:19.287981] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-11-28T20:26:19.288748] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-11-28T20:26:19.288796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:19.288826] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:19.288851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:19.288907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:19.346104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:19.346734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:19.346808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:19.346840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:19.464286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:19.464416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:19.464454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:19.464483] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:19.467776] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=73.14%)
[2025-11-28T20:26:19.468060] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-11-28T20:26:19.468179] [INFO ] [sig       ] NBN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:19.625473] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NBN.txt
[2025-11-28T20:26:19.625616] [INFO ] [sig       ] [2198/3606] Completed NBN in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.9m
[2025-11-28T20:26:19.625656] [INFO ] [sig       ] [2199/3606] Forecasting NBTB...
[2025-11-28T20:26:19.625685] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-11-28T20:26:19.625715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-11-28T20:26:19.637110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-11-28T20:26:19.637399] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-11-28T20:26:19.638274] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-11-28T20:26:19.638325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:19.638357] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:19.638383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:19.638438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:19.694469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:19.695122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:19.695195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:19.695226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:19.812066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:19.812193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:19.812230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:19.812256] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:19.815405] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=18.67%)
[2025-11-28T20:26:19.815678] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-11-28T20:26:19.815791] [INFO ] [sig       ] NBTB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:19.952384] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NBTB.txt
[2025-11-28T20:26:19.952501] [INFO ] [sig       ] [2199/3606] Completed NBTB in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.9m
[2025-11-28T20:26:19.952537] [INFO ] [sig       ] [2200/3606] Forecasting NBXG...
[2025-11-28T20:26:19.952589] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-11-28T20:26:19.952622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-11-28T20:26:19.963747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-11-28T20:26:19.964027] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-11-28T20:26:19.964793] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-11-28T20:26:19.964844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:19.964875] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:19.964902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:19.964960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:20.020143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:20.020741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:20.020812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:20.020843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:20.136937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:20.137043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:20.137077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:20.137104] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:20.140150] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=55.10%)
[2025-11-28T20:26:20.140406] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-11-28T20:26:20.140516] [INFO ] [sig       ] NBXG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:20.275803] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NBXG.txt
[2025-11-28T20:26:20.275923] [INFO ] [sig       ] [2200/3606] Completed NBXG in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:20.275960] [INFO ] [sig       ] [2201/3606] Forecasting NC...
[2025-11-28T20:26:20.275988] [INFO ] [sig       ] Generating forecast for: NC
[2025-11-28T20:26:20.276018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-11-28T20:26:20.286518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-11-28T20:26:20.286848] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-11-28T20:26:20.287604] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-11-28T20:26:20.287654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:20.287685] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:20.287711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:20.287766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:20.344849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:20.345445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:20.345520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:20.345552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:20.448413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:20.448519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:20.448557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:20.448604] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:20.451920] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=32.70%)
[2025-11-28T20:26:20.452202] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-11-28T20:26:20.452343] [INFO ] [sig       ] NC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:20.604960] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NC.txt
[2025-11-28T20:26:20.605089] [INFO ] [sig       ] [2201/3606] Completed NC in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:20.605127] [INFO ] [sig       ] [2202/3606] Forecasting NCA...
[2025-11-28T20:26:20.605154] [INFO ] [sig       ] Generating forecast for: NCA
[2025-11-28T20:26:20.605182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-11-28T20:26:20.616300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-11-28T20:26:20.616612] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-11-28T20:26:20.617362] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-11-28T20:26:20.617411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:20.617443] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:20.617470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:20.617527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:20.674893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:20.675504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:20.675594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:20.675629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:20.795048] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:20.795195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:20.795233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:20.795260] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:20.798521] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=27.21%)
[2025-11-28T20:26:20.798832] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-11-28T20:26:20.798945] [INFO ] [sig       ] NCA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:20.939007] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NCA.txt
[2025-11-28T20:26:20.939141] [INFO ] [sig       ] [2202/3606] Completed NCA in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:20.939183] [INFO ] [sig       ] [2203/3606] Forecasting NCLH...
[2025-11-28T20:26:20.939214] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-11-28T20:26:20.939244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-11-28T20:26:20.953890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-11-28T20:26:20.954202] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-11-28T20:26:20.955157] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-11-28T20:26:20.955216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:20.955254] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:20.955287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:20.955365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:21.014106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:21.014815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:21.014913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:21.014945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:21.134200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:21.134339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:21.134375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:21.134421] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:21.138170] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=83.66%)
[2025-11-28T20:26:21.138609] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-11-28T20:26:21.138783] [INFO ] [sig       ] NCLH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:21.280209] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NCLH.txt
[2025-11-28T20:26:21.280334] [INFO ] [sig       ] [2203/3606] Completed NCLH in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:21.280371] [INFO ] [sig       ] [2204/3606] Forecasting NCMI...
[2025-11-28T20:26:21.280400] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-11-28T20:26:21.280429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-11-28T20:26:21.291196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-11-28T20:26:21.291504] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-11-28T20:26:21.292311] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-11-28T20:26:21.292361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:21.292393] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:21.292419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:21.292474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:21.349001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:21.349726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:21.349802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:21.349835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:21.468594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:21.468715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:21.468753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:21.468782] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:21.471921] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2025-11-28T20:26:21.472173] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-11-28T20:26:21.472284] [INFO ] [sig       ] NCMI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:21.608562] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NCMI.txt
[2025-11-28T20:26:21.608706] [INFO ] [sig       ] [2204/3606] Completed NCMI in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:21.608751] [INFO ] [sig       ] [2205/3606] Forecasting NCNA...
[2025-11-28T20:26:21.608786] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-11-28T20:26:21.608821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-11-28T20:26:21.619996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-11-28T20:26:21.620257] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-11-28T20:26:21.620999] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-11-28T20:26:21.621048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:21.621078] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:21.621103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:21.621158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:21.676732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:21.677335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:21.677407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:21.677453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:21.787996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:21.788144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:21.788181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:21.788208] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:21.791376] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-11-28T20:26:21.791647] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-11-28T20:26:21.791766] [INFO ] [sig       ] NCNA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:21.931677] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NCNA.txt
[2025-11-28T20:26:21.931824] [INFO ] [sig       ] [2205/3606] Completed NCNA in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:21.931862] [INFO ] [sig       ] [2206/3606] Forecasting NCNO...
[2025-11-28T20:26:21.931891] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-11-28T20:26:21.931920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-11-28T20:26:21.942751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-11-28T20:26:21.943011] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-11-28T20:26:21.943751] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-11-28T20:26:21.943799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:21.943829] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:21.943855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:21.943910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:21.998620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:21.999178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:21.999250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:21.999280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:22.119720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:22.119880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:22.119918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:22.119946] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:22.123107] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=93.83%)
[2025-11-28T20:26:22.123360] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-11-28T20:26:22.123473] [INFO ] [sig       ] NCNO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:22.257791] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NCNO.txt
[2025-11-28T20:26:22.257933] [INFO ] [sig       ] [2206/3606] Completed NCNO in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:22.257971] [INFO ] [sig       ] [2207/3606] Forecasting NCTY...
[2025-11-28T20:26:22.258000] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-11-28T20:26:22.258056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-11-28T20:26:22.268682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-11-28T20:26:22.268955] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-11-28T20:26:22.269686] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-11-28T20:26:22.269746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:22.269776] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:22.269814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:22.269870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:22.324500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:22.325128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:22.325201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:22.325231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:22.446140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:22.446261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:22.446297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:22.446324] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:22.449536] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=68.73%)
[2025-11-28T20:26:22.449808] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-11-28T20:26:22.449925] [INFO ] [sig       ] NCTY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:22.586729] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NCTY.txt
[2025-11-28T20:26:22.586844] [INFO ] [sig       ] [2207/3606] Completed NCTY in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:22.586880] [INFO ] [sig       ] [2208/3606] Forecasting NCZ...
[2025-11-28T20:26:22.586909] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-11-28T20:26:22.586938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-11-28T20:26:22.597951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-11-28T20:26:22.598226] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-11-28T20:26:22.599002] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-11-28T20:26:22.599049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:22.599079] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:22.599105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:22.599158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:22.656393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:22.657057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:22.657131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:22.657162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:22.774919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:22.775057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:22.775093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:22.775120] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:22.778347] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2025-11-28T20:26:22.778617] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-11-28T20:26:22.778738] [INFO ] [sig       ] NCZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:22.919883] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NCZ.txt
[2025-11-28T20:26:22.920005] [INFO ] [sig       ] [2208/3606] Completed NCZ in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:22.920042] [INFO ] [sig       ] [2209/3606] Forecasting NDAQ...
[2025-11-28T20:26:22.920071] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-11-28T20:26:22.920099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-11-28T20:26:22.931005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-11-28T20:26:22.931282] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-11-28T20:26:22.932053] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-11-28T20:26:22.932101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:22.932132] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:22.932158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:22.932213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:22.989040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:22.989664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:22.989738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:22.989770] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:23.109796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:23.109918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:23.109954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:23.109981] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:23.113114] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-11-28T20:26:23.113367] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-11-28T20:26:23.113479] [INFO ] [sig       ] NDAQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:23.251931] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NDAQ.txt
[2025-11-28T20:26:23.252046] [INFO ] [sig       ] [2209/3606] Completed NDAQ in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:23.252082] [INFO ] [sig       ] [2210/3606] Forecasting NDMO...
[2025-11-28T20:26:23.252111] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-11-28T20:26:23.252139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-11-28T20:26:23.263235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-11-28T20:26:23.263500] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-11-28T20:26:23.264237] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-11-28T20:26:23.264285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:23.264338] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:23.264365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:23.264420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:23.319909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:23.320475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:23.320545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:23.320592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:23.437306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:23.437438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:23.437476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:23.437503] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:23.440828] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-11-28T20:26:23.441106] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-11-28T20:26:23.441221] [INFO ] [sig       ] NDMO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:23.582181] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NDMO.txt
[2025-11-28T20:26:23.582302] [INFO ] [sig       ] [2210/3606] Completed NDMO in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:23.582339] [INFO ] [sig       ] [2211/3606] Forecasting NDRA...
[2025-11-28T20:26:23.582369] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-11-28T20:26:23.582405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-11-28T20:26:23.593663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-11-28T20:26:23.593980] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-11-28T20:26:23.594718] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-11-28T20:26:23.594766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:23.594796] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:23.594822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:23.594875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:23.651081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:23.651707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:23.651799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:23.651833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:23.768445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:23.768586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:23.768625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:23.768653] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:23.771765] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=71.08%)
[2025-11-28T20:26:23.772031] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-11-28T20:26:23.772144] [INFO ] [sig       ] NDRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:23.907739] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NDRA.txt
[2025-11-28T20:26:23.907865] [INFO ] [sig       ] [2211/3606] Completed NDRA in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:23.907905] [INFO ] [sig       ] [2212/3606] Forecasting NDSN...
[2025-11-28T20:26:23.907934] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-11-28T20:26:23.907965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-11-28T20:26:23.919175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-11-28T20:26:23.919455] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-11-28T20:26:23.920199] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-11-28T20:26:23.920247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:23.920283] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:23.920309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:23.920363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:23.974969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:23.975627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:23.975702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:23.975733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:24.096247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:24.096387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:24.096425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:24.096452] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:24.099667] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: UP (p=76.41%)
[2025-11-28T20:26:24.099924] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-11-28T20:26:24.100037] [INFO ] [sig       ] NDSN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:24.238210] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NDSN.txt
[2025-11-28T20:26:24.238343] [INFO ] [sig       ] [2212/3606] Completed NDSN in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.8m
[2025-11-28T20:26:24.238381] [INFO ] [sig       ] [2213/3606] Forecasting NE...
[2025-11-28T20:26:24.238411] [INFO ] [sig       ] Generating forecast for: NE
[2025-11-28T20:26:24.238442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-11-28T20:26:24.249521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-11-28T20:26:24.249810] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-11-28T20:26:24.250549] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-11-28T20:26:24.250614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:24.250646] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:24.250672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:24.250727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:24.308596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:24.309252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:24.309327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:24.309359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:24.430540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:24.430705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:24.430747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:24.430812] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:24.434650] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-11-28T20:26:24.434973] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-11-28T20:26:24.435111] [INFO ] [sig       ] NE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:24.591359] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NE.txt
[2025-11-28T20:26:24.591519] [INFO ] [sig       ] [2213/3606] Completed NE in 0.4s | 2.99 sym/s | Total: 12.4m | ETA: 7.8m
[2025-11-28T20:26:24.591557] [INFO ] [sig       ] [2214/3606] Forecasting NEA...
[2025-11-28T20:26:24.591605] [INFO ] [sig       ] Generating forecast for: NEA
[2025-11-28T20:26:24.591637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-11-28T20:26:24.602894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-11-28T20:26:24.603154] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-11-28T20:26:24.603890] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-11-28T20:26:24.603938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:24.603968] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:24.603993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:24.604047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:24.658941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:24.659524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:24.659618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:24.659652] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:24.781536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:24.781682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:24.781719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:24.781746] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:24.784884] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-11-28T20:26:24.785155] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-11-28T20:26:24.785268] [INFO ] [sig       ] NEA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:24.920623] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NEA.txt
[2025-11-28T20:26:24.920756] [INFO ] [sig       ] [2214/3606] Completed NEA in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.8m
[2025-11-28T20:26:24.920802] [INFO ] [sig       ] [2215/3606] Forecasting NECB...
[2025-11-28T20:26:24.920843] [INFO ] [sig       ] Generating forecast for: NECB
[2025-11-28T20:26:24.920884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-11-28T20:26:24.931621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-11-28T20:26:24.931880] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-11-28T20:26:24.932612] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-11-28T20:26:24.932660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:24.932689] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:24.932715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:24.932771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:24.987738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:24.988320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:24.988390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:24.988421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:25.103698] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:25.103819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:25.103853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:25.103881] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:25.106979] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-11-28T20:26:25.107233] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-11-28T20:26:25.107346] [INFO ] [sig       ] NECB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:25.244591] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NECB.txt
[2025-11-28T20:26:25.244709] [INFO ] [sig       ] [2215/3606] Completed NECB in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.8m
[2025-11-28T20:26:25.244746] [INFO ] [sig       ] [2216/3606] Forecasting NEE...
[2025-11-28T20:26:25.244775] [INFO ] [sig       ] Generating forecast for: NEE
[2025-11-28T20:26:25.244805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-11-28T20:26:25.255395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-11-28T20:26:25.255684] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-11-28T20:26:25.256398] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-11-28T20:26:25.256445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:25.256474] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:25.256498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:25.256552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:25.315810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:25.316619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:25.316697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:25.316729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:25.438112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:25.438289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:25.438329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:25.438357] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:25.441718] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-11-28T20:26:25.442007] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-11-28T20:26:25.442132] [INFO ] [sig       ] NEE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:25.581537] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NEE.txt
[2025-11-28T20:26:25.581675] [INFO ] [sig       ] [2216/3606] Completed NEE in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.8m
[2025-11-28T20:26:25.581713] [INFO ] [sig       ] [2217/3606] Forecasting NEGG...
[2025-11-28T20:26:25.581742] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-11-28T20:26:25.581774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-11-28T20:26:25.592785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-11-28T20:26:25.593062] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-11-28T20:26:25.593840] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-11-28T20:26:25.593889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:25.593921] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:25.593949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:25.594005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:25.649622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:25.650281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:25.650357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:25.650389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:25.766404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:25.766534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:25.766586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:25.766617] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:25.769821] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=75.89%)
[2025-11-28T20:26:25.770076] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-11-28T20:26:25.770190] [INFO ] [sig       ] NEGG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:25.907596] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NEGG.txt
[2025-11-28T20:26:25.907716] [INFO ] [sig       ] [2217/3606] Completed NEGG in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.8m
[2025-11-28T20:26:25.907753] [INFO ] [sig       ] [2218/3606] Forecasting NEM...
[2025-11-28T20:26:25.907784] [INFO ] [sig       ] Generating forecast for: NEM
[2025-11-28T20:26:25.907815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-11-28T20:26:25.918620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-11-28T20:26:25.918887] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-11-28T20:26:25.919629] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-11-28T20:26:25.919677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:25.919707] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:25.919732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:25.919792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:25.977618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:25.978268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:25.978344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:25.978377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:26.103046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:26.103169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:26.103206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:26.103235] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:26.106671] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=68.92%)
[2025-11-28T20:26:26.106944] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-11-28T20:26:26.107063] [INFO ] [sig       ] NEM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:26.261137] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NEM.txt
[2025-11-28T20:26:26.261278] [INFO ] [sig       ] [2218/3606] Completed NEM in 0.4s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:26.261316] [INFO ] [sig       ] [2219/3606] Forecasting NEO...
[2025-11-28T20:26:26.261344] [INFO ] [sig       ] Generating forecast for: NEO
[2025-11-28T20:26:26.261375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-11-28T20:26:26.273102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-11-28T20:26:26.273509] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-11-28T20:26:26.274326] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-11-28T20:26:26.274375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:26.274405] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:26.274429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:26.274483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:26.332038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:26.333015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:26.333097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:26.333129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:26.450996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:26.451144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:26.451181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:26.451209] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:26.454529] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-11-28T20:26:26.454809] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-11-28T20:26:26.454930] [INFO ] [sig       ] NEO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:26.590552] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NEO.txt
[2025-11-28T20:26:26.590699] [INFO ] [sig       ] [2219/3606] Completed NEO in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:26.590737] [INFO ] [sig       ] [2220/3606] Forecasting NEOG...
[2025-11-28T20:26:26.590765] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-11-28T20:26:26.590794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-11-28T20:26:26.602381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-11-28T20:26:26.602690] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-11-28T20:26:26.603416] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-11-28T20:26:26.603463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:26.603507] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:26.603533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:26.603603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:26.657854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:26.658461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:26.658588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:26.658622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:26.776904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:26.777045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:26.777081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:26.777108] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:26.780322] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=78.88%)
[2025-11-28T20:26:26.780592] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-11-28T20:26:26.780706] [INFO ] [sig       ] NEOG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:26.916608] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NEOG.txt
[2025-11-28T20:26:26.916722] [INFO ] [sig       ] [2220/3606] Completed NEOG in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:26.916759] [INFO ] [sig       ] [2221/3606] Forecasting NEON...
[2025-11-28T20:26:26.916788] [INFO ] [sig       ] Generating forecast for: NEON
[2025-11-28T20:26:26.916822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-11-28T20:26:26.927396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-11-28T20:26:26.927666] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-11-28T20:26:26.928405] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-11-28T20:26:26.928454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:26.928483] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:26.928509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:26.928563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:26.983761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:26.984325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:26.984397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:26.984428] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:27.103866] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:27.103973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:27.104010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:27.104037] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:27.107188] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2025-11-28T20:26:27.107439] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-11-28T20:26:27.107551] [INFO ] [sig       ] NEON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:27.243044] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NEON.txt
[2025-11-28T20:26:27.243154] [INFO ] [sig       ] [2221/3606] Completed NEON in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:27.243189] [INFO ] [sig       ] [2222/3606] Forecasting NEXA...
[2025-11-28T20:26:27.243217] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-11-28T20:26:27.243245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-11-28T20:26:27.253737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-11-28T20:26:27.254036] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-11-28T20:26:27.254764] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-11-28T20:26:27.254811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:27.254841] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:27.254867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:27.254921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:27.309247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:27.309880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:27.309960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:27.309991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:27.421153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:27.421295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:27.421331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:27.421358] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:27.424589] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-11-28T20:26:27.424847] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-11-28T20:26:27.424961] [INFO ] [sig       ] NEXA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:27.562378] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NEXA.txt
[2025-11-28T20:26:27.562501] [INFO ] [sig       ] [2222/3606] Completed NEXA in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:27.562537] [INFO ] [sig       ] [2223/3606] Forecasting NEXN...
[2025-11-28T20:26:27.562565] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-11-28T20:26:27.562619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-11-28T20:26:27.574255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-11-28T20:26:27.574529] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-11-28T20:26:27.575253] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-11-28T20:26:27.575301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:27.575331] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:27.575357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:27.575410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:27.631008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:27.631555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:27.631656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:27.631704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:27.749666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:27.749781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:27.749822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:27.749855] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:27.752942] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=56.89%)
[2025-11-28T20:26:27.753189] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-11-28T20:26:27.753301] [INFO ] [sig       ] NEXN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:27.888517] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NEXN.txt
[2025-11-28T20:26:27.888675] [INFO ] [sig       ] [2223/3606] Completed NEXN in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:27.888723] [INFO ] [sig       ] [2224/3606] Forecasting NFBK...
[2025-11-28T20:26:27.888753] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-11-28T20:26:27.888786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-11-28T20:26:27.899757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-11-28T20:26:27.900022] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-11-28T20:26:27.900756] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-11-28T20:26:27.900803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:27.900836] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:27.900864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:27.900918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:27.955888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:27.956441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:27.956511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:27.956543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:28.070398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:28.070512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:28.070545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:28.070589] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:28.073644] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=49.04%)
[2025-11-28T20:26:28.073897] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-11-28T20:26:28.074009] [INFO ] [sig       ] NFBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:28.212316] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NFBK.txt
[2025-11-28T20:26:28.212438] [INFO ] [sig       ] [2224/3606] Completed NFBK in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:28.212475] [INFO ] [sig       ] [2225/3606] Forecasting NFE...
[2025-11-28T20:26:28.212504] [INFO ] [sig       ] Generating forecast for: NFE
[2025-11-28T20:26:28.212538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-11-28T20:26:28.223693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-11-28T20:26:28.223955] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-11-28T20:26:28.224717] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-11-28T20:26:28.224765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:28.224796] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:28.224822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:28.224878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:28.280154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:28.280752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:28.280822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:28.280853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:28.400106] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:28.400251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:28.400288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:28.400314] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:28.403569] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=44.90%)
[2025-11-28T20:26:28.403854] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-11-28T20:26:28.404005] [INFO ] [sig       ] NFE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:28.539736] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NFE.txt
[2025-11-28T20:26:28.539866] [INFO ] [sig       ] [2225/3606] Completed NFE in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:28.539903] [INFO ] [sig       ] [2226/3606] Forecasting NFG...
[2025-11-28T20:26:28.539931] [INFO ] [sig       ] Generating forecast for: NFG
[2025-11-28T20:26:28.539960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-11-28T20:26:28.550242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-11-28T20:26:28.550503] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-11-28T20:26:28.551244] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-11-28T20:26:28.551292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:28.551322] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:28.551347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:28.551400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:28.606196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:28.606830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:28.606903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:28.606934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:28.723988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:28.724129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:28.724165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:28.724192] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:28.727351] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=37.87%)
[2025-11-28T20:26:28.727622] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-11-28T20:26:28.727735] [INFO ] [sig       ] NFG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:28.907128] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NFG.txt
[2025-11-28T20:26:28.907255] [INFO ] [sig       ] [2226/3606] Completed NFG in 0.4s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:28.907292] [INFO ] [sig       ] [2227/3606] Forecasting NFJ...
[2025-11-28T20:26:28.907321] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-11-28T20:26:28.907350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-11-28T20:26:28.918472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-11-28T20:26:28.918772] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-11-28T20:26:28.919487] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-11-28T20:26:28.919535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:28.919605] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:28.919634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:28.919688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:28.975031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:28.975643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:28.975714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:28.975746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:29.093207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:29.093323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:29.093375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:29.093403] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:29.096531] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-11-28T20:26:29.096806] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-11-28T20:26:29.096918] [INFO ] [sig       ] NFJ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:29.233286] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NFJ.txt
[2025-11-28T20:26:29.233403] [INFO ] [sig       ] [2227/3606] Completed NFJ in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:29.233440] [INFO ] [sig       ] [2228/3606] Forecasting NFTY...
[2025-11-28T20:26:29.233468] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-11-28T20:26:29.233497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-11-28T20:26:29.244666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-11-28T20:26:29.244996] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-11-28T20:26:29.245767] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-11-28T20:26:29.245816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:29.245848] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:29.245875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:29.245937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:29.303198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:29.303797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:29.303872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:29.303905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:29.419896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:29.420022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:29.420059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:29.420087] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:29.423298] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=89.28%)
[2025-11-28T20:26:29.423552] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-11-28T20:26:29.423733] [INFO ] [sig       ] NFTY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:29.563826] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NFTY.txt
[2025-11-28T20:26:29.563954] [INFO ] [sig       ] [2228/3606] Completed NFTY in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:29.564006] [INFO ] [sig       ] [2229/3606] Forecasting NGG...
[2025-11-28T20:26:29.564049] [INFO ] [sig       ] Generating forecast for: NGG
[2025-11-28T20:26:29.564082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-11-28T20:26:29.574901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-11-28T20:26:29.575180] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-11-28T20:26:29.575948] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-11-28T20:26:29.575997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:29.576028] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:29.576053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:29.576109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:29.631966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:29.632511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:29.632610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:29.632643] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:29.752582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:29.752706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:29.752742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:29.752768] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:29.755873] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=33.63%)
[2025-11-28T20:26:29.756129] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-11-28T20:26:29.756240] [INFO ] [sig       ] NGG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:29.911418] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NGG.txt
[2025-11-28T20:26:29.911629] [INFO ] [sig       ] [2229/3606] Completed NGG in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:29.911697] [INFO ] [sig       ] [2230/3606] Forecasting NGL...
[2025-11-28T20:26:29.911747] [INFO ] [sig       ] Generating forecast for: NGL
[2025-11-28T20:26:29.911802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-11-28T20:26:29.923599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-11-28T20:26:29.923937] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-11-28T20:26:29.924693] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-11-28T20:26:29.924741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:29.924771] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:29.924796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:29.924849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:29.981613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:29.982401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:29.982481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:29.982514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:30.104005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:30.104176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:30.104237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:30.104334] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:30.109182] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-11-28T20:26:30.109687] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-11-28T20:26:30.109882] [INFO ] [sig       ] NGL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:30.255970] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NGL.txt
[2025-11-28T20:26:30.256093] [INFO ] [sig       ] [2230/3606] Completed NGL in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.7m
[2025-11-28T20:26:30.256131] [INFO ] [sig       ] [2231/3606] Forecasting NGNE...
[2025-11-28T20:26:30.256158] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-11-28T20:26:30.256188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-11-28T20:26:30.267381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-11-28T20:26:30.267718] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-11-28T20:26:30.268512] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-11-28T20:26:30.268561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:30.268625] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:30.268658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:30.268723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:30.325527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:30.326285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:30.326362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:30.326394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:30.445264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:30.445415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:30.445453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:30.445480] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:30.449180] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: UP (p=54.93%)
[2025-11-28T20:26:30.449544] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-11-28T20:26:30.449702] [INFO ] [sig       ] NGNE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:30.598042] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NGNE.txt
[2025-11-28T20:26:30.598201] [INFO ] [sig       ] [2231/3606] Completed NGNE in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.7m
[2025-11-28T20:26:30.598240] [INFO ] [sig       ] [2232/3606] Forecasting NGS...
[2025-11-28T20:26:30.598269] [INFO ] [sig       ] Generating forecast for: NGS
[2025-11-28T20:26:30.598299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-11-28T20:26:30.610001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-11-28T20:26:30.610371] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-11-28T20:26:30.611189] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-11-28T20:26:30.611246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:30.611276] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:30.611302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:30.611358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:30.668973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:30.669815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:30.669909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:30.669941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:30.786176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:30.786318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:30.786354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:30.786382] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:30.789676] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-11-28T20:26:30.789934] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-11-28T20:26:30.790046] [INFO ] [sig       ] NGS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:30.926684] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NGS.txt
[2025-11-28T20:26:30.926787] [INFO ] [sig       ] [2232/3606] Completed NGS in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.7m
[2025-11-28T20:26:30.926823] [INFO ] [sig       ] [2233/3606] Forecasting NGVC...
[2025-11-28T20:26:30.926851] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-11-28T20:26:30.926883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-11-28T20:26:30.938388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-11-28T20:26:30.938677] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-11-28T20:26:30.939468] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-11-28T20:26:30.939518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:30.939550] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:30.939598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:30.939660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:30.996774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:30.997334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:30.997410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:30.997441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:31.113791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:31.113891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:31.113926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:31.113952] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:31.116952] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-11-28T20:26:31.117200] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-11-28T20:26:31.117310] [INFO ] [sig       ] NGVC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:31.251423] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NGVC.txt
[2025-11-28T20:26:31.251529] [INFO ] [sig       ] [2233/3606] Completed NGVC in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.7m
[2025-11-28T20:26:31.251565] [INFO ] [sig       ] [2234/3606] Forecasting NHI...
[2025-11-28T20:26:31.251612] [INFO ] [sig       ] Generating forecast for: NHI
[2025-11-28T20:26:31.251642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-11-28T20:26:31.263040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-11-28T20:26:31.263330] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-11-28T20:26:31.264089] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-11-28T20:26:31.264139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:31.264171] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:31.264198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:31.264253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:31.319970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:31.320549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:31.320639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:31.320672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:31.436035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:31.436118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:31.436151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:31.436178] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:31.439100] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=11.60%)
[2025-11-28T20:26:31.439345] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-11-28T20:26:31.439456] [INFO ] [sig       ] NHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:31.574682] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NHI.txt
[2025-11-28T20:26:31.574789] [INFO ] [sig       ] [2234/3606] Completed NHI in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.7m
[2025-11-28T20:26:31.574825] [INFO ] [sig       ] [2235/3606] Forecasting NHTC...
[2025-11-28T20:26:31.574852] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-11-28T20:26:31.574889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-11-28T20:26:31.585933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-11-28T20:26:31.586232] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-11-28T20:26:31.587043] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-11-28T20:26:31.587092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:31.587124] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:31.587151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:31.587208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:31.643396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:31.643977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:31.644052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:31.644084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:31.750127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:31.750226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:31.750260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:31.750287] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:31.753287] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-11-28T20:26:31.753535] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-11-28T20:26:31.753666] [INFO ] [sig       ] NHTC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:31.890671] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NHTC.txt
[2025-11-28T20:26:31.890823] [INFO ] [sig       ] [2235/3606] Completed NHTC in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.7m
[2025-11-28T20:26:31.890862] [INFO ] [sig       ] [2236/3606] Forecasting NI...
[2025-11-28T20:26:31.890890] [INFO ] [sig       ] Generating forecast for: NI
[2025-11-28T20:26:31.890920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-11-28T20:26:31.902528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-11-28T20:26:31.902922] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-11-28T20:26:31.903759] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-11-28T20:26:31.903811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:31.903842] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:31.903868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:31.903924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:31.958918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:31.959737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:31.959815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:31.959846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:32.079103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:32.079249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:32.079285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:32.079312] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:32.082509] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=31.74%)
[2025-11-28T20:26:32.082786] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-11-28T20:26:32.082904] [INFO ] [sig       ] NI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:32.217644] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NI.txt
[2025-11-28T20:26:32.217774] [INFO ] [sig       ] [2236/3606] Completed NI in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:32.217812] [INFO ] [sig       ] [2237/3606] Forecasting NIC...
[2025-11-28T20:26:32.217840] [INFO ] [sig       ] Generating forecast for: NIC
[2025-11-28T20:26:32.217870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-11-28T20:26:32.229053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-11-28T20:26:32.229318] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-11-28T20:26:32.230126] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-11-28T20:26:32.230176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:32.230206] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:32.230233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:32.230288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:32.286616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:32.287186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:32.287296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:32.287341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:32.403486] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:32.403604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:32.403640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:32.403667] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:32.406684] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=53.03%)
[2025-11-28T20:26:32.406936] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-11-28T20:26:32.407050] [INFO ] [sig       ] NIC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:32.543322] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NIC.txt
[2025-11-28T20:26:32.543423] [INFO ] [sig       ] [2237/3606] Completed NIC in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:32.543459] [INFO ] [sig       ] [2238/3606] Forecasting NICE...
[2025-11-28T20:26:32.543487] [INFO ] [sig       ] Generating forecast for: NICE
[2025-11-28T20:26:32.543518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-11-28T20:26:32.554826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-11-28T20:26:32.555077] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-11-28T20:26:32.555843] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-11-28T20:26:32.555893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:32.555925] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:32.555951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:32.556007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:32.611644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:32.612203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:32.612277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:32.612309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:32.732913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:32.733022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:32.733057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:32.733084] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:32.736165] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=31.16%)
[2025-11-28T20:26:32.736415] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-11-28T20:26:32.736527] [INFO ] [sig       ] NICE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:32.870811] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NICE.txt
[2025-11-28T20:26:32.870913] [INFO ] [sig       ] [2238/3606] Completed NICE in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:32.870948] [INFO ] [sig       ] [2239/3606] Forecasting NIE...
[2025-11-28T20:26:32.870977] [INFO ] [sig       ] Generating forecast for: NIE
[2025-11-28T20:26:32.871009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-11-28T20:26:32.882702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-11-28T20:26:32.883006] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-11-28T20:26:32.883769] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-11-28T20:26:32.883817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:32.883847] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:32.883872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:32.883925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:32.938715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:32.939334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:32.939410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:32.939440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:33.060959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:33.061104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:33.061141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:33.061168] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:33.064354] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-11-28T20:26:33.064627] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-11-28T20:26:33.064746] [INFO ] [sig       ] NIE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:33.199036] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NIE.txt
[2025-11-28T20:26:33.199152] [INFO ] [sig       ] [2239/3606] Completed NIE in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:33.199188] [INFO ] [sig       ] [2240/3606] Forecasting NIKL...
[2025-11-28T20:26:33.199216] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-11-28T20:26:33.199245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-11-28T20:26:33.211185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-11-28T20:26:33.211479] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-11-28T20:26:33.212220] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-11-28T20:26:33.212268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:33.212297] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:33.212322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:33.212376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:33.267105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:33.267699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:33.267770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:33.267801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:33.375533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:33.375698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:33.375734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:33.375762] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:33.378978] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-11-28T20:26:33.379235] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-11-28T20:26:33.379348] [INFO ] [sig       ] NIKL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:33.518830] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NIKL.txt
[2025-11-28T20:26:33.518982] [INFO ] [sig       ] [2240/3606] Completed NIKL in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:33.519021] [INFO ] [sig       ] [2241/3606] Forecasting NIM...
[2025-11-28T20:26:33.519052] [INFO ] [sig       ] Generating forecast for: NIM
[2025-11-28T20:26:33.519083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-11-28T20:26:33.529768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-11-28T20:26:33.530064] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-11-28T20:26:33.530802] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-11-28T20:26:33.530850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:33.530880] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:33.530906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:33.530961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:33.586368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:33.586941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:33.587013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:33.587043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:33.690382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:33.690514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:33.690552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:33.690597] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:33.693766] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=26.93%)
[2025-11-28T20:26:33.694018] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-11-28T20:26:33.694130] [INFO ] [sig       ] NIM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:33.829297] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NIM.txt
[2025-11-28T20:26:33.829415] [INFO ] [sig       ] [2241/3606] Completed NIM in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:33.829452] [INFO ] [sig       ] [2242/3606] Forecasting NIO...
[2025-11-28T20:26:33.829479] [INFO ] [sig       ] Generating forecast for: NIO
[2025-11-28T20:26:33.829508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-11-28T20:26:33.841760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-11-28T20:26:33.842169] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-11-28T20:26:33.842991] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-11-28T20:26:33.843041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:33.843072] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:33.843099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:33.843156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:33.900690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:33.901560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:33.901670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:33.901703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:34.020266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:34.020426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:34.020462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:34.020490] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:34.023777] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=33.69%)
[2025-11-28T20:26:34.024067] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-11-28T20:26:34.024189] [INFO ] [sig       ] NIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:34.159436] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NIO.txt
[2025-11-28T20:26:34.159567] [INFO ] [sig       ] [2242/3606] Completed NIO in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:34.159637] [INFO ] [sig       ] [2243/3606] Forecasting NIPG...
[2025-11-28T20:26:34.159676] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-11-28T20:26:34.159714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-11-28T20:26:34.171070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-11-28T20:26:34.171378] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-11-28T20:26:34.172159] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-11-28T20:26:34.172213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:34.172246] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:34.172273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:34.172329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:34.228605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:34.229172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:34.229248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:34.229279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:34.339988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:34.340083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:34.340116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:34.340143] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:34.343103] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-11-28T20:26:34.343349] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-11-28T20:26:34.343461] [INFO ] [sig       ] NIPG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:34.477756] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NIPG.txt
[2025-11-28T20:26:34.477855] [INFO ] [sig       ] [2243/3606] Completed NIPG in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:34.477890] [INFO ] [sig       ] [2244/3606] Forecasting NISN...
[2025-11-28T20:26:34.477917] [INFO ] [sig       ] Generating forecast for: NISN
[2025-11-28T20:26:34.477948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-11-28T20:26:34.489088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-11-28T20:26:34.489394] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-11-28T20:26:34.490144] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-11-28T20:26:34.490205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:34.490261] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:34.490288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:34.490342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:34.547361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:34.547949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:34.548041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:34.548076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:34.654813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:34.654899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:34.654932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:34.654958] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:34.657870] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=33.81%)
[2025-11-28T20:26:34.658140] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-11-28T20:26:34.658251] [INFO ] [sig       ] NISN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:34.791965] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NISN.txt
[2025-11-28T20:26:34.792065] [INFO ] [sig       ] [2244/3606] Completed NISN in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:34.792101] [INFO ] [sig       ] [2245/3606] Forecasting NITO...
[2025-11-28T20:26:34.792127] [INFO ] [sig       ] Generating forecast for: NITO
[2025-11-28T20:26:34.792156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-11-28T20:26:34.802965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-11-28T20:26:34.803237] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-11-28T20:26:34.804015] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-11-28T20:26:34.804064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:34.804096] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:34.804123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:34.804179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:34.859793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:34.860350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:34.860424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:34.860456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:34.971091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:34.971185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:34.971219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:34.971248] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:34.974318] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-11-28T20:26:34.974586] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-11-28T20:26:34.974703] [INFO ] [sig       ] NITO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:35.108878] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NITO.txt
[2025-11-28T20:26:35.108982] [INFO ] [sig       ] [2245/3606] Completed NITO in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:35.109018] [INFO ] [sig       ] [2246/3606] Forecasting NKSH...
[2025-11-28T20:26:35.109046] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-11-28T20:26:35.109075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-11-28T20:26:35.119459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-11-28T20:26:35.119774] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-11-28T20:26:35.120488] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-11-28T20:26:35.120536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:35.120567] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:35.120612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:35.120667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:35.175459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:35.176024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:35.176094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:35.176125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:35.272987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:35.273078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:35.273111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:35.273137] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:35.276107] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=16.32%)
[2025-11-28T20:26:35.276357] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-11-28T20:26:35.276471] [INFO ] [sig       ] NKSH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:35.410163] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NKSH.txt
[2025-11-28T20:26:35.410265] [INFO ] [sig       ] [2246/3606] Completed NKSH in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:35.410301] [INFO ] [sig       ] [2247/3606] Forecasting NKTX...
[2025-11-28T20:26:35.410328] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-11-28T20:26:35.410358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-11-28T20:26:35.421204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-11-28T20:26:35.421444] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-11-28T20:26:35.422174] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-11-28T20:26:35.422221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:35.422251] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:35.422277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:35.422330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:35.477312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:35.477866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:35.477937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:35.477967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:35.588666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:35.588754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:35.588791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:35.588846] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:35.591861] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2025-11-28T20:26:35.592117] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-11-28T20:26:35.592229] [INFO ] [sig       ] NKTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:35.726236] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NKTX.txt
[2025-11-28T20:26:35.726348] [INFO ] [sig       ] [2247/3606] Completed NKTX in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:35.726385] [INFO ] [sig       ] [2248/3606] Forecasting NKX...
[2025-11-28T20:26:35.726414] [INFO ] [sig       ] Generating forecast for: NKX
[2025-11-28T20:26:35.726444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-11-28T20:26:35.737129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-11-28T20:26:35.737371] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-11-28T20:26:35.738119] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-11-28T20:26:35.738167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:35.738197] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:35.738223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:35.738277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:35.792558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:35.793121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:35.793193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:35.793223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:35.908470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:35.908563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:35.908614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:35.908641] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:35.911671] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-11-28T20:26:35.911920] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-11-28T20:26:35.912033] [INFO ] [sig       ] NKX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:36.047146] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NKX.txt
[2025-11-28T20:26:36.047275] [INFO ] [sig       ] [2248/3606] Completed NKX in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:36.047314] [INFO ] [sig       ] [2249/3606] Forecasting NLOP...
[2025-11-28T20:26:36.047342] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-11-28T20:26:36.047372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-11-28T20:26:36.060833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-11-28T20:26:36.061097] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-11-28T20:26:36.061849] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-11-28T20:26:36.061897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:36.061927] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:36.061952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:36.062006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:36.116910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:36.117493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:36.117567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:36.117615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:36.230833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:36.230947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:36.230982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:36.231009] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:36.234073] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-11-28T20:26:36.234343] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-11-28T20:26:36.234455] [INFO ] [sig       ] NLOP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:36.369367] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NLOP.txt
[2025-11-28T20:26:36.369476] [INFO ] [sig       ] [2249/3606] Completed NLOP in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.6m
[2025-11-28T20:26:36.369513] [INFO ] [sig       ] [2250/3606] Forecasting NLY...
[2025-11-28T20:26:36.369541] [INFO ] [sig       ] Generating forecast for: NLY
[2025-11-28T20:26:36.369587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-11-28T20:26:36.381013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-11-28T20:26:36.381298] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-11-28T20:26:36.382075] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-11-28T20:26:36.382125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:36.382157] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:36.382184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:36.382241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:36.437754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:36.438341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:36.438416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:36.438447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:36.555929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:36.556043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:36.556085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:36.556116] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:36.559217] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-11-28T20:26:36.559468] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-11-28T20:26:36.559598] [INFO ] [sig       ] NLY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:36.694744] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NLY.txt
[2025-11-28T20:26:36.694851] [INFO ] [sig       ] [2250/3606] Completed NLY in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.6m
[2025-11-28T20:26:36.694887] [INFO ] [sig       ] [2251/3606] Forecasting NMAI...
[2025-11-28T20:26:36.694914] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-11-28T20:26:36.694944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-11-28T20:26:36.705649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-11-28T20:26:36.705908] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-11-28T20:26:36.706651] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-11-28T20:26:36.706698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:36.706729] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:36.706755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:36.706808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:36.761384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:36.761952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:36.762022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:36.762053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:36.876061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:36.876169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:36.876220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:36.876248] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:36.879318] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=48.78%)
[2025-11-28T20:26:36.879587] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-11-28T20:26:36.879700] [INFO ] [sig       ] NMAI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:37.013498] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NMAI.txt
[2025-11-28T20:26:37.013623] [INFO ] [sig       ] [2251/3606] Completed NMAI in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.6m
[2025-11-28T20:26:37.013661] [INFO ] [sig       ] [2252/3606] Forecasting NMCO...
[2025-11-28T20:26:37.013689] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-11-28T20:26:37.013718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-11-28T20:26:37.024541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-11-28T20:26:37.024813] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-11-28T20:26:37.025530] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-11-28T20:26:37.025594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:37.025626] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:37.025652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:37.025707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:37.080961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:37.081527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:37.081618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:37.081652] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:37.202792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:37.202898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:37.202933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:37.202961] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:37.206103] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-11-28T20:26:37.206359] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-11-28T20:26:37.206475] [INFO ] [sig       ] NMCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:37.343732] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NMCO.txt
[2025-11-28T20:26:37.343843] [INFO ] [sig       ] [2252/3606] Completed NMCO in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.6m
[2025-11-28T20:26:37.343880] [INFO ] [sig       ] [2253/3606] Forecasting NMFC...
[2025-11-28T20:26:37.343908] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-11-28T20:26:37.343938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-11-28T20:26:37.354807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-11-28T20:26:37.355088] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-11-28T20:26:37.355848] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-11-28T20:26:37.355897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:37.355928] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:37.355954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:37.356009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:37.411991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:37.412628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:37.412702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:37.412733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:37.529868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:37.529983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:37.530036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:37.530080] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:37.533294] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2025-11-28T20:26:37.533553] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-11-28T20:26:37.533686] [INFO ] [sig       ] NMFC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:37.673382] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NMFC.txt
[2025-11-28T20:26:37.673492] [INFO ] [sig       ] [2253/3606] Completed NMFC in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:37.673528] [INFO ] [sig       ] [2254/3606] Forecasting NMG...
[2025-11-28T20:26:37.673556] [INFO ] [sig       ] Generating forecast for: NMG
[2025-11-28T20:26:37.673603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-11-28T20:26:37.684445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-11-28T20:26:37.684730] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-11-28T20:26:37.685441] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-11-28T20:26:37.685488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:37.685518] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:37.685544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:37.685620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:37.741258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:37.741866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:37.741965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:37.741999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:37.861460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:37.861596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:37.861635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:37.861663] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:37.864969] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=28.25%)
[2025-11-28T20:26:37.865235] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-11-28T20:26:37.865354] [INFO ] [sig       ] NMG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:38.002646] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NMG.txt
[2025-11-28T20:26:38.002753] [INFO ] [sig       ] [2254/3606] Completed NMG in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:38.002789] [INFO ] [sig       ] [2255/3606] Forecasting NMI...
[2025-11-28T20:26:38.002817] [INFO ] [sig       ] Generating forecast for: NMI
[2025-11-28T20:26:38.002847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-11-28T20:26:38.013759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-11-28T20:26:38.014060] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-11-28T20:26:38.014817] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-11-28T20:26:38.014866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:38.014909] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:38.014936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:38.014991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:38.071219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:38.071821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:38.071896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:38.071927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:38.176183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:38.176305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:38.176340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:38.176368] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:38.179593] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-11-28T20:26:38.179862] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-11-28T20:26:38.179979] [INFO ] [sig       ] NMI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:38.319308] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NMI.txt
[2025-11-28T20:26:38.319420] [INFO ] [sig       ] [2255/3606] Completed NMI in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:38.319457] [INFO ] [sig       ] [2256/3606] Forecasting NMIH...
[2025-11-28T20:26:38.319485] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-11-28T20:26:38.319514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-11-28T20:26:38.330223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-11-28T20:26:38.330483] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-11-28T20:26:38.331211] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-11-28T20:26:38.331258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:38.331287] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:38.331312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:38.331365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:38.386270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:38.386876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:38.386949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:38.386980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:38.497549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:38.497684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:38.497721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:38.497748] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:38.500917] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=84.89%)
[2025-11-28T20:26:38.501180] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-11-28T20:26:38.501294] [INFO ] [sig       ] NMIH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:38.639764] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NMIH.txt
[2025-11-28T20:26:38.639878] [INFO ] [sig       ] [2256/3606] Completed NMIH in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:38.639915] [INFO ] [sig       ] [2257/3606] Forecasting NMM...
[2025-11-28T20:26:38.639943] [INFO ] [sig       ] Generating forecast for: NMM
[2025-11-28T20:26:38.639973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-11-28T20:26:38.650860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-11-28T20:26:38.651146] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-11-28T20:26:38.651901] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-11-28T20:26:38.651950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:38.651982] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:38.652008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:38.652073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:38.708646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:38.709246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:38.709320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:38.709352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:38.826347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:38.826475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:38.826511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:38.826539] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:38.829740] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-11-28T20:26:38.829997] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-11-28T20:26:38.830110] [INFO ] [sig       ] NMM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:38.967767] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NMM.txt
[2025-11-28T20:26:38.967909] [INFO ] [sig       ] [2257/3606] Completed NMM in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:38.967946] [INFO ] [sig       ] [2258/3606] Forecasting NMRA...
[2025-11-28T20:26:38.967974] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-11-28T20:26:38.968003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-11-28T20:26:38.979239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-11-28T20:26:38.979505] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-11-28T20:26:38.980271] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-11-28T20:26:38.980320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:38.980350] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:38.980375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:38.980429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:39.036541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:39.037159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:39.037240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:39.037272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:39.157647] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:39.157762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:39.157799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:39.157828] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:39.161196] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-11-28T20:26:39.161460] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-11-28T20:26:39.161593] [INFO ] [sig       ] NMRA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:39.299523] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NMRA.txt
[2025-11-28T20:26:39.299669] [INFO ] [sig       ] [2258/3606] Completed NMRA in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:39.299741] [INFO ] [sig       ] [2259/3606] Forecasting NMRK...
[2025-11-28T20:26:39.299774] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-11-28T20:26:39.299804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-11-28T20:26:39.310834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-11-28T20:26:39.311118] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-11-28T20:26:39.311875] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-11-28T20:26:39.311923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:39.311953] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:39.311980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:39.312036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:39.368964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:39.369598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:39.369673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:39.369706] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:39.490122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:39.490260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:39.490296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:39.490323] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:39.493470] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-11-28T20:26:39.493753] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-11-28T20:26:39.493867] [INFO ] [sig       ] NMRK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:39.632029] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NMRK.txt
[2025-11-28T20:26:39.632144] [INFO ] [sig       ] [2259/3606] Completed NMRK in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:39.632180] [INFO ] [sig       ] [2260/3606] Forecasting NN...
[2025-11-28T20:26:39.632208] [INFO ] [sig       ] Generating forecast for: NN
[2025-11-28T20:26:39.632238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-11-28T20:26:39.644020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-11-28T20:26:39.644288] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-11-28T20:26:39.645019] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-11-28T20:26:39.645066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:39.645097] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:39.645128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:39.645182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:39.700248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:39.700844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:39.700915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:39.700945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:39.820102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:39.820228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:39.820264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:39.820292] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:39.823439] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-11-28T20:26:39.823713] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-11-28T20:26:39.823826] [INFO ] [sig       ] NN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:39.959951] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NN.txt
[2025-11-28T20:26:39.960070] [INFO ] [sig       ] [2260/3606] Completed NN in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:39.960114] [INFO ] [sig       ] [2261/3606] Forecasting NNDM...
[2025-11-28T20:26:39.960148] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-11-28T20:26:39.960183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-11-28T20:26:39.971279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-11-28T20:26:39.971554] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-11-28T20:26:39.972303] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-11-28T20:26:39.972352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:39.972431] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:39.972477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:39.972558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:40.028828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:40.029432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:40.029506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:40.029537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:40.145932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:40.146062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:40.146097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:40.146128] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:40.149311] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-11-28T20:26:40.149564] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-11-28T20:26:40.149695] [INFO ] [sig       ] NNDM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:40.285279] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NNDM.txt
[2025-11-28T20:26:40.285398] [INFO ] [sig       ] [2261/3606] Completed NNDM in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:40.285435] [INFO ] [sig       ] [2262/3606] Forecasting NNE...
[2025-11-28T20:26:40.285462] [INFO ] [sig       ] Generating forecast for: NNE
[2025-11-28T20:26:40.285492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-11-28T20:26:40.296832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-11-28T20:26:40.297115] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-11-28T20:26:40.297917] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-11-28T20:26:40.297967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:40.298000] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:40.298059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:40.298120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:40.353267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:40.353873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:40.353944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:40.353976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:40.476033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:40.476166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:40.476203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:40.476248] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:40.479406] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2025-11-28T20:26:40.479680] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-11-28T20:26:40.479794] [INFO ] [sig       ] NNE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:40.614612] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NNE.txt
[2025-11-28T20:26:40.614728] [INFO ] [sig       ] [2262/3606] Completed NNE in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:40.614764] [INFO ] [sig       ] [2263/3606] Forecasting NNI...
[2025-11-28T20:26:40.614792] [INFO ] [sig       ] Generating forecast for: NNI
[2025-11-28T20:26:40.614821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-11-28T20:26:40.625704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-11-28T20:26:40.625969] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-11-28T20:26:40.626715] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-11-28T20:26:40.626763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:40.626792] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:40.626818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:40.626872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:40.681376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:40.681960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:40.682032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:40.682063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:40.799199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:40.799339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:40.799376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:40.799402] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:40.802585] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=21.51%)
[2025-11-28T20:26:40.802839] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-11-28T20:26:40.802950] [INFO ] [sig       ] NNI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:40.941080] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NNI.txt
[2025-11-28T20:26:40.941207] [INFO ] [sig       ] [2263/3606] Completed NNI in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:40.941245] [INFO ] [sig       ] [2264/3606] Forecasting NNN...
[2025-11-28T20:26:40.941272] [INFO ] [sig       ] Generating forecast for: NNN
[2025-11-28T20:26:40.941302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-11-28T20:26:40.951994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-11-28T20:26:40.952271] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-11-28T20:26:40.953022] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-11-28T20:26:40.953070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:40.953101] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:40.953127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:40.953183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:41.010583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:41.011222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:41.011296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:41.011343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:41.128069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:41.128194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:41.128231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:41.128284] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:41.131651] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2025-11-28T20:26:41.131919] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-11-28T20:26:41.132037] [INFO ] [sig       ] NNN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:41.272528] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NNN.txt
[2025-11-28T20:26:41.272670] [INFO ] [sig       ] [2264/3606] Completed NNN in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:41.272709] [INFO ] [sig       ] [2265/3606] Forecasting NNOX...
[2025-11-28T20:26:41.272738] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-11-28T20:26:41.272769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-11-28T20:26:41.283706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-11-28T20:26:41.283980] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-11-28T20:26:41.284739] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-11-28T20:26:41.284787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:41.284817] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:41.284842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:41.284897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:41.340368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:41.340994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:41.341067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:41.341099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:41.462360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:41.462489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:41.462526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:41.462552] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:41.465742] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2025-11-28T20:26:41.465996] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-11-28T20:26:41.466109] [INFO ] [sig       ] NNOX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:41.603457] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NNOX.txt
[2025-11-28T20:26:41.603584] [INFO ] [sig       ] [2265/3606] Completed NNOX in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:41.603622] [INFO ] [sig       ] [2266/3606] Forecasting NNY...
[2025-11-28T20:26:41.603650] [INFO ] [sig       ] Generating forecast for: NNY
[2025-11-28T20:26:41.603679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-11-28T20:26:41.614488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-11-28T20:26:41.614806] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-11-28T20:26:41.615527] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-11-28T20:26:41.615597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:41.615630] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:41.615668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:41.615723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:41.670537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:41.671117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:41.671189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:41.671220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:41.774394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:41.774514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:41.774549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:41.774594] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:41.777751] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=79.28%)
[2025-11-28T20:26:41.778004] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-11-28T20:26:41.778132] [INFO ] [sig       ] NNY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:41.913676] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NNY.txt
[2025-11-28T20:26:41.913792] [INFO ] [sig       ] [2266/3606] Completed NNY in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:41.913828] [INFO ] [sig       ] [2267/3606] Forecasting NOA...
[2025-11-28T20:26:41.913857] [INFO ] [sig       ] Generating forecast for: NOA
[2025-11-28T20:26:41.913887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-11-28T20:26:41.924964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-11-28T20:26:41.925229] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-11-28T20:26:41.925970] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-11-28T20:26:41.926018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:41.926048] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:41.926073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:41.926127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:41.981854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:41.982449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:41.982523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:41.982556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:42.100421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:42.100511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:42.100547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:42.100591] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:42.103759] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-11-28T20:26:42.104010] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-11-28T20:26:42.104122] [INFO ] [sig       ] NOA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:42.241983] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NOA.txt
[2025-11-28T20:26:42.242104] [INFO ] [sig       ] [2267/3606] Completed NOA in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.5m
[2025-11-28T20:26:42.242140] [INFO ] [sig       ] [2268/3606] Forecasting NOAH...
[2025-11-28T20:26:42.242168] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-11-28T20:26:42.242197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-11-28T20:26:42.253016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-11-28T20:26:42.253304] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-11-28T20:26:42.254053] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-11-28T20:26:42.254100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:42.254131] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:42.254157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:42.254215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:42.308325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:42.308946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:42.309019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:42.309050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:42.428856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:42.428987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:42.429023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:42.429050] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:42.432392] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-11-28T20:26:42.432684] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-11-28T20:26:42.432805] [INFO ] [sig       ] NOAH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:42.567786] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NOAH.txt
[2025-11-28T20:26:42.567900] [INFO ] [sig       ] [2268/3606] Completed NOAH in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.5m
[2025-11-28T20:26:42.567937] [INFO ] [sig       ] [2269/3606] Forecasting NODK...
[2025-11-28T20:26:42.567966] [INFO ] [sig       ] Generating forecast for: NODK
[2025-11-28T20:26:42.567994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-11-28T20:26:42.577342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-11-28T20:26:42.577586] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-11-28T20:26:42.578313] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-11-28T20:26:42.578360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:42.578389] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:42.578414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:42.578472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:42.633510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:42.634109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:42.634181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:42.634211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:42.731121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:42.731235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:42.731271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:42.731298] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:42.734376] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=82.24%)
[2025-11-28T20:26:42.734646] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-11-28T20:26:42.734760] [INFO ] [sig       ] NODK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:42.869224] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NODK.txt
[2025-11-28T20:26:42.869339] [INFO ] [sig       ] [2269/3606] Completed NODK in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.5m
[2025-11-28T20:26:42.869376] [INFO ] [sig       ] [2270/3606] Forecasting NOG...
[2025-11-28T20:26:42.869404] [INFO ] [sig       ] Generating forecast for: NOG
[2025-11-28T20:26:42.869441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-11-28T20:26:42.880207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-11-28T20:26:42.880474] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-11-28T20:26:42.881198] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-11-28T20:26:42.881246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:42.881276] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:42.881301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:42.881355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:42.935554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:42.936128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:42.936203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:42.936233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:43.051491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:43.051640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:43.051679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:43.051706] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:43.054854] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-11-28T20:26:43.055116] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-11-28T20:26:43.055234] [INFO ] [sig       ] NOG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:43.188777] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NOG.txt
[2025-11-28T20:26:43.188893] [INFO ] [sig       ] [2270/3606] Completed NOG in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.5m
[2025-11-28T20:26:43.188929] [INFO ] [sig       ] [2271/3606] Forecasting NOMD...
[2025-11-28T20:26:43.188957] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-11-28T20:26:43.188986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-11-28T20:26:43.199877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-11-28T20:26:43.200149] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-11-28T20:26:43.200885] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-11-28T20:26:43.200933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:43.200962] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:43.200989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:43.201043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:43.255908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:43.256475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:43.256585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:43.256621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:43.372588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:43.372707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:43.372746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:43.372774] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:43.375950] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=9.27%)
[2025-11-28T20:26:43.376209] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-11-28T20:26:43.376323] [INFO ] [sig       ] NOMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:43.513975] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NOMD.txt
[2025-11-28T20:26:43.514106] [INFO ] [sig       ] [2271/3606] Completed NOMD in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:43.514143] [INFO ] [sig       ] [2272/3606] Forecasting NOTE...
[2025-11-28T20:26:43.514172] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-11-28T20:26:43.514201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-11-28T20:26:43.525037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-11-28T20:26:43.525396] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-11-28T20:26:43.526255] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-11-28T20:26:43.526306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:43.526340] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:43.526395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:43.526465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:43.583503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:43.584320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:43.584397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:43.584430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:43.706609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:43.706739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:43.706776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:43.706802] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:43.710000] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-11-28T20:26:43.710264] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-11-28T20:26:43.710380] [INFO ] [sig       ] NOTE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:43.846250] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NOTE.txt
[2025-11-28T20:26:43.846383] [INFO ] [sig       ] [2272/3606] Completed NOTE in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:43.846439] [INFO ] [sig       ] [2273/3606] Forecasting NPCE...
[2025-11-28T20:26:43.846471] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-11-28T20:26:43.846501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-11-28T20:26:43.857540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-11-28T20:26:43.857832] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-11-28T20:26:43.858633] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-11-28T20:26:43.858684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:43.858715] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:43.858742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:43.858797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:43.916281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:43.916909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:43.916985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:43.917017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:44.038551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:44.038702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:44.038739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:44.038768] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:44.041948] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-11-28T20:26:44.042199] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-11-28T20:26:44.042319] [INFO ] [sig       ] NPCE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:44.181091] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NPCE.txt
[2025-11-28T20:26:44.181223] [INFO ] [sig       ] [2273/3606] Completed NPCE in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:44.181264] [INFO ] [sig       ] [2274/3606] Forecasting NPFD...
[2025-11-28T20:26:44.181296] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-11-28T20:26:44.181326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-11-28T20:26:44.192856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-11-28T20:26:44.193185] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-11-28T20:26:44.193997] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-11-28T20:26:44.194046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:44.194076] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:44.194102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:44.194156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:44.249364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:44.250019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:44.250094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:44.250126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:44.369594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:44.369731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:44.369768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:44.369797] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:44.372967] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-11-28T20:26:44.373222] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-11-28T20:26:44.373336] [INFO ] [sig       ] NPFD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:44.508238] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NPFD.txt
[2025-11-28T20:26:44.508370] [INFO ] [sig       ] [2274/3606] Completed NPFD in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:44.508406] [INFO ] [sig       ] [2275/3606] Forecasting NPK...
[2025-11-28T20:26:44.508435] [INFO ] [sig       ] Generating forecast for: NPK
[2025-11-28T20:26:44.508465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-11-28T20:26:44.519745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-11-28T20:26:44.520072] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-11-28T20:26:44.520896] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-11-28T20:26:44.520946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:44.520977] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:44.521004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:44.521059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:44.577567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:44.578166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:44.578241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:44.578276] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:44.698852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:44.698973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:44.699011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:44.699039] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:44.702174] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-11-28T20:26:44.702430] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-11-28T20:26:44.702543] [INFO ] [sig       ] NPK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:44.838118] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NPK.txt
[2025-11-28T20:26:44.838230] [INFO ] [sig       ] [2275/3606] Completed NPK in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:44.838269] [INFO ] [sig       ] [2276/3606] Forecasting NPO...
[2025-11-28T20:26:44.838298] [INFO ] [sig       ] Generating forecast for: NPO
[2025-11-28T20:26:44.838327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-11-28T20:26:44.849456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-11-28T20:26:44.849774] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-11-28T20:26:44.850534] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-11-28T20:26:44.850603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:44.850639] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:44.850666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:44.850723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:44.907020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:44.907631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:44.907706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:44.907738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:45.024907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:45.025048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:45.025085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:45.025112] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:45.028303] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-11-28T20:26:45.028558] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-11-28T20:26:45.028700] [INFO ] [sig       ] NPO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:45.165219] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NPO.txt
[2025-11-28T20:26:45.165340] [INFO ] [sig       ] [2276/3606] Completed NPO in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:45.165377] [INFO ] [sig       ] [2277/3606] Forecasting NQP...
[2025-11-28T20:26:45.165405] [INFO ] [sig       ] Generating forecast for: NQP
[2025-11-28T20:26:45.165434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-11-28T20:26:45.176186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-11-28T20:26:45.176488] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-11-28T20:26:45.177271] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-11-28T20:26:45.177322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:45.177354] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:45.177381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:45.177436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:45.232483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:45.233097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:45.233172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:45.233204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:45.349700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:45.349835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:45.349871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:45.349898] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:45.353073] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=82.54%)
[2025-11-28T20:26:45.353334] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-11-28T20:26:45.353451] [INFO ] [sig       ] NQP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:45.487899] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NQP.txt
[2025-11-28T20:26:45.488049] [INFO ] [sig       ] [2277/3606] Completed NQP in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:45.488093] [INFO ] [sig       ] [2278/3606] Forecasting NRC...
[2025-11-28T20:26:45.488122] [INFO ] [sig       ] Generating forecast for: NRC
[2025-11-28T20:26:45.488151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-11-28T20:26:45.499794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-11-28T20:26:45.500103] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-11-28T20:26:45.500931] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-11-28T20:26:45.500981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:45.501037] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:45.501064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:45.501120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:45.556137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:45.556812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:45.556887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:45.556920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:45.673623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:45.673765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:45.673801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:45.673828] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:45.677013] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-11-28T20:26:45.677273] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-11-28T20:26:45.677387] [INFO ] [sig       ] NRC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:45.812201] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NRC.txt
[2025-11-28T20:26:45.812328] [INFO ] [sig       ] [2278/3606] Completed NRC in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:45.812366] [INFO ] [sig       ] [2279/3606] Forecasting NRDS...
[2025-11-28T20:26:45.812395] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-11-28T20:26:45.812424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-11-28T20:26:45.823337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-11-28T20:26:45.823669] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-11-28T20:26:45.824388] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-11-28T20:26:45.824447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:45.824478] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:45.824503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:45.824556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:45.878755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:45.879399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:45.879476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:45.879507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:45.994317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:45.994438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:45.994474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:45.994500] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:45.997693] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=70.99%)
[2025-11-28T20:26:45.997949] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-11-28T20:26:45.998088] [INFO ] [sig       ] NRDS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:46.134962] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NRDS.txt
[2025-11-28T20:26:46.135096] [INFO ] [sig       ] [2279/3606] Completed NRDS in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:46.135135] [INFO ] [sig       ] [2280/3606] Forecasting NREF...
[2025-11-28T20:26:46.135164] [INFO ] [sig       ] Generating forecast for: NREF
[2025-11-28T20:26:46.135192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-11-28T20:26:46.146364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-11-28T20:26:46.146670] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-11-28T20:26:46.147399] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-11-28T20:26:46.147448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:46.147479] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:46.147505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:46.147561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:46.201703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:46.202325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:46.202397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:46.202428] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:46.317667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:46.317809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:46.317845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:46.317872] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:46.321210] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-11-28T20:26:46.321474] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-11-28T20:26:46.321607] [INFO ] [sig       ] NREF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:46.455694] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NREF.txt
[2025-11-28T20:26:46.455852] [INFO ] [sig       ] [2280/3606] Completed NREF in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:46.455891] [INFO ] [sig       ] [2281/3606] Forecasting NRG...
[2025-11-28T20:26:46.455922] [INFO ] [sig       ] Generating forecast for: NRG
[2025-11-28T20:26:46.455953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-11-28T20:26:46.468741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-11-28T20:26:46.469108] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-11-28T20:26:46.469930] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-11-28T20:26:46.469978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:46.470007] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:46.470032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:46.470086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:46.524655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:46.525262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:46.525336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:46.525367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:46.645227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:46.645364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:46.645400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:46.645455] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:46.648697] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-11-28T20:26:46.648960] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-11-28T20:26:46.649077] [INFO ] [sig       ] NRG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:46.782636] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NRG.txt
[2025-11-28T20:26:46.782760] [INFO ] [sig       ] [2281/3606] Completed NRG in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:46.782797] [INFO ] [sig       ] [2282/3606] Forecasting NRIM...
[2025-11-28T20:26:46.782825] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-11-28T20:26:46.782856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-11-28T20:26:46.793725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-11-28T20:26:46.794033] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-11-28T20:26:46.794771] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-11-28T20:26:46.794819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:46.794848] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:46.794873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:46.794927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:46.849149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:46.849819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:46.849891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:46.849922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:46.969982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:46.970123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:46.970161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:46.970187] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:46.973363] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=38.72%)
[2025-11-28T20:26:46.973641] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-11-28T20:26:46.973758] [INFO ] [sig       ] NRIM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:47.107848] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NRIM.txt
[2025-11-28T20:26:47.107973] [INFO ] [sig       ] [2282/3606] Completed NRIM in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:47.108039] [INFO ] [sig       ] [2283/3606] Forecasting NRIX...
[2025-11-28T20:26:47.108071] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-11-28T20:26:47.108101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-11-28T20:26:47.119819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-11-28T20:26:47.120099] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-11-28T20:26:47.120835] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-11-28T20:26:47.120882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:47.120911] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:47.120937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:47.120991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:47.175015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:47.175634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:47.175708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:47.175738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:47.297248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:47.297393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:47.297431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:47.297459] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:47.300684] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=37.19%)
[2025-11-28T20:26:47.300935] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-11-28T20:26:47.301048] [INFO ] [sig       ] NRIX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:47.435549] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NRIX.txt
[2025-11-28T20:26:47.435670] [INFO ] [sig       ] [2283/3606] Completed NRIX in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:47.435707] [INFO ] [sig       ] [2284/3606] Forecasting NRK...
[2025-11-28T20:26:47.435736] [INFO ] [sig       ] Generating forecast for: NRK
[2025-11-28T20:26:47.435766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-11-28T20:26:47.446564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-11-28T20:26:47.446845] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-11-28T20:26:47.447558] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-11-28T20:26:47.447623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:47.447653] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:47.447678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:47.447732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:47.502277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:47.502887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:47.502962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:47.502993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:47.618484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:47.618604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:47.618640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:47.618668] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:47.621810] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-11-28T20:26:47.622067] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-11-28T20:26:47.622202] [INFO ] [sig       ] NRK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:47.763169] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NRK.txt
[2025-11-28T20:26:47.763298] [INFO ] [sig       ] [2284/3606] Completed NRK in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:47.763337] [INFO ] [sig       ] [2285/3606] Forecasting NRP...
[2025-11-28T20:26:47.763366] [INFO ] [sig       ] Generating forecast for: NRP
[2025-11-28T20:26:47.763396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-11-28T20:26:47.775384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-11-28T20:26:47.775749] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-11-28T20:26:47.776562] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-11-28T20:26:47.776631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:47.776663] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:47.776690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:47.776747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:47.842882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:47.843658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:47.843736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:47.843769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:47.958791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:47.958917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:47.958953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:47.958980] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:47.962705] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2025-11-28T20:26:47.962968] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-11-28T20:26:47.963084] [INFO ] [sig       ] NRP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:48.102951] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NRP.txt
[2025-11-28T20:26:48.103098] [INFO ] [sig       ] [2285/3606] Completed NRP in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:48.103137] [INFO ] [sig       ] [2286/3606] Forecasting NRUC...
[2025-11-28T20:26:48.103167] [INFO ] [sig       ] Generating forecast for: NRUC
[2025-11-28T20:26:48.103196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'.
[2025-11-28T20:26:48.114790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRUC'.
[2025-11-28T20:26:48.115150] [INFO ] [FORECASTER] Starting predict_future for NRUC
[2025-11-28T20:26:48.115928] [DEBUG] [LOCAL     ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt
[2025-11-28T20:26:48.115977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:48.116009] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:48.116035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:48.116090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:48.178263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:48.179204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:48.179287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:48.179320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:48.309484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:48.309663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:48.309729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:48.309765] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:48.314243] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-11-28T20:26:48.314664] [INFO ] [FORECASTER] Completed predict_future for NRUC
[2025-11-28T20:26:48.314827] [INFO ] [sig       ] NRUC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:48.511982] [INFO ] [LOCAL     ] Saved forecast: NRUC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NRUC.txt
[2025-11-28T20:26:48.512197] [INFO ] [sig       ] [2286/3606] Completed NRUC in 0.4s | 2.99 sym/s | Total: 12.7m | ETA: 7.4m
[2025-11-28T20:26:48.512250] [INFO ] [sig       ] [2287/3606] Forecasting NRXP...
[2025-11-28T20:26:48.512288] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-11-28T20:26:48.512326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-11-28T20:26:48.531029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-11-28T20:26:48.531779] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-11-28T20:26:48.533202] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-11-28T20:26:48.533280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:48.533325] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:48.533363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:48.533448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:48.622368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:48.623924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:48.624082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:48.624136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:48.778731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:48.778899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:48.778940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:48.778967] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:48.782824] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=75.05%)
[2025-11-28T20:26:48.783316] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-11-28T20:26:48.783529] [INFO ] [sig       ] NRXP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:48.962038] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NRXP.txt
[2025-11-28T20:26:48.962202] [INFO ] [sig       ] [2287/3606] Completed NRXP in 0.4s | 2.99 sym/s | Total: 12.8m | ETA: 7.4m
[2025-11-28T20:26:48.962244] [INFO ] [sig       ] [2288/3606] Forecasting NSC...
[2025-11-28T20:26:48.962276] [INFO ] [sig       ] Generating forecast for: NSC
[2025-11-28T20:26:48.962305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-11-28T20:26:48.977620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-11-28T20:26:48.978296] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-11-28T20:26:48.979416] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-11-28T20:26:48.979475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:48.979509] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:48.979535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:48.979624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:49.054677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:49.056228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:49.056487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:49.056543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:49.204277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:49.204504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:49.204566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:49.204638] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:49.210025] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=34.25%)
[2025-11-28T20:26:49.210517] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-11-28T20:26:49.210734] [INFO ] [sig       ] NSC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:49.380974] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NSC.txt
[2025-11-28T20:26:49.381226] [INFO ] [sig       ] [2288/3606] Completed NSC in 0.4s | 2.99 sym/s | Total: 12.8m | ETA: 7.4m
[2025-11-28T20:26:49.381282] [INFO ] [sig       ] [2289/3606] Forecasting NSP...
[2025-11-28T20:26:49.381314] [INFO ] [sig       ] Generating forecast for: NSP
[2025-11-28T20:26:49.381346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-11-28T20:26:49.394622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-11-28T20:26:49.395082] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-11-28T20:26:49.396303] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-11-28T20:26:49.396368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:49.396405] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:49.396640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:49.396701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:49.462035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:49.462904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:49.462989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:49.463021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:49.588833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:49.588980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:49.589020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:49.589050] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:49.592434] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-11-28T20:26:49.592721] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-11-28T20:26:49.592841] [INFO ] [sig       ] NSP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:49.733391] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NSP.txt
[2025-11-28T20:26:49.733544] [INFO ] [sig       ] [2289/3606] Completed NSP in 0.4s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:49.733605] [INFO ] [sig       ] [2290/3606] Forecasting NSSC...
[2025-11-28T20:26:49.733636] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-11-28T20:26:49.733667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-11-28T20:26:49.746296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-11-28T20:26:49.746707] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-11-28T20:26:49.747459] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-11-28T20:26:49.747509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:49.747554] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:49.747601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:49.747658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:49.803456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:49.804308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:49.804393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:49.804425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:49.926628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:49.926773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:49.926809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:49.926836] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:49.930107] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=16.25%)
[2025-11-28T20:26:49.930382] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-11-28T20:26:49.930515] [INFO ] [sig       ] NSSC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:50.067417] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NSSC.txt
[2025-11-28T20:26:50.067568] [INFO ] [sig       ] [2290/3606] Completed NSSC in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:50.067627] [INFO ] [sig       ] [2291/3606] Forecasting NTAP...
[2025-11-28T20:26:50.067657] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-11-28T20:26:50.067687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-11-28T20:26:50.079778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-11-28T20:26:50.080102] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-11-28T20:26:50.080845] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-11-28T20:26:50.080893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:50.080924] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:50.080950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:50.081004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:50.136100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:50.136748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:50.136821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:50.136852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:50.258495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:50.258669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:50.258708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:50.258735] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:50.262036] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-11-28T20:26:50.262291] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-11-28T20:26:50.262405] [INFO ] [sig       ] NTAP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:50.398409] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NTAP.txt
[2025-11-28T20:26:50.398560] [INFO ] [sig       ] [2291/3606] Completed NTAP in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:50.398618] [INFO ] [sig       ] [2292/3606] Forecasting NTB...
[2025-11-28T20:26:50.398648] [INFO ] [sig       ] Generating forecast for: NTB
[2025-11-28T20:26:50.398678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-11-28T20:26:50.410184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-11-28T20:26:50.410489] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-11-28T20:26:50.411240] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-11-28T20:26:50.411288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:50.411318] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:50.411343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:50.411397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:50.468679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:50.469390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:50.469481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:50.469521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:50.585902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:50.586047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:50.586085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:50.586113] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:50.589413] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-11-28T20:26:50.589689] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-11-28T20:26:50.589805] [INFO ] [sig       ] NTB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:50.726821] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NTB.txt
[2025-11-28T20:26:50.726952] [INFO ] [sig       ] [2292/3606] Completed NTB in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:50.726991] [INFO ] [sig       ] [2293/3606] Forecasting NTES...
[2025-11-28T20:26:50.727021] [INFO ] [sig       ] Generating forecast for: NTES
[2025-11-28T20:26:50.727051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-11-28T20:26:50.738967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-11-28T20:26:50.739261] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-11-28T20:26:50.740020] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-11-28T20:26:50.740070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:50.740102] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:50.740129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:50.740185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:50.798569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:50.799409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:50.799493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:50.799526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:50.924118] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:50.924271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:50.924311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:50.924339] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:50.927781] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2025-11-28T20:26:50.928087] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-11-28T20:26:50.928207] [INFO ] [sig       ] NTES: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:51.069816] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NTES.txt
[2025-11-28T20:26:51.069964] [INFO ] [sig       ] [2293/3606] Completed NTES in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:51.070009] [INFO ] [sig       ] [2294/3606] Forecasting NTIC...
[2025-11-28T20:26:51.070078] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-11-28T20:26:51.070110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-11-28T20:26:51.081485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-11-28T20:26:51.081822] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-11-28T20:26:51.082553] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-11-28T20:26:51.082626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:51.082657] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:51.082684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:51.082739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:51.137354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:51.137968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:51.138051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:51.138084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:51.241752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:51.241875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:51.241912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:51.241940] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:51.245057] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-11-28T20:26:51.245305] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-11-28T20:26:51.245421] [INFO ] [sig       ] NTIC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:51.381963] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NTIC.txt
[2025-11-28T20:26:51.382126] [INFO ] [sig       ] [2294/3606] Completed NTIC in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:51.382166] [INFO ] [sig       ] [2295/3606] Forecasting NTLA...
[2025-11-28T20:26:51.382197] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-11-28T20:26:51.382227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-11-28T20:26:51.394167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-11-28T20:26:51.394464] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-11-28T20:26:51.395229] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-11-28T20:26:51.395279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:51.395333] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:51.395361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:51.395417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:51.452297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:51.453110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:51.453200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:51.453235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:51.577947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:51.578124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:51.578162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:51.578190] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:51.581565] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-11-28T20:26:51.581931] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-11-28T20:26:51.582074] [INFO ] [sig       ] NTLA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:51.721008] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NTLA.txt
[2025-11-28T20:26:51.721134] [INFO ] [sig       ] [2295/3606] Completed NTLA in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:51.721173] [INFO ] [sig       ] [2296/3606] Forecasting NTNX...
[2025-11-28T20:26:51.721201] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-11-28T20:26:51.721231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-11-28T20:26:51.732907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-11-28T20:26:51.733266] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-11-28T20:26:51.734077] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-11-28T20:26:51.734126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:51.734158] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:51.734185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:51.734241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:51.790280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:51.791041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:51.791120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:51.791152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:51.912922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:51.913069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:51.913107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:51.913135] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:51.916393] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-11-28T20:26:51.916688] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-11-28T20:26:51.916802] [INFO ] [sig       ] NTNX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:52.059848] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NTNX.txt
[2025-11-28T20:26:52.059996] [INFO ] [sig       ] [2296/3606] Completed NTNX in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:52.060036] [INFO ] [sig       ] [2297/3606] Forecasting NTRA...
[2025-11-28T20:26:52.060065] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-11-28T20:26:52.060094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-11-28T20:26:52.071620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-11-28T20:26:52.071937] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-11-28T20:26:52.072715] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-11-28T20:26:52.072764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:52.072795] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:52.072821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:52.072875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:52.127081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:52.127770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:52.127846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:52.127876] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:52.248993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:52.249159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:52.249219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:52.249278] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:52.252876] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=22.19%)
[2025-11-28T20:26:52.253151] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-11-28T20:26:52.253274] [INFO ] [sig       ] NTRA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:52.393996] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NTRA.txt
[2025-11-28T20:26:52.394189] [INFO ] [sig       ] [2297/3606] Completed NTRA in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:52.394246] [INFO ] [sig       ] [2298/3606] Forecasting NTRB...
[2025-11-28T20:26:52.394279] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-11-28T20:26:52.394315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-11-28T20:26:52.408752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-11-28T20:26:52.409262] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-11-28T20:26:52.410224] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-11-28T20:26:52.410278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:52.410312] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:52.410339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:52.410406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:52.469525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:52.470468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:52.470557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:52.470610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:52.583771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:52.583925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:52.583964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:52.584022] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:52.587414] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=10.24%)
[2025-11-28T20:26:52.587701] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-11-28T20:26:52.587819] [INFO ] [sig       ] NTRB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:52.726979] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NTRB.txt
[2025-11-28T20:26:52.727105] [INFO ] [sig       ] [2298/3606] Completed NTRB in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:52.727143] [INFO ] [sig       ] [2299/3606] Forecasting NTRS...
[2025-11-28T20:26:52.727171] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-11-28T20:26:52.727200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-11-28T20:26:52.739613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-11-28T20:26:52.739974] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-11-28T20:26:52.740765] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-11-28T20:26:52.740817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:52.740848] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:52.740873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:52.740928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:52.799429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:52.800272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:52.800380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:52.800441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:52.923787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:52.923940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:52.923978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:52.924006] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:52.927483] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-11-28T20:26:52.927766] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-11-28T20:26:52.927887] [INFO ] [sig       ] NTRS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:53.068656] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NTRS.txt
[2025-11-28T20:26:53.068807] [INFO ] [sig       ] [2299/3606] Completed NTRS in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:53.068847] [INFO ] [sig       ] [2300/3606] Forecasting NTRSO...
[2025-11-28T20:26:53.068875] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-11-28T20:26:53.068904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-11-28T20:26:53.080072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-11-28T20:26:53.080371] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-11-28T20:26:53.081155] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-11-28T20:26:53.081204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:53.081236] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:53.081261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:53.081317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:53.138653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:53.139352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:53.139430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:53.139462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:53.265107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:53.265264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:53.265308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:53.265348] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:53.268836] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=84.97%)
[2025-11-28T20:26:53.269111] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-11-28T20:26:53.269232] [INFO ] [sig       ] NTRSO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:53.412753] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NTRSO.txt
[2025-11-28T20:26:53.412897] [INFO ] [sig       ] [2300/3606] Completed NTRSO in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:53.412936] [INFO ] [sig       ] [2301/3606] Forecasting NUKK...
[2025-11-28T20:26:53.412965] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-11-28T20:26:53.412996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-11-28T20:26:53.424732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-11-28T20:26:53.425053] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-11-28T20:26:53.425797] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-11-28T20:26:53.425846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:53.425876] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:53.425926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:53.425984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:53.480998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:53.481607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:53.481684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:53.481715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:53.597966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:53.598138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:53.598179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:53.598217] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:53.602779] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-11-28T20:26:53.603201] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-11-28T20:26:53.603370] [INFO ] [sig       ] NUKK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:53.744295] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NUKK.txt
[2025-11-28T20:26:53.744423] [INFO ] [sig       ] [2301/3606] Completed NUKK in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:53.744463] [INFO ] [sig       ] [2302/3606] Forecasting NUS...
[2025-11-28T20:26:53.744494] [INFO ] [sig       ] Generating forecast for: NUS
[2025-11-28T20:26:53.744523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-11-28T20:26:53.756365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-11-28T20:26:53.756753] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-11-28T20:26:53.757604] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-11-28T20:26:53.757658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:53.757690] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:53.757716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:53.757775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:53.815902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:53.816695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:53.816776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:53.816807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:53.941018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:53.941180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:53.941220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:53.941248] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:53.944719] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2025-11-28T20:26:53.944988] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-11-28T20:26:53.945119] [INFO ] [sig       ] NUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:54.083973] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NUS.txt
[2025-11-28T20:26:54.084111] [INFO ] [sig       ] [2302/3606] Completed NUS in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:54.084148] [INFO ] [sig       ] [2303/3606] Forecasting NUTX...
[2025-11-28T20:26:54.084178] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-11-28T20:26:54.084208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-11-28T20:26:54.095972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-11-28T20:26:54.096379] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-11-28T20:26:54.097209] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-11-28T20:26:54.097259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:54.097289] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:54.097314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:54.097368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:54.152941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:54.153845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:54.153934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:54.153969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:54.273535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:54.273708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:54.273751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:54.273778] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:54.277056] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-11-28T20:26:54.277313] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-11-28T20:26:54.277429] [INFO ] [sig       ] NUTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:54.414180] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NUTX.txt
[2025-11-28T20:26:54.414338] [INFO ] [sig       ] [2303/3606] Completed NUTX in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.3m
[2025-11-28T20:26:54.414382] [INFO ] [sig       ] [2304/3606] Forecasting NUVB...
[2025-11-28T20:26:54.414415] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-11-28T20:26:54.414448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-11-28T20:26:54.425476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-11-28T20:26:54.425835] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-11-28T20:26:54.426561] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-11-28T20:26:54.426626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:54.426656] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:54.426681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:54.426736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:54.481041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:54.481745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:54.481821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:54.481852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:54.601166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:54.601308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:54.601345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:54.601372] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:54.604646] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=14.54%)
[2025-11-28T20:26:54.604903] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-11-28T20:26:54.605015] [INFO ] [sig       ] NUVB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:54.743865] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NUVB.txt
[2025-11-28T20:26:54.743998] [INFO ] [sig       ] [2304/3606] Completed NUVB in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.3m
[2025-11-28T20:26:54.744036] [INFO ] [sig       ] [2305/3606] Forecasting NUVL...
[2025-11-28T20:26:54.744064] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-11-28T20:26:54.744100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-11-28T20:26:54.757519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-11-28T20:26:54.758010] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-11-28T20:26:54.758979] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-11-28T20:26:54.759037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:54.759071] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:54.759101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:54.759163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:54.817196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:54.818321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:54.818463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:54.818498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:54.942307] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:54.942523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:54.942565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:54.942614] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:54.946236] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=33.39%)
[2025-11-28T20:26:54.946520] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-11-28T20:26:54.946662] [INFO ] [sig       ] NUVL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:55.091038] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NUVL.txt
[2025-11-28T20:26:55.091244] [INFO ] [sig       ] [2305/3606] Completed NUVL in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.3m
[2025-11-28T20:26:55.091286] [INFO ] [sig       ] [2306/3606] Forecasting NUWE...
[2025-11-28T20:26:55.091317] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-11-28T20:26:55.091347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-11-28T20:26:55.104470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-11-28T20:26:55.104953] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-11-28T20:26:55.105808] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-11-28T20:26:55.105859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:55.105889] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:55.105914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:55.105970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:55.164679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:55.165701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:55.165801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:55.165840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:55.288386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:55.288544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:55.288599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:55.288630] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:55.292056] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=59.97%)
[2025-11-28T20:26:55.292356] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-11-28T20:26:55.292485] [INFO ] [sig       ] NUWE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:55.432512] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NUWE.txt
[2025-11-28T20:26:55.432680] [INFO ] [sig       ] [2306/3606] Completed NUWE in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.3m
[2025-11-28T20:26:55.432723] [INFO ] [sig       ] [2307/3606] Forecasting NVA...
[2025-11-28T20:26:55.432754] [INFO ] [sig       ] Generating forecast for: NVA
[2025-11-28T20:26:55.432785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'.
[2025-11-28T20:26:55.446808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVA'.
[2025-11-28T20:26:55.447357] [INFO ] [FORECASTER] Starting predict_future for NVA
[2025-11-28T20:26:55.448310] [DEBUG] [LOCAL     ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt
[2025-11-28T20:26:55.448364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:55.448396] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:55.448425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:55.448481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:55.504913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:55.506149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:55.506261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:55.506294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:55.627017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:55.627240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:55.627282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:55.627309] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:55.631018] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-11-28T20:26:55.631303] [INFO ] [FORECASTER] Completed predict_future for NVA
[2025-11-28T20:26:55.631427] [INFO ] [sig       ] NVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:55.769429] [INFO ] [LOCAL     ] Saved forecast: NVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NVA.txt
[2025-11-28T20:26:55.769646] [INFO ] [sig       ] [2307/3606] Completed NVA in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:55.769688] [INFO ] [sig       ] [2308/3606] Forecasting NVAX...
[2025-11-28T20:26:55.769718] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-11-28T20:26:55.769749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-11-28T20:26:55.782926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-11-28T20:26:55.783359] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-11-28T20:26:55.784264] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-11-28T20:26:55.784316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:55.784349] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:55.784375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:55.784431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:55.840462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:55.841606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:55.841701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:55.841735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:55.964529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:55.964796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:55.964843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:55.964899] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:55.968922] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=44.35%)
[2025-11-28T20:26:55.969245] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-11-28T20:26:55.969387] [INFO ] [sig       ] NVAX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:56.116914] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVAX.txt
[2025-11-28T20:26:56.117157] [INFO ] [sig       ] [2308/3606] Completed NVAX in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:56.117214] [INFO ] [sig       ] [2309/3606] Forecasting NVD...
[2025-11-28T20:26:56.117262] [INFO ] [sig       ] Generating forecast for: NVD
[2025-11-28T20:26:56.117311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-11-28T20:26:56.130772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-11-28T20:26:56.131311] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-11-28T20:26:56.132189] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-11-28T20:26:56.132242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:56.132275] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:56.132303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:56.132361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:56.190718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:56.191887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:56.191988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:56.192027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:56.311412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:56.311661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:56.311703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:56.311732] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:56.315378] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2025-11-28T20:26:56.315692] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-11-28T20:26:56.315820] [INFO ] [sig       ] NVD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:56.454321] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVD.txt
[2025-11-28T20:26:56.454542] [INFO ] [sig       ] [2309/3606] Completed NVD in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:56.454602] [INFO ] [sig       ] [2310/3606] Forecasting NVDA...
[2025-11-28T20:26:56.454634] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-11-28T20:26:56.454668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-11-28T20:26:56.467940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-11-28T20:26:56.468493] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-11-28T20:26:56.469339] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-11-28T20:26:56.469389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:56.469433] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:56.469461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:56.469516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:56.526139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:56.527195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:56.527292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:56.527330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:56.656371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:56.656602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:56.656646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:56.656674] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:56.660472] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=68.75%)
[2025-11-28T20:26:56.660789] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-11-28T20:26:56.660924] [INFO ] [sig       ] NVDA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:56.799815] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NVDA.txt
[2025-11-28T20:26:56.800009] [INFO ] [sig       ] [2310/3606] Completed NVDA in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:56.800053] [INFO ] [sig       ] [2311/3606] Forecasting NVDD...
[2025-11-28T20:26:56.800084] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-11-28T20:26:56.800115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-11-28T20:26:56.813043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-11-28T20:26:56.813503] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-11-28T20:26:56.814332] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-11-28T20:26:56.814381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:56.814413] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:56.814437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:56.814493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:56.869411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:56.870500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:56.870608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:56.870643] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:56.995386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:56.995666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:56.995732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:56.995764] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:57.000023] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-11-28T20:26:57.000388] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-11-28T20:26:57.000549] [INFO ] [sig       ] NVDD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:57.143326] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NVDD.txt
[2025-11-28T20:26:57.143483] [INFO ] [sig       ] [2311/3606] Completed NVDD in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:57.143524] [INFO ] [sig       ] [2312/3606] Forecasting NVDL...
[2025-11-28T20:26:57.143555] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-11-28T20:26:57.143602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-11-28T20:26:57.154889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-11-28T20:26:57.155174] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-11-28T20:26:57.155958] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-11-28T20:26:57.156008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:57.156066] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:57.156093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:57.156160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:57.212750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:57.213657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:57.213741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:57.213774] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:57.340341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:57.340501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:57.340541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:57.340594] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:57.344159] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=25.40%)
[2025-11-28T20:26:57.344455] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-11-28T20:26:57.344609] [INFO ] [sig       ] NVDL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:57.487711] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVDL.txt
[2025-11-28T20:26:57.487870] [INFO ] [sig       ] [2312/3606] Completed NVDL in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:57.487910] [INFO ] [sig       ] [2313/3606] Forecasting NVDS...
[2025-11-28T20:26:57.487942] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-11-28T20:26:57.487973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-11-28T20:26:57.501684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-11-28T20:26:57.502076] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-11-28T20:26:57.502927] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-11-28T20:26:57.502977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:57.503009] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:57.503034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:57.503088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:57.558764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:57.559436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:57.559519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:57.559552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:57.679745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:57.679901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:57.679941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:57.679969] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:57.683228] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2025-11-28T20:26:57.683488] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-11-28T20:26:57.683625] [INFO ] [sig       ] NVDS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:57.818037] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVDS.txt
[2025-11-28T20:26:57.818221] [INFO ] [sig       ] [2313/3606] Completed NVDS in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:57.818264] [INFO ] [sig       ] [2314/3606] Forecasting NVEC...
[2025-11-28T20:26:57.818295] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-11-28T20:26:57.818325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-11-28T20:26:57.832317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-11-28T20:26:57.832913] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-11-28T20:26:57.833865] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-11-28T20:26:57.833939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:57.833973] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:57.834001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:57.834063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:57.894530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:57.895705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:57.895840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:57.895875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:58.021997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:58.022158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:58.022196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:58.022225] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:58.025697] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2025-11-28T20:26:58.025989] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-11-28T20:26:58.026120] [INFO ] [sig       ] NVEC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:58.164763] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVEC.txt
[2025-11-28T20:26:58.164890] [INFO ] [sig       ] [2314/3606] Completed NVEC in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:58.164928] [INFO ] [sig       ] [2315/3606] Forecasting NVG...
[2025-11-28T20:26:58.164956] [INFO ] [sig       ] Generating forecast for: NVG
[2025-11-28T20:26:58.164987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-11-28T20:26:58.176437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-11-28T20:26:58.176748] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-11-28T20:26:58.177524] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-11-28T20:26:58.177595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:58.177634] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:58.177661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:58.177716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:58.234052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:58.234705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:58.234782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:58.234816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:58.356051] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:58.356198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:58.356236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:58.356301] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:58.359738] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-11-28T20:26:58.359998] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-11-28T20:26:58.360112] [INFO ] [sig       ] NVG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:58.494157] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVG.txt
[2025-11-28T20:26:58.494279] [INFO ] [sig       ] [2315/3606] Completed NVG in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:58.494316] [INFO ] [sig       ] [2316/3606] Forecasting NVGS...
[2025-11-28T20:26:58.494345] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-11-28T20:26:58.494373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-11-28T20:26:58.506960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-11-28T20:26:58.507257] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-11-28T20:26:58.508047] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-11-28T20:26:58.508105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:58.508142] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:58.508171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:58.508228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:58.563361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:58.563968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:58.564043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:58.564074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:58.683424] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:58.683591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:58.683629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:58.683657] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:58.686849] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-11-28T20:26:58.687104] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-11-28T20:26:58.687217] [INFO ] [sig       ] NVGS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:58.822143] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVGS.txt
[2025-11-28T20:26:58.822274] [INFO ] [sig       ] [2316/3606] Completed NVGS in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:58.822311] [INFO ] [sig       ] [2317/3606] Forecasting NVMI...
[2025-11-28T20:26:58.822339] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-11-28T20:26:58.822369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-11-28T20:26:58.833863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-11-28T20:26:58.834125] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-11-28T20:26:58.834892] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-11-28T20:26:58.834942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:58.834974] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:58.835001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:58.835059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:58.889809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:58.890406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:58.890479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:58.890509] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:59.007834] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:59.007976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:59.008012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:59.008074] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:59.011379] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-11-28T20:26:59.011660] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-11-28T20:26:59.011775] [INFO ] [sig       ] NVMI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:59.146773] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVMI.txt
[2025-11-28T20:26:59.146907] [INFO ] [sig       ] [2317/3606] Completed NVMI in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:59.146944] [INFO ] [sig       ] [2318/3606] Forecasting NVO...
[2025-11-28T20:26:59.146973] [INFO ] [sig       ] Generating forecast for: NVO
[2025-11-28T20:26:59.147002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-11-28T20:26:59.158841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-11-28T20:26:59.159102] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-11-28T20:26:59.159830] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-11-28T20:26:59.159878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:59.159908] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:59.159933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:59.159988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:59.217053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:59.217663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:59.217735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:59.217766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:59.335200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:59.335350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:59.335388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:59.335416] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:59.338849] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-11-28T20:26:59.339106] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-11-28T20:26:59.339219] [INFO ] [sig       ] NVO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:26:59.473414] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NVO.txt
[2025-11-28T20:26:59.473564] [INFO ] [sig       ] [2318/3606] Completed NVO in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:59.473622] [INFO ] [sig       ] [2319/3606] Forecasting NVRI...
[2025-11-28T20:26:59.473651] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-11-28T20:26:59.473683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-11-28T20:26:59.484707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-11-28T20:26:59.485040] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-11-28T20:26:59.485778] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-11-28T20:26:59.485827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:59.485857] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:59.485883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:59.485937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:59.540354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:59.541156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:59.541232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:59.541262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:59.660922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:59.661074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:59.661112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:59.661141] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:59.664620] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=18.69%)
[2025-11-28T20:26:59.664920] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-11-28T20:26:59.665042] [INFO ] [sig       ] NVRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:26:59.804557] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVRI.txt
[2025-11-28T20:26:59.804708] [INFO ] [sig       ] [2319/3606] Completed NVRI in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:26:59.804747] [INFO ] [sig       ] [2320/3606] Forecasting NVS...
[2025-11-28T20:26:59.804777] [INFO ] [sig       ] Generating forecast for: NVS
[2025-11-28T20:26:59.804807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-11-28T20:26:59.816561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-11-28T20:26:59.816898] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-11-28T20:26:59.817651] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-11-28T20:26:59.817699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:26:59.817729] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:26:59.817755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:26:59.817809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:26:59.873090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:26:59.874106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:26:59.874194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:26:59.874226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:26:59.996006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:26:59.996154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:26:59.996193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:26:59.996220] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:26:59.999557] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-11-28T20:26:59.999839] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-11-28T20:26:59.999956] [INFO ] [sig       ] NVS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:00.136837] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVS.txt
[2025-11-28T20:27:00.137009] [INFO ] [sig       ] [2320/3606] Completed NVS in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:27:00.137050] [INFO ] [sig       ] [2321/3606] Forecasting NVTS...
[2025-11-28T20:27:00.137078] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-11-28T20:27:00.137107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-11-28T20:27:00.149542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-11-28T20:27:00.149859] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-11-28T20:27:00.150596] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-11-28T20:27:00.150644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:00.150674] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:00.150699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:00.150754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:00.205998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:00.206859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:00.206941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:00.206974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:00.322825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:00.322995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:00.323034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:00.323062] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:00.326276] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=44.04%)
[2025-11-28T20:27:00.326540] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-11-28T20:27:00.326677] [INFO ] [sig       ] NVTS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:00.464855] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVTS.txt
[2025-11-28T20:27:00.465015] [INFO ] [sig       ] [2321/3606] Completed NVTS in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.2m
[2025-11-28T20:27:00.465055] [INFO ] [sig       ] [2322/3606] Forecasting NVX...
[2025-11-28T20:27:00.465084] [INFO ] [sig       ] Generating forecast for: NVX
[2025-11-28T20:27:00.465114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-11-28T20:27:00.476682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-11-28T20:27:00.477047] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-11-28T20:27:00.477817] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-11-28T20:27:00.477868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:00.477898] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:00.477925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:00.477982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:00.535365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:00.536208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:00.536316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:00.536350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:00.658960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:00.659113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:00.659151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:00.659179] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:00.662411] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: DOWN (p=6.93%)
[2025-11-28T20:27:00.662728] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-11-28T20:27:00.662852] [INFO ] [sig       ] NVX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:00.800343] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVX.txt
[2025-11-28T20:27:00.800492] [INFO ] [sig       ] [2322/3606] Completed NVX in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.2m
[2025-11-28T20:27:00.800531] [INFO ] [sig       ] [2323/3606] Forecasting NWBI...
[2025-11-28T20:27:00.800561] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-11-28T20:27:00.800611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-11-28T20:27:00.811557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-11-28T20:27:00.811871] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-11-28T20:27:00.812593] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-11-28T20:27:00.812641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:00.812672] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:00.812697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:00.812751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:00.869729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:00.870553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:00.870656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:00.870689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:00.991032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:00.991200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:00.991239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:00.991267] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:00.994519] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=16.04%)
[2025-11-28T20:27:00.994813] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-11-28T20:27:00.994933] [INFO ] [sig       ] NWBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:01.131426] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NWBI.txt
[2025-11-28T20:27:01.131592] [INFO ] [sig       ] [2323/3606] Completed NWBI in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.2m
[2025-11-28T20:27:01.131633] [INFO ] [sig       ] [2324/3606] Forecasting NWE...
[2025-11-28T20:27:01.131662] [INFO ] [sig       ] Generating forecast for: NWE
[2025-11-28T20:27:01.131691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-11-28T20:27:01.145195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-11-28T20:27:01.145701] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-11-28T20:27:01.146524] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-11-28T20:27:01.146590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:01.146623] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:01.146648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:01.146702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:01.200538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:01.201147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:01.201225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:01.201257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:01.316899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:01.317018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:01.317053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:01.317080] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:01.320205] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-11-28T20:27:01.320470] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-11-28T20:27:01.320608] [INFO ] [sig       ] NWE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:01.457116] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NWE.txt
[2025-11-28T20:27:01.457273] [INFO ] [sig       ] [2324/3606] Completed NWE in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.2m
[2025-11-28T20:27:01.457313] [INFO ] [sig       ] [2325/3606] Forecasting NWFL...
[2025-11-28T20:27:01.457342] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-11-28T20:27:01.457371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-11-28T20:27:01.474157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-11-28T20:27:01.474793] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-11-28T20:27:01.475880] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-11-28T20:27:01.475941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:01.476006] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:01.476044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:01.476129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:01.539165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:01.540299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:01.540393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:01.540425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:01.647909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:01.648156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:01.648200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:01.648230] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:01.652012] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=36.43%)
[2025-11-28T20:27:01.652307] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-11-28T20:27:01.652439] [INFO ] [sig       ] NWFL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:01.792683] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NWFL.txt
[2025-11-28T20:27:01.792895] [INFO ] [sig       ] [2325/3606] Completed NWFL in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:01.792937] [INFO ] [sig       ] [2326/3606] Forecasting NWG...
[2025-11-28T20:27:01.792966] [INFO ] [sig       ] Generating forecast for: NWG
[2025-11-28T20:27:01.792998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-11-28T20:27:01.806189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-11-28T20:27:01.806609] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-11-28T20:27:01.807473] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-11-28T20:27:01.807523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:01.807554] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:01.807600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:01.807660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:01.866303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:01.867607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:01.867708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:01.867743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:01.990755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:01.990988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:01.991034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:01.991064] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:01.994932] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2025-11-28T20:27:01.995245] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-11-28T20:27:01.995377] [INFO ] [sig       ] NWG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:02.139437] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NWG.txt
[2025-11-28T20:27:02.139676] [INFO ] [sig       ] [2326/3606] Completed NWG in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:02.139724] [INFO ] [sig       ] [2327/3606] Forecasting NWPX...
[2025-11-28T20:27:02.139756] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-11-28T20:27:02.139789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-11-28T20:27:02.153516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-11-28T20:27:02.154092] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-11-28T20:27:02.155050] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-11-28T20:27:02.155105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:02.155136] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:02.155163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:02.155222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:02.214913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:02.216090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:02.216193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:02.216228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:02.342549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:02.342805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:02.342851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:02.342878] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:02.346938] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: UP (p=59.07%)
[2025-11-28T20:27:02.347275] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-11-28T20:27:02.347435] [INFO ] [sig       ] NWPX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:02.492017] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NWPX.txt
[2025-11-28T20:27:02.492180] [INFO ] [sig       ] [2327/3606] Completed NWPX in 0.4s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:02.492219] [INFO ] [sig       ] [2328/3606] Forecasting NWS...
[2025-11-28T20:27:02.492249] [INFO ] [sig       ] Generating forecast for: NWS
[2025-11-28T20:27:02.492278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-11-28T20:27:02.504160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-11-28T20:27:02.504541] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-11-28T20:27:02.505297] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-11-28T20:27:02.505346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:02.505376] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:02.505402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:02.505457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:02.560660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:02.561466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:02.561545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:02.561595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:02.681907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:02.682056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:02.682094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:02.682121] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:02.685386] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-11-28T20:27:02.685661] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-11-28T20:27:02.685775] [INFO ] [sig       ] NWS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:02.822269] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NWS.txt
[2025-11-28T20:27:02.822395] [INFO ] [sig       ] [2328/3606] Completed NWS in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:02.822439] [INFO ] [sig       ] [2329/3606] Forecasting NWSA...
[2025-11-28T20:27:02.822469] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-11-28T20:27:02.822497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-11-28T20:27:02.834303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-11-28T20:27:02.834717] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-11-28T20:27:02.835480] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-11-28T20:27:02.835529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:02.835612] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:02.835648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:02.835715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:02.892014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:02.892953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:02.893040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:02.893072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:03.013782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:03.013970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:03.014020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:03.014060] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:03.017518] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-11-28T20:27:03.017819] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-11-28T20:27:03.017946] [INFO ] [sig       ] NWSA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:03.158129] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NWSA.txt
[2025-11-28T20:27:03.158277] [INFO ] [sig       ] [2329/3606] Completed NWSA in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:03.158316] [INFO ] [sig       ] [2330/3606] Forecasting NX...
[2025-11-28T20:27:03.158346] [INFO ] [sig       ] Generating forecast for: NX
[2025-11-28T20:27:03.158375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-11-28T20:27:03.170085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-11-28T20:27:03.170388] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-11-28T20:27:03.171165] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-11-28T20:27:03.171214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:03.171245] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:03.171271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:03.171325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:03.226338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:03.226996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:03.227071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:03.227103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:03.353555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:03.353728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:03.353768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:03.353806] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:03.357170] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-11-28T20:27:03.357433] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-11-28T20:27:03.357589] [INFO ] [sig       ] NX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:03.498757] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NX.txt
[2025-11-28T20:27:03.498893] [INFO ] [sig       ] [2330/3606] Completed NX in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:03.498931] [INFO ] [sig       ] [2331/3606] Forecasting NXC...
[2025-11-28T20:27:03.498960] [INFO ] [sig       ] Generating forecast for: NXC
[2025-11-28T20:27:03.498989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-11-28T20:27:03.511184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-11-28T20:27:03.511512] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-11-28T20:27:03.512320] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-11-28T20:27:03.512370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:03.512401] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:03.512427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:03.512480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:03.572679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:03.573776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:03.573881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:03.573934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:03.677682] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:03.677845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:03.677882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:03.677908] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:03.681257] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-11-28T20:27:03.681550] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-11-28T20:27:03.681692] [INFO ] [sig       ] NXC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:03.817305] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NXC.txt
[2025-11-28T20:27:03.817450] [INFO ] [sig       ] [2331/3606] Completed NXC in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:03.817488] [INFO ] [sig       ] [2332/3606] Forecasting NXE...
[2025-11-28T20:27:03.817516] [INFO ] [sig       ] Generating forecast for: NXE
[2025-11-28T20:27:03.817548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-11-28T20:27:03.828674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-11-28T20:27:03.829051] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-11-28T20:27:03.829809] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-11-28T20:27:03.829858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:03.829889] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:03.829915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:03.829969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:03.886354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:03.887311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:03.887399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:03.887434] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:04.019243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:04.019399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:04.019439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:04.019486] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:04.023423] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-11-28T20:27:04.023751] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-11-28T20:27:04.024070] [INFO ] [sig       ] NXE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:04.161966] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NXE.txt
[2025-11-28T20:27:04.162089] [INFO ] [sig       ] [2332/3606] Completed NXE in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:04.162126] [INFO ] [sig       ] [2333/3606] Forecasting NXG...
[2025-11-28T20:27:04.162155] [INFO ] [sig       ] Generating forecast for: NXG
[2025-11-28T20:27:04.162185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-11-28T20:27:04.173861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-11-28T20:27:04.174172] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-11-28T20:27:04.174932] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-11-28T20:27:04.174980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:04.175010] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:04.175035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:04.175088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:04.229790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:04.230382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:04.230455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:04.230486] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:04.346476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:04.346643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:04.346689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:04.346722] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:04.349973] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=38.66%)
[2025-11-28T20:27:04.350228] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-11-28T20:27:04.350343] [INFO ] [sig       ] NXG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:04.487353] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NXG.txt
[2025-11-28T20:27:04.487504] [INFO ] [sig       ] [2333/3606] Completed NXG in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:04.487557] [INFO ] [sig       ] [2334/3606] Forecasting NXGL...
[2025-11-28T20:27:04.487609] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-11-28T20:27:04.487641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-11-28T20:27:04.499630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-11-28T20:27:04.499983] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-11-28T20:27:04.500727] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-11-28T20:27:04.500776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:04.500805] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:04.500831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:04.500884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:04.555508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:04.556114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:04.556187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:04.556230] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:04.667292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:04.667419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:04.667455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:04.667482] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:04.670748] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=57.02%)
[2025-11-28T20:27:04.671016] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-11-28T20:27:04.671128] [INFO ] [sig       ] NXGL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:04.810195] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NXGL.txt
[2025-11-28T20:27:04.810320] [INFO ] [sig       ] [2334/3606] Completed NXGL in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:04.810357] [INFO ] [sig       ] [2335/3606] Forecasting NXTG...
[2025-11-28T20:27:04.810385] [INFO ] [sig       ] Generating forecast for: NXTG
[2025-11-28T20:27:04.810415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXTG' from 'https://tdm.silogroup.org/data/derivative_storage/NXTG.csv'.
[2025-11-28T20:27:04.821540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXTG'.
[2025-11-28T20:27:04.821872] [INFO ] [FORECASTER] Starting predict_future for NXTG
[2025-11-28T20:27:04.822594] [DEBUG] [LOCAL     ] No optimal features file found for NXTG: ./output/feature-sets/NXTG.txt
[2025-11-28T20:27:04.822647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:04.822683] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:04.822715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:04.822781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:04.877333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:04.878090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:04.878166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:04.878197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:04.986361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:04.986511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:04.986547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:04.986599] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:04.989883] [DEBUG] [FORECASTER] NXTG: Forecast T+1@11:T+2@11: DOWN (p=48.29%)
[2025-11-28T20:27:04.990132] [INFO ] [FORECASTER] Completed predict_future for NXTG
[2025-11-28T20:27:04.990246] [INFO ] [sig       ] NXTG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:05.124864] [INFO ] [LOCAL     ] Saved forecast: NXTG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NXTG.txt
[2025-11-28T20:27:05.124985] [INFO ] [sig       ] [2335/3606] Completed NXTG in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:05.125023] [INFO ] [sig       ] [2336/3606] Forecasting NYXH...
[2025-11-28T20:27:05.125051] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-11-28T20:27:05.125080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-11-28T20:27:05.139834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-11-28T20:27:05.140288] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-11-28T20:27:05.141225] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-11-28T20:27:05.141282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:05.141319] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:05.141366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:05.141445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:05.200738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:05.201611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:05.201689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:05.201720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:05.316351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:05.316514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:05.316553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:05.316598] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:05.319865] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-11-28T20:27:05.320127] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-11-28T20:27:05.320243] [INFO ] [sig       ] NYXH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:05.454637] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NYXH.txt
[2025-11-28T20:27:05.454789] [INFO ] [sig       ] [2336/3606] Completed NYXH in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:05.454827] [INFO ] [sig       ] [2337/3606] Forecasting NZF...
[2025-11-28T20:27:05.454855] [INFO ] [sig       ] Generating forecast for: NZF
[2025-11-28T20:27:05.454883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-11-28T20:27:05.466717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-11-28T20:27:05.467041] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-11-28T20:27:05.467786] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-11-28T20:27:05.467836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:05.467866] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:05.467891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:05.467945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:05.523942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:05.524647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:05.524726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:05.524758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:05.646002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:05.646159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:05.646199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:05.646226] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:05.650029] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=60.31%)
[2025-11-28T20:27:05.650385] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-11-28T20:27:05.650528] [INFO ] [sig       ] NZF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:05.800428] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NZF.txt
[2025-11-28T20:27:05.800566] [INFO ] [sig       ] [2337/3606] Completed NZF in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:05.800622] [INFO ] [sig       ] [2338/3606] Forecasting OABI...
[2025-11-28T20:27:05.800649] [INFO ] [sig       ] Generating forecast for: OABI
[2025-11-28T20:27:05.800678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-11-28T20:27:05.812990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-11-28T20:27:05.813463] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-11-28T20:27:05.814390] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-11-28T20:27:05.814443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:05.814475] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:05.814500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:05.814554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:05.869463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:05.870370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:05.870480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:05.870512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:05.992371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:05.992537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:05.992591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:05.992622] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:05.995935] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-11-28T20:27:05.996235] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-11-28T20:27:05.996364] [INFO ] [sig       ] OABI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:06.135059] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OABI.txt
[2025-11-28T20:27:06.135204] [INFO ] [sig       ] [2338/3606] Completed OABI in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:06.135241] [INFO ] [sig       ] [2339/3606] Forecasting OBDC...
[2025-11-28T20:27:06.135271] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-11-28T20:27:06.135300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-11-28T20:27:06.147280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-11-28T20:27:06.147605] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-11-28T20:27:06.148367] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-11-28T20:27:06.148414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:06.148445] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:06.148471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:06.148526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:06.202794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:06.203346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:06.203443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:06.203477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:06.321307] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:06.321464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:06.321503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:06.321531] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:06.324884] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=83.19%)
[2025-11-28T20:27:06.325147] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-11-28T20:27:06.325266] [INFO ] [sig       ] OBDC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:06.462735] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OBDC.txt
[2025-11-28T20:27:06.462877] [INFO ] [sig       ] [2339/3606] Completed OBDC in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.1m
[2025-11-28T20:27:06.462915] [INFO ] [sig       ] [2340/3606] Forecasting OBIL...
[2025-11-28T20:27:06.462945] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-11-28T20:27:06.462983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-11-28T20:27:06.473915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-11-28T20:27:06.474201] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-11-28T20:27:06.474940] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-11-28T20:27:06.474988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:06.475018] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:06.475044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:06.475098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:06.535635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:06.536587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:06.536666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:06.536698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:06.642891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:06.643038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:06.643076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:06.643104] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:06.646429] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-11-28T20:27:06.646715] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-11-28T20:27:06.646833] [INFO ] [sig       ] OBIL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:06.784025] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OBIL.txt
[2025-11-28T20:27:06.784155] [INFO ] [sig       ] [2340/3606] Completed OBIL in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.1m
[2025-11-28T20:27:06.784192] [INFO ] [sig       ] [2341/3606] Forecasting OBIO...
[2025-11-28T20:27:06.784221] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-11-28T20:27:06.784250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-11-28T20:27:06.794905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-11-28T20:27:06.795175] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-11-28T20:27:06.795939] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-11-28T20:27:06.795988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:06.796019] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:06.796043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:06.796098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:06.855953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:06.856803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:06.856881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:06.856913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:06.969623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:06.969771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:06.969810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:06.969838] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:06.973133] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-11-28T20:27:06.973394] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-11-28T20:27:06.973512] [INFO ] [sig       ] OBIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:07.110974] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OBIO.txt
[2025-11-28T20:27:07.111130] [INFO ] [sig       ] [2341/3606] Completed OBIO in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.1m
[2025-11-28T20:27:07.111169] [INFO ] [sig       ] [2342/3606] Forecasting OBK...
[2025-11-28T20:27:07.111198] [INFO ] [sig       ] Generating forecast for: OBK
[2025-11-28T20:27:07.111227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-11-28T20:27:07.122368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-11-28T20:27:07.122672] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-11-28T20:27:07.123415] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-11-28T20:27:07.123464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:07.123495] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:07.123521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:07.123595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:07.179062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:07.179939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:07.180017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:07.180048] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:07.294059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:07.294175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:07.294210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:07.294238] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:07.297326] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-11-28T20:27:07.297609] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-11-28T20:27:07.297726] [INFO ] [sig       ] OBK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:07.431388] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OBK.txt
[2025-11-28T20:27:07.431533] [INFO ] [sig       ] [2342/3606] Completed OBK in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.1m
[2025-11-28T20:27:07.431587] [INFO ] [sig       ] [2343/3606] Forecasting OBLG...
[2025-11-28T20:27:07.431619] [INFO ] [sig       ] Generating forecast for: OBLG
[2025-11-28T20:27:07.431648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'.
[2025-11-28T20:27:07.442906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBLG'.
[2025-11-28T20:27:07.443190] [INFO ] [FORECASTER] Starting predict_future for OBLG
[2025-11-28T20:27:07.443915] [DEBUG] [LOCAL     ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt
[2025-11-28T20:27:07.443963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:07.443993] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:07.444019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:07.444073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:07.501834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:07.502420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:07.502491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:07.502522] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:07.612329] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:07.612423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:07.612457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:07.612484] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:07.615483] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-11-28T20:27:07.615873] [INFO ] [FORECASTER] Completed predict_future for OBLG
[2025-11-28T20:27:07.615988] [INFO ] [sig       ] OBLG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:07.751291] [INFO ] [LOCAL     ] Saved forecast: OBLG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OBLG.txt
[2025-11-28T20:27:07.751391] [INFO ] [sig       ] [2343/3606] Completed OBLG in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:07.751427] [INFO ] [sig       ] [2344/3606] Forecasting OC...
[2025-11-28T20:27:07.751455] [INFO ] [sig       ] Generating forecast for: OC
[2025-11-28T20:27:07.751484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-11-28T20:27:07.763744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-11-28T20:27:07.764142] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-11-28T20:27:07.764959] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-11-28T20:27:07.765012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:07.765044] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:07.765070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:07.765126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:07.824068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:07.824978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:07.825068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:07.825102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:07.954841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:07.955029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:07.955090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:07.955140] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:07.960004] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-11-28T20:27:07.960476] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-11-28T20:27:07.960680] [INFO ] [sig       ] OC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:08.101780] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OC.txt
[2025-11-28T20:27:08.101942] [INFO ] [sig       ] [2344/3606] Completed OC in 0.4s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:08.101998] [INFO ] [sig       ] [2345/3606] Forecasting OCCI...
[2025-11-28T20:27:08.102043] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-11-28T20:27:08.102093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-11-28T20:27:08.117140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-11-28T20:27:08.117608] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-11-28T20:27:08.118535] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-11-28T20:27:08.118604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:08.118637] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:08.118664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:08.118718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:08.173414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:08.173997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:08.174071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:08.174102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:08.291920] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:08.292073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:08.292111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:08.292139] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:08.295358] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-11-28T20:27:08.295650] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-11-28T20:27:08.295769] [INFO ] [sig       ] OCCI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:08.430589] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OCCI.txt
[2025-11-28T20:27:08.430721] [INFO ] [sig       ] [2345/3606] Completed OCCI in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:08.430759] [INFO ] [sig       ] [2346/3606] Forecasting OCFC...
[2025-11-28T20:27:08.430790] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-11-28T20:27:08.430822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-11-28T20:27:08.443274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-11-28T20:27:08.443630] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-11-28T20:27:08.444470] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-11-28T20:27:08.444528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:08.444629] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:08.444668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:08.444744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:08.500907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:08.501869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:08.501950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:08.501983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:08.621144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:08.621309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:08.621347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:08.621373] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:08.624753] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2025-11-28T20:27:08.625045] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-11-28T20:27:08.625172] [INFO ] [sig       ] OCFC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:08.762997] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OCFC.txt
[2025-11-28T20:27:08.763199] [INFO ] [sig       ] [2346/3606] Completed OCFC in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:08.763254] [INFO ] [sig       ] [2347/3606] Forecasting OCGN...
[2025-11-28T20:27:08.763294] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-11-28T20:27:08.763337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-11-28T20:27:08.775464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-11-28T20:27:08.775785] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-11-28T20:27:08.776546] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-11-28T20:27:08.776616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:08.776648] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:08.776675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:08.776744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:08.834880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:08.835545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:08.835636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:08.835668] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:08.952204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:08.952331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:08.952367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:08.952394] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:08.955552] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=22.07%)
[2025-11-28T20:27:08.955829] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-11-28T20:27:08.955943] [INFO ] [sig       ] OCGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:09.093452] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OCGN.txt
[2025-11-28T20:27:09.093609] [INFO ] [sig       ] [2347/3606] Completed OCGN in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:09.093649] [INFO ] [sig       ] [2348/3606] Forecasting OCSL...
[2025-11-28T20:27:09.093677] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-11-28T20:27:09.093707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-11-28T20:27:09.105255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-11-28T20:27:09.105518] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-11-28T20:27:09.106246] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-11-28T20:27:09.106295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:09.106326] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:09.106352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:09.106406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:09.160809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:09.161747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:09.161835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:09.161866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:09.279313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:09.279412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:09.279449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:09.279475] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:09.282821] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-11-28T20:27:09.283086] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-11-28T20:27:09.283200] [INFO ] [sig       ] OCSL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:09.418123] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OCSL.txt
[2025-11-28T20:27:09.418244] [INFO ] [sig       ] [2348/3606] Completed OCSL in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:09.418281] [INFO ] [sig       ] [2349/3606] Forecasting OCUL...
[2025-11-28T20:27:09.418309] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-11-28T20:27:09.418340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-11-28T20:27:09.430398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-11-28T20:27:09.430799] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-11-28T20:27:09.431554] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-11-28T20:27:09.431633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:09.431665] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:09.431691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:09.431744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:09.486400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:09.487282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:09.487369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:09.487400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:09.610247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:09.610421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:09.610469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:09.610533] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:09.614154] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=30.87%)
[2025-11-28T20:27:09.614459] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-11-28T20:27:09.614627] [INFO ] [sig       ] OCUL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:09.759734] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OCUL.txt
[2025-11-28T20:27:09.759929] [INFO ] [sig       ] [2349/3606] Completed OCUL in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:09.759981] [INFO ] [sig       ] [2350/3606] Forecasting ODC...
[2025-11-28T20:27:09.760012] [INFO ] [sig       ] Generating forecast for: ODC
[2025-11-28T20:27:09.760042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-11-28T20:27:09.771627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-11-28T20:27:09.772024] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-11-28T20:27:09.772807] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-11-28T20:27:09.772867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:09.772898] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:09.772923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:09.772978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:09.830247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:09.831053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:09.831130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:09.831162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:09.946819] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:09.946959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:09.946996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:09.947025] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:09.950239] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=41.34%)
[2025-11-28T20:27:09.950493] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-11-28T20:27:09.950626] [INFO ] [sig       ] ODC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:10.086083] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ODC.txt
[2025-11-28T20:27:10.086193] [INFO ] [sig       ] [2350/3606] Completed ODC in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:10.086230] [INFO ] [sig       ] [2351/3606] Forecasting ODD...
[2025-11-28T20:27:10.086260] [INFO ] [sig       ] Generating forecast for: ODD
[2025-11-28T20:27:10.086290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-11-28T20:27:10.097786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-11-28T20:27:10.098111] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-11-28T20:27:10.098890] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-11-28T20:27:10.098941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:10.098972] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:10.098997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:10.099052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:10.155043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:10.155607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:10.155680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:10.155711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:10.271132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:10.271237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:10.271271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:10.271298] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:10.274374] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-11-28T20:27:10.274644] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-11-28T20:27:10.274757] [INFO ] [sig       ] ODD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:10.412126] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ODD.txt
[2025-11-28T20:27:10.412246] [INFO ] [sig       ] [2351/3606] Completed ODD in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:10.412282] [INFO ] [sig       ] [2352/3606] Forecasting ODFL...
[2025-11-28T20:27:10.412309] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-11-28T20:27:10.412340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-11-28T20:27:10.424226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-11-28T20:27:10.424536] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-11-28T20:27:10.425303] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-11-28T20:27:10.425351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:10.425382] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:10.425407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:10.425461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:10.482702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:10.483450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:10.483530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:10.483562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:10.605718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:10.605870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:10.605907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:10.605934] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:10.609159] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-11-28T20:27:10.609421] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-11-28T20:27:10.609535] [INFO ] [sig       ] ODFL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:10.747589] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ODFL.txt
[2025-11-28T20:27:10.747731] [INFO ] [sig       ] [2352/3606] Completed ODFL in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:10.747770] [INFO ] [sig       ] [2353/3606] Forecasting ODP...
[2025-11-28T20:27:10.747798] [INFO ] [sig       ] Generating forecast for: ODP
[2025-11-28T20:27:10.747828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'.
[2025-11-28T20:27:10.759257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODP'.
[2025-11-28T20:27:10.759537] [INFO ] [FORECASTER] Starting predict_future for ODP
[2025-11-28T20:27:10.760308] [DEBUG] [LOCAL     ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt
[2025-11-28T20:27:10.760358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:10.760391] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:10.760417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:10.760472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:10.817690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:10.818529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:10.818626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:10.818660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:10.937984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:10.938155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:10.938194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:10.938221] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:10.941515] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: DOWN (p=45.14%)
[2025-11-28T20:27:10.941798] [INFO ] [FORECASTER] Completed predict_future for ODP
[2025-11-28T20:27:10.941922] [INFO ] [sig       ] ODP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:11.086817] [INFO ] [LOCAL     ] Saved forecast: ODP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ODP.txt
[2025-11-28T20:27:11.086951] [INFO ] [sig       ] [2353/3606] Completed ODP in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:11.086988] [INFO ] [sig       ] [2354/3606] Forecasting OEC...
[2025-11-28T20:27:11.087017] [INFO ] [sig       ] Generating forecast for: OEC
[2025-11-28T20:27:11.087046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-11-28T20:27:11.098966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-11-28T20:27:11.099340] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-11-28T20:27:11.100096] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-11-28T20:27:11.100145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:11.100175] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:11.100200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:11.100253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:11.155281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:11.156086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:11.156163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:11.156195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:11.276045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:11.276208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:11.276253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:11.276280] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:11.279641] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=51.63%)
[2025-11-28T20:27:11.279939] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-11-28T20:27:11.280062] [INFO ] [sig       ] OEC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:11.418603] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OEC.txt
[2025-11-28T20:27:11.418752] [INFO ] [sig       ] [2354/3606] Completed OEC in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:11.418789] [INFO ] [sig       ] [2355/3606] Forecasting OESX...
[2025-11-28T20:27:11.418817] [INFO ] [sig       ] Generating forecast for: OESX
[2025-11-28T20:27:11.418850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-11-28T20:27:11.429853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-11-28T20:27:11.430207] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-11-28T20:27:11.430956] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-11-28T20:27:11.431004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:11.431033] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:11.431059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:11.431112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:11.486490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:11.487293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:11.487372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:11.487403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:11.597990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:11.598156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:11.598193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:11.598220] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:11.601486] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-11-28T20:27:11.601758] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-11-28T20:27:11.601880] [INFO ] [sig       ] OESX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:11.739768] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OESX.txt
[2025-11-28T20:27:11.739921] [INFO ] [sig       ] [2355/3606] Completed OESX in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:11.739959] [INFO ] [sig       ] [2356/3606] Forecasting OFG...
[2025-11-28T20:27:11.739987] [INFO ] [sig       ] Generating forecast for: OFG
[2025-11-28T20:27:11.740017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-11-28T20:27:11.751277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-11-28T20:27:11.751615] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-11-28T20:27:11.752337] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-11-28T20:27:11.752385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:11.752414] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:11.752440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:11.752493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:11.809051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:11.809872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:11.809994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:11.810028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:11.927392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:11.927554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:11.927639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:11.927671] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:11.930902] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-11-28T20:27:11.931167] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-11-28T20:27:11.931283] [INFO ] [sig       ] OFG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:12.068689] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OFG.txt
[2025-11-28T20:27:12.068841] [INFO ] [sig       ] [2356/3606] Completed OFG in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:12.068886] [INFO ] [sig       ] [2357/3606] Forecasting OFIX...
[2025-11-28T20:27:12.068922] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-11-28T20:27:12.068958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-11-28T20:27:12.080068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-11-28T20:27:12.080388] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-11-28T20:27:12.081145] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-11-28T20:27:12.081192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:12.081222] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:12.081248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:12.081302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:12.137628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:12.138447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:12.138524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:12.138556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:12.257550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:12.257711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:12.257748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:12.257775] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:12.261044] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=14.64%)
[2025-11-28T20:27:12.261311] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-11-28T20:27:12.261428] [INFO ] [sig       ] OFIX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:12.442780] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OFIX.txt
[2025-11-28T20:27:12.442910] [INFO ] [sig       ] [2357/3606] Completed OFIX in 0.4s | 2.99 sym/s | Total: 13.1m | ETA: 7.0m
[2025-11-28T20:27:12.442950] [INFO ] [sig       ] [2358/3606] Forecasting OFLX...
[2025-11-28T20:27:12.442980] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-11-28T20:27:12.443009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-11-28T20:27:12.453513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-11-28T20:27:12.453826] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-11-28T20:27:12.454545] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-11-28T20:27:12.454617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:12.454649] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:12.454674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:12.454729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:12.509503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:12.510115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:12.510188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:12.510219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:12.622868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:12.622992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:12.623028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:12.623055] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:12.626230] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: UP (p=74.45%)
[2025-11-28T20:27:12.626483] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-11-28T20:27:12.626614] [INFO ] [sig       ] OFLX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:12.763439] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OFLX.txt
[2025-11-28T20:27:12.763539] [INFO ] [sig       ] [2358/3606] Completed OFLX in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.0m
[2025-11-28T20:27:12.763592] [INFO ] [sig       ] [2359/3606] Forecasting OFS...
[2025-11-28T20:27:12.763622] [INFO ] [sig       ] Generating forecast for: OFS
[2025-11-28T20:27:12.763652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-11-28T20:27:12.774790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-11-28T20:27:12.775089] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-11-28T20:27:12.775828] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-11-28T20:27:12.775876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:12.775906] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:12.775932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:12.775985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:12.831648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:12.832235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:12.832306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:12.832337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:12.949126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:12.949235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:12.949269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:12.949296] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:12.952341] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=48.77%)
[2025-11-28T20:27:12.952606] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-11-28T20:27:12.952720] [INFO ] [sig       ] OFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:13.087848] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OFS.txt
[2025-11-28T20:27:13.087975] [INFO ] [sig       ] [2359/3606] Completed OFS in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.0m
[2025-11-28T20:27:13.088026] [INFO ] [sig       ] [2360/3606] Forecasting OGE...
[2025-11-28T20:27:13.088056] [INFO ] [sig       ] Generating forecast for: OGE
[2025-11-28T20:27:13.088087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-11-28T20:27:13.098414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-11-28T20:27:13.098689] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-11-28T20:27:13.099396] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-11-28T20:27:13.099443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:13.099485] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:13.099512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:13.099566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:13.153452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:13.154012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:13.154083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:13.154114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:13.272793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:13.272910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:13.272946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:13.272973] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:13.276021] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-11-28T20:27:13.276272] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-11-28T20:27:13.276385] [INFO ] [sig       ] OGE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:13.410818] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OGE.txt
[2025-11-28T20:27:13.410932] [INFO ] [sig       ] [2360/3606] Completed OGE in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.0m
[2025-11-28T20:27:13.410969] [INFO ] [sig       ] [2361/3606] Forecasting OGI...
[2025-11-28T20:27:13.410997] [INFO ] [sig       ] Generating forecast for: OGI
[2025-11-28T20:27:13.411026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-11-28T20:27:13.421903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-11-28T20:27:13.422167] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-11-28T20:27:13.422910] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-11-28T20:27:13.422959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:13.422990] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:13.423015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:13.423069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:13.478472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:13.479094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:13.479166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:13.479197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:13.601842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:13.601942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:13.601976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:13.602006] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:13.605090] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=26.76%)
[2025-11-28T20:27:13.605338] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-11-28T20:27:13.605453] [INFO ] [sig       ] OGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:13.742239] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OGI.txt
[2025-11-28T20:27:13.742343] [INFO ] [sig       ] [2361/3606] Completed OGI in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:13.742379] [INFO ] [sig       ] [2362/3606] Forecasting OGN...
[2025-11-28T20:27:13.742407] [INFO ] [sig       ] Generating forecast for: OGN
[2025-11-28T20:27:13.742435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-11-28T20:27:13.753310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-11-28T20:27:13.753593] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-11-28T20:27:13.754340] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-11-28T20:27:13.754388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:13.754419] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:13.754444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:13.754498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:13.809735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:13.810308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:13.810380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:13.810410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:13.932477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:13.932637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:13.932676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:13.932704] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:13.935886] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-11-28T20:27:13.936138] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-11-28T20:27:13.936252] [INFO ] [sig       ] OGN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:14.071358] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OGN.txt
[2025-11-28T20:27:14.071464] [INFO ] [sig       ] [2362/3606] Completed OGN in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:14.071501] [INFO ] [sig       ] [2363/3606] Forecasting OHI...
[2025-11-28T20:27:14.071530] [INFO ] [sig       ] Generating forecast for: OHI
[2025-11-28T20:27:14.071559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-11-28T20:27:14.082924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-11-28T20:27:14.083368] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-11-28T20:27:14.084139] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-11-28T20:27:14.084187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:14.084240] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:14.084268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:14.084323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:14.140328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:14.140919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:14.140992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:14.141023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:14.257820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:14.257962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:14.257998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:14.258042] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:14.261307] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-11-28T20:27:14.261564] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-11-28T20:27:14.261696] [INFO ] [sig       ] OHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:14.398377] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OHI.txt
[2025-11-28T20:27:14.398492] [INFO ] [sig       ] [2363/3606] Completed OHI in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:14.398528] [INFO ] [sig       ] [2364/3606] Forecasting OI...
[2025-11-28T20:27:14.398564] [INFO ] [sig       ] Generating forecast for: OI
[2025-11-28T20:27:14.398614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-11-28T20:27:14.409225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-11-28T20:27:14.409483] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-11-28T20:27:14.410206] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-11-28T20:27:14.410254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:14.410284] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:14.410309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:14.410362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:14.466032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:14.466599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:14.466670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:14.466701] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:14.584132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:14.584291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:14.584330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:14.584357] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:14.587742] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-11-28T20:27:14.588036] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-11-28T20:27:14.588163] [INFO ] [sig       ] OI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:14.721769] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OI.txt
[2025-11-28T20:27:14.721907] [INFO ] [sig       ] [2364/3606] Completed OI in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:14.721953] [INFO ] [sig       ] [2365/3606] Forecasting OIA...
[2025-11-28T20:27:14.721988] [INFO ] [sig       ] Generating forecast for: OIA
[2025-11-28T20:27:14.722024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-11-28T20:27:14.733526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-11-28T20:27:14.733882] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-11-28T20:27:14.734838] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-11-28T20:27:14.734892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:14.734924] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:14.734949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:14.735004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:14.790329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:14.791216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:14.791300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:14.791330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:14.910333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:14.910477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:14.910514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:14.910541] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:14.913806] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-11-28T20:27:14.914064] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-11-28T20:27:14.914177] [INFO ] [sig       ] OIA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:15.048814] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OIA.txt
[2025-11-28T20:27:15.048935] [INFO ] [sig       ] [2365/3606] Completed OIA in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:15.048975] [INFO ] [sig       ] [2366/3606] Forecasting OII...
[2025-11-28T20:27:15.049006] [INFO ] [sig       ] Generating forecast for: OII
[2025-11-28T20:27:15.049035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-11-28T20:27:15.060443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-11-28T20:27:15.060735] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-11-28T20:27:15.061492] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-11-28T20:27:15.061542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:15.061599] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:15.061627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:15.061682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:15.116245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:15.117036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:15.117111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:15.117142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:15.232949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:15.233091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:15.233128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:15.233156] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:15.236353] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-11-28T20:27:15.236626] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-11-28T20:27:15.236742] [INFO ] [sig       ] OII: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:15.375897] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OII.txt
[2025-11-28T20:27:15.376054] [INFO ] [sig       ] [2366/3606] Completed OII in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:15.376093] [INFO ] [sig       ] [2367/3606] Forecasting OIS...
[2025-11-28T20:27:15.376123] [INFO ] [sig       ] Generating forecast for: OIS
[2025-11-28T20:27:15.376152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-11-28T20:27:15.387303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-11-28T20:27:15.387613] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-11-28T20:27:15.388376] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-11-28T20:27:15.388425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:15.388456] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:15.388482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:15.388536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:15.443041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:15.443631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:15.443706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:15.443737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:15.561133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:15.561258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:15.561294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:15.561333] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:15.564544] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=74.50%)
[2025-11-28T20:27:15.564817] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-11-28T20:27:15.564932] [INFO ] [sig       ] OIS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:15.700985] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OIS.txt
[2025-11-28T20:27:15.701088] [INFO ] [sig       ] [2367/3606] Completed OIS in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:15.701125] [INFO ] [sig       ] [2368/3606] Forecasting OKE...
[2025-11-28T20:27:15.701153] [INFO ] [sig       ] Generating forecast for: OKE
[2025-11-28T20:27:15.701183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-11-28T20:27:15.713474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-11-28T20:27:15.713809] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-11-28T20:27:15.714553] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-11-28T20:27:15.714617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:15.714647] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:15.714671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:15.714724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:15.769239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:15.769889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:15.769965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:15.769996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:15.889664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:15.889811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:15.889852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:15.889879] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:15.893148] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=83.11%)
[2025-11-28T20:27:15.893405] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-11-28T20:27:15.893520] [INFO ] [sig       ] OKE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:16.029861] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OKE.txt
[2025-11-28T20:27:16.030012] [INFO ] [sig       ] [2368/3606] Completed OKE in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:16.030057] [INFO ] [sig       ] [2369/3606] Forecasting OKTA...
[2025-11-28T20:27:16.030091] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-11-28T20:27:16.030124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-11-28T20:27:16.040635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-11-28T20:27:16.040913] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-11-28T20:27:16.041665] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-11-28T20:27:16.041713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:16.041743] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:16.041767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:16.041821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:16.096374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:16.097038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:16.097112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:16.097143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:16.217149] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:16.217301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:16.217340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:16.217368] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:16.220649] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-11-28T20:27:16.220906] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-11-28T20:27:16.221020] [INFO ] [sig       ] OKTA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:16.359827] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OKTA.txt
[2025-11-28T20:27:16.359955] [INFO ] [sig       ] [2369/3606] Completed OKTA in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:16.359996] [INFO ] [sig       ] [2370/3606] Forecasting OKYO...
[2025-11-28T20:27:16.360046] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-11-28T20:27:16.360103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-11-28T20:27:16.372276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-11-28T20:27:16.372671] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-11-28T20:27:16.373420] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-11-28T20:27:16.373469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:16.373500] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:16.373526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:16.373608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:16.428917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:16.429780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:16.429863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:16.429894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:16.549203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:16.549352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:16.549392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:16.549420] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:16.552839] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-11-28T20:27:16.553152] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-11-28T20:27:16.553274] [INFO ] [sig       ] OKYO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:16.691661] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OKYO.txt
[2025-11-28T20:27:16.691802] [INFO ] [sig       ] [2370/3606] Completed OKYO in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:16.691841] [INFO ] [sig       ] [2371/3606] Forecasting OLED...
[2025-11-28T20:27:16.691870] [INFO ] [sig       ] Generating forecast for: OLED
[2025-11-28T20:27:16.691898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-11-28T20:27:16.707436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-11-28T20:27:16.707857] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-11-28T20:27:16.708680] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-11-28T20:27:16.708729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:16.708760] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:16.708786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:16.708855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:16.763779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:16.764635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:16.764717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:16.764749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:16.885134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:16.885293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:16.885331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:16.885357] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:16.888727] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=12.33%)
[2025-11-28T20:27:16.888998] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-11-28T20:27:16.889116] [INFO ] [sig       ] OLED: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:17.030621] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OLED.txt
[2025-11-28T20:27:17.030777] [INFO ] [sig       ] [2371/3606] Completed OLED in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:17.030814] [INFO ] [sig       ] [2372/3606] Forecasting OLLI...
[2025-11-28T20:27:17.030843] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-11-28T20:27:17.030873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-11-28T20:27:17.042439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-11-28T20:27:17.042815] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-11-28T20:27:17.043538] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-11-28T20:27:17.043605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:17.043637] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:17.043662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:17.043716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:17.099045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:17.099871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:17.099953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:17.099985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:17.218636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:17.218782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:17.218820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:17.218848] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:17.222115] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=51.95%)
[2025-11-28T20:27:17.222378] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-11-28T20:27:17.222493] [INFO ] [sig       ] OLLI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:17.365416] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OLLI.txt
[2025-11-28T20:27:17.365541] [INFO ] [sig       ] [2372/3606] Completed OLLI in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:17.365595] [INFO ] [sig       ] [2373/3606] Forecasting OLMA...
[2025-11-28T20:27:17.365625] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-11-28T20:27:17.365656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-11-28T20:27:17.376703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-11-28T20:27:17.376991] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-11-28T20:27:17.377728] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-11-28T20:27:17.377789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:17.377820] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:17.377847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:17.377901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:17.434637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:17.435339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:17.435440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:17.435473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:17.563007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:17.563153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:17.563191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:17.563220] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:17.566396] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: DOWN (p=9.04%)
[2025-11-28T20:27:17.566668] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-11-28T20:27:17.566784] [INFO ] [sig       ] OLMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:17.702074] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OLMA.txt
[2025-11-28T20:27:17.702235] [INFO ] [sig       ] [2373/3606] Completed OLMA in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:17.702275] [INFO ] [sig       ] [2374/3606] Forecasting OLN...
[2025-11-28T20:27:17.702303] [INFO ] [sig       ] Generating forecast for: OLN
[2025-11-28T20:27:17.702333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-11-28T20:27:17.713098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-11-28T20:27:17.713385] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-11-28T20:27:17.714123] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-11-28T20:27:17.714171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:17.714202] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:17.714227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:17.714280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:17.769550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:17.770175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:17.770246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:17.770278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:17.888532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:17.888697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:17.888737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:17.888765] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:17.892045] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=66.90%)
[2025-11-28T20:27:17.892309] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-11-28T20:27:17.892425] [INFO ] [sig       ] OLN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:18.029939] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OLN.txt
[2025-11-28T20:27:18.030078] [INFO ] [sig       ] [2374/3606] Completed OLN in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:18.030116] [INFO ] [sig       ] [2375/3606] Forecasting OLP...
[2025-11-28T20:27:18.030146] [INFO ] [sig       ] Generating forecast for: OLP
[2025-11-28T20:27:18.030175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-11-28T20:27:18.041790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-11-28T20:27:18.042139] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-11-28T20:27:18.042888] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-11-28T20:27:18.042951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:18.042982] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:18.043011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:18.043065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:18.098226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:18.099045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:18.099124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:18.099155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:18.215611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:18.215763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:18.215801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:18.215827] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:18.219035] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2025-11-28T20:27:18.219297] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-11-28T20:27:18.219411] [INFO ] [sig       ] OLP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:18.353844] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OLP.txt
[2025-11-28T20:27:18.353982] [INFO ] [sig       ] [2375/3606] Completed OLP in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 6.9m
[2025-11-28T20:27:18.354020] [INFO ] [sig       ] [2376/3606] Forecasting OLPX...
[2025-11-28T20:27:18.354048] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-11-28T20:27:18.354078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-11-28T20:27:18.364907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-11-28T20:27:18.365171] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-11-28T20:27:18.365922] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-11-28T20:27:18.365970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:18.366001] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:18.366027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:18.366080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:18.420209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:18.420789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:18.420862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:18.420893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:18.539260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:18.539372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:18.539406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:18.539434] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:18.542519] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-11-28T20:27:18.542788] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-11-28T20:27:18.542902] [INFO ] [sig       ] OLPX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:18.677005] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OLPX.txt
[2025-11-28T20:27:18.677144] [INFO ] [sig       ] [2376/3606] Completed OLPX in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.9m
[2025-11-28T20:27:18.677182] [INFO ] [sig       ] [2377/3606] Forecasting OM...
[2025-11-28T20:27:18.677211] [INFO ] [sig       ] Generating forecast for: OM
[2025-11-28T20:27:18.677240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-11-28T20:27:18.688345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-11-28T20:27:18.688623] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-11-28T20:27:18.689375] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-11-28T20:27:18.689424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:18.689454] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:18.689481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:18.689536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:18.744037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:18.744630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:18.744704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:18.744734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:18.860683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:18.860773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:18.860806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:18.860833] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:18.863790] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=79.03%)
[2025-11-28T20:27:18.864041] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-11-28T20:27:18.864161] [INFO ] [sig       ] OM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:19.002089] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OM.txt
[2025-11-28T20:27:19.002197] [INFO ] [sig       ] [2377/3606] Completed OM in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.9m
[2025-11-28T20:27:19.002233] [INFO ] [sig       ] [2378/3606] Forecasting OMAB...
[2025-11-28T20:27:19.002262] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-11-28T20:27:19.002290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-11-28T20:27:19.013366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-11-28T20:27:19.013639] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-11-28T20:27:19.014382] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-11-28T20:27:19.014431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:19.014461] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:19.014486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:19.014540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:19.070051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:19.070612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:19.070683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:19.070715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:19.188309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:19.188391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:19.188424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:19.188450] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:19.191373] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-11-28T20:27:19.191653] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-11-28T20:27:19.191769] [INFO ] [sig       ] OMAB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:19.325313] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OMAB.txt
[2025-11-28T20:27:19.325419] [INFO ] [sig       ] [2378/3606] Completed OMAB in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:19.325455] [INFO ] [sig       ] [2379/3606] Forecasting OMC...
[2025-11-28T20:27:19.325482] [INFO ] [sig       ] Generating forecast for: OMC
[2025-11-28T20:27:19.325510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-11-28T20:27:19.336636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-11-28T20:27:19.336892] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-11-28T20:27:19.337658] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-11-28T20:27:19.337707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:19.337738] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:19.337764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:19.337823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:19.391739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:19.392283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:19.392354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:19.392384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:19.506709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:19.506795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:19.506827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:19.506856] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:19.509782] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-11-28T20:27:19.510028] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-11-28T20:27:19.510145] [INFO ] [sig       ] OMC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:19.646281] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OMC.txt
[2025-11-28T20:27:19.646383] [INFO ] [sig       ] [2379/3606] Completed OMC in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:19.646423] [INFO ] [sig       ] [2380/3606] Forecasting OMCL...
[2025-11-28T20:27:19.646451] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-11-28T20:27:19.646479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-11-28T20:27:19.658197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-11-28T20:27:19.658443] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-11-28T20:27:19.659192] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-11-28T20:27:19.659240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:19.659294] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:19.659321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:19.659376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:19.713382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:19.713959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:19.714030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:19.714060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:19.833400] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:19.833491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:19.833541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:19.833583] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:19.836530] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-11-28T20:27:19.836796] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-11-28T20:27:19.836909] [INFO ] [sig       ] OMCL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:19.971673] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OMCL.txt
[2025-11-28T20:27:19.971775] [INFO ] [sig       ] [2380/3606] Completed OMCL in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:19.971813] [INFO ] [sig       ] [2381/3606] Forecasting OMEX...
[2025-11-28T20:27:19.971840] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-11-28T20:27:19.971868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-11-28T20:27:19.982877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-11-28T20:27:19.983126] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-11-28T20:27:19.983891] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-11-28T20:27:19.983939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:19.983970] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:19.983995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:19.984049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:20.038617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:20.039405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:20.039484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:20.039515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:20.156811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:20.156954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:20.156991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:20.157018] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:20.160193] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-11-28T20:27:20.160446] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-11-28T20:27:20.160558] [INFO ] [sig       ] OMEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:20.295053] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OMEX.txt
[2025-11-28T20:27:20.295165] [INFO ] [sig       ] [2381/3606] Completed OMEX in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:20.295202] [INFO ] [sig       ] [2382/3606] Forecasting OMF...
[2025-11-28T20:27:20.295230] [INFO ] [sig       ] Generating forecast for: OMF
[2025-11-28T20:27:20.295259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-11-28T20:27:20.305837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-11-28T20:27:20.306088] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-11-28T20:27:20.306813] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-11-28T20:27:20.306861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:20.306891] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:20.306917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:20.306971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:20.361418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:20.362012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:20.362083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:20.362113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:20.478997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:20.479108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:20.479141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:20.479169] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:20.482206] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-11-28T20:27:20.482457] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-11-28T20:27:20.482587] [INFO ] [sig       ] OMF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:20.618159] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OMF.txt
[2025-11-28T20:27:20.618280] [INFO ] [sig       ] [2382/3606] Completed OMF in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:20.618318] [INFO ] [sig       ] [2383/3606] Forecasting OMI...
[2025-11-28T20:27:20.618345] [INFO ] [sig       ] Generating forecast for: OMI
[2025-11-28T20:27:20.618374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-11-28T20:27:20.629083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-11-28T20:27:20.629344] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-11-28T20:27:20.630091] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-11-28T20:27:20.630149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:20.630185] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:20.630213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:20.630267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:20.684554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:20.685153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:20.685225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:20.685255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:20.803627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:20.803748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:20.803782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:20.803835] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:20.806984] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-11-28T20:27:20.807241] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-11-28T20:27:20.807357] [INFO ] [sig       ] OMI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:20.942960] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OMI.txt
[2025-11-28T20:27:20.943073] [INFO ] [sig       ] [2383/3606] Completed OMI in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:20.943110] [INFO ] [sig       ] [2384/3606] Forecasting ON...
[2025-11-28T20:27:20.943138] [INFO ] [sig       ] Generating forecast for: ON
[2025-11-28T20:27:20.943167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-11-28T20:27:20.953761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-11-28T20:27:20.954030] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-11-28T20:27:20.954789] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-11-28T20:27:20.954838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:20.954887] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:20.954913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:20.954968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:21.009815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:21.010598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:21.010675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:21.010705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:21.129792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:21.129915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:21.129950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:21.129977] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:21.133093] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-11-28T20:27:21.133357] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-11-28T20:27:21.133473] [INFO ] [sig       ] ON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:21.272142] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ON.txt
[2025-11-28T20:27:21.272259] [INFO ] [sig       ] [2384/3606] Completed ON in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:21.272296] [INFO ] [sig       ] [2385/3606] Forecasting ONB...
[2025-11-28T20:27:21.272325] [INFO ] [sig       ] Generating forecast for: ONB
[2025-11-28T20:27:21.272355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-11-28T20:27:21.283278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-11-28T20:27:21.283539] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-11-28T20:27:21.284269] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-11-28T20:27:21.284317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:21.284346] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:21.284371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:21.284425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:21.338977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:21.339660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:21.339734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:21.339765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:21.456637] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:21.456753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:21.456790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:21.456817] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:21.460017] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=18.92%)
[2025-11-28T20:27:21.460275] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-11-28T20:27:21.460388] [INFO ] [sig       ] ONB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:21.594457] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ONB.txt
[2025-11-28T20:27:21.594566] [INFO ] [sig       ] [2385/3606] Completed ONB in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:21.594620] [INFO ] [sig       ] [2386/3606] Forecasting ONCO...
[2025-11-28T20:27:21.594649] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-11-28T20:27:21.594678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-11-28T20:27:21.606048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-11-28T20:27:21.606350] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-11-28T20:27:21.607126] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-11-28T20:27:21.607176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:21.607207] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:21.607232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:21.607286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:21.663548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:21.664198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:21.664273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:21.664305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:21.782875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:21.783013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:21.783050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:21.783076] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:21.786316] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-11-28T20:27:21.786594] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-11-28T20:27:21.786712] [INFO ] [sig       ] ONCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:21.923951] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ONCO.txt
[2025-11-28T20:27:21.924069] [INFO ] [sig       ] [2386/3606] Completed ONCO in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:21.924105] [INFO ] [sig       ] [2387/3606] Forecasting ONDS...
[2025-11-28T20:27:21.924138] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-11-28T20:27:21.924166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-11-28T20:27:21.934884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-11-28T20:27:21.935175] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-11-28T20:27:21.935957] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-11-28T20:27:21.936006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:21.936037] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:21.936064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:21.936119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:21.990795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:21.991455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:21.991530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:21.991561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:22.108201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:22.108342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:22.108379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:22.108407] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:22.111601] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-11-28T20:27:22.111857] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-11-28T20:27:22.111971] [INFO ] [sig       ] ONDS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:22.247382] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ONDS.txt
[2025-11-28T20:27:22.247505] [INFO ] [sig       ] [2387/3606] Completed ONDS in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:22.247542] [INFO ] [sig       ] [2388/3606] Forecasting ONEQ...
[2025-11-28T20:27:22.247595] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-11-28T20:27:22.247627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-11-28T20:27:22.258697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-11-28T20:27:22.258989] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-11-28T20:27:22.259780] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-11-28T20:27:22.259830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:22.259860] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:22.259885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:22.259940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:22.315161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:22.315773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:22.315847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:22.315877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:22.433399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:22.433526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:22.433562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:22.433607] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:22.436795] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-11-28T20:27:22.437060] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-11-28T20:27:22.437199] [INFO ] [sig       ] ONEQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:22.572112] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ONEQ.txt
[2025-11-28T20:27:22.572229] [INFO ] [sig       ] [2388/3606] Completed ONEQ in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:22.572267] [INFO ] [sig       ] [2389/3606] Forecasting ONL...
[2025-11-28T20:27:22.572295] [INFO ] [sig       ] Generating forecast for: ONL
[2025-11-28T20:27:22.572324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-11-28T20:27:22.583248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-11-28T20:27:22.583544] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-11-28T20:27:22.584341] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-11-28T20:27:22.584390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:22.584421] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:22.584447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:22.584502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:22.639909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:22.640479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:22.640550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:22.640597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:22.759684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:22.759809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:22.759843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:22.759870] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:22.763017] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-11-28T20:27:22.763270] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-11-28T20:27:22.763381] [INFO ] [sig       ] ONL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:22.909610] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ONL.txt
[2025-11-28T20:27:22.909768] [INFO ] [sig       ] [2389/3606] Completed ONL in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:22.909809] [INFO ] [sig       ] [2390/3606] Forecasting ONON...
[2025-11-28T20:27:22.909837] [INFO ] [sig       ] Generating forecast for: ONON
[2025-11-28T20:27:22.909866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-11-28T20:27:22.921172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-11-28T20:27:22.921546] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-11-28T20:27:22.922304] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-11-28T20:27:22.922352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:22.922382] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:22.922408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:22.922462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:22.978973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:22.979833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:22.979956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:22.979989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:23.103376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:23.103519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:23.103556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:23.103601] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:23.106786] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-11-28T20:27:23.107041] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-11-28T20:27:23.107153] [INFO ] [sig       ] ONON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:23.241112] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ONON.txt
[2025-11-28T20:27:23.241236] [INFO ] [sig       ] [2390/3606] Completed ONON in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:23.241273] [INFO ] [sig       ] [2391/3606] Forecasting ONTF...
[2025-11-28T20:27:23.241302] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-11-28T20:27:23.241331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-11-28T20:27:23.253602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-11-28T20:27:23.253903] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-11-28T20:27:23.254627] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-11-28T20:27:23.254678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:23.254708] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:23.254734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:23.254789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:23.308880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:23.309434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:23.309505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:23.309535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:23.428348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:23.428479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:23.428515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:23.428562] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:23.431781] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=73.59%)
[2025-11-28T20:27:23.432031] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-11-28T20:27:23.432151] [INFO ] [sig       ] ONTF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:23.570901] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ONTF.txt
[2025-11-28T20:27:23.571012] [INFO ] [sig       ] [2391/3606] Completed ONTF in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:23.571049] [INFO ] [sig       ] [2392/3606] Forecasting OOMA...
[2025-11-28T20:27:23.571077] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-11-28T20:27:23.571105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-11-28T20:27:23.586758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-11-28T20:27:23.587393] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-11-28T20:27:23.588412] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-11-28T20:27:23.588473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:23.588517] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:23.588556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:23.588679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:23.646760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:23.647935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:23.648056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:23.648091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:23.773953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:23.774200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:23.774259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:23.774302] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:23.778793] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: UP (p=64.15%)
[2025-11-28T20:27:23.779165] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-11-28T20:27:23.779313] [INFO ] [sig       ] OOMA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:23.926841] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OOMA.txt
[2025-11-28T20:27:23.927046] [INFO ] [sig       ] [2392/3606] Completed OOMA in 0.4s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:23.927089] [INFO ] [sig       ] [2393/3606] Forecasting OPAD...
[2025-11-28T20:27:23.927119] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-11-28T20:27:23.927154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-11-28T20:27:23.939399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-11-28T20:27:23.939752] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-11-28T20:27:23.940527] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-11-28T20:27:23.940592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:23.940628] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:23.940654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:23.940709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:23.996378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:23.997447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:23.997526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:23.997595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:24.119449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:24.119609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:24.119650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:24.119678] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:24.122953] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2025-11-28T20:27:24.123218] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-11-28T20:27:24.123334] [INFO ] [sig       ] OPAD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:24.260845] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OPAD.txt
[2025-11-28T20:27:24.260987] [INFO ] [sig       ] [2393/3606] Completed OPAD in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.8m
[2025-11-28T20:27:24.261025] [INFO ] [sig       ] [2394/3606] Forecasting OPAL...
[2025-11-28T20:27:24.261054] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-11-28T20:27:24.261083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-11-28T20:27:24.271883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-11-28T20:27:24.272144] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-11-28T20:27:24.272884] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-11-28T20:27:24.272932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:24.272961] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:24.272986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:24.273040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:24.327629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:24.328298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:24.328373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:24.328404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:24.446909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:24.447043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:24.447081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:24.447107] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:24.450298] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-11-28T20:27:24.450561] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-11-28T20:27:24.450693] [INFO ] [sig       ] OPAL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:24.584299] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OPAL.txt
[2025-11-28T20:27:24.584411] [INFO ] [sig       ] [2394/3606] Completed OPAL in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.8m
[2025-11-28T20:27:24.584449] [INFO ] [sig       ] [2395/3606] Forecasting OPBK...
[2025-11-28T20:27:24.584477] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-11-28T20:27:24.584505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-11-28T20:27:24.595628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-11-28T20:27:24.595882] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-11-28T20:27:24.596601] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-11-28T20:27:24.596648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:24.596678] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:24.596717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:24.596773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:24.651277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:24.651892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:24.651973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:24.652004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:24.775525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:24.775699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:24.775737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:24.775764] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:24.779097] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=25.71%)
[2025-11-28T20:27:24.779420] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-11-28T20:27:24.779549] [INFO ] [sig       ] OPBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:24.915898] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OPBK.txt
[2025-11-28T20:27:24.916031] [INFO ] [sig       ] [2395/3606] Completed OPBK in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.8m
[2025-11-28T20:27:24.916067] [INFO ] [sig       ] [2396/3606] Forecasting OPCH...
[2025-11-28T20:27:24.916096] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-11-28T20:27:24.916125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-11-28T20:27:24.927503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-11-28T20:27:24.927880] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-11-28T20:27:24.931484] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-11-28T20:27:24.931535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:24.931567] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:24.931613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:24.931668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:24.985718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:24.986401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:24.986478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:24.986508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:25.106016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:25.106170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:25.106206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:25.106233] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:25.109462] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-11-28T20:27:25.109743] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-11-28T20:27:25.109860] [INFO ] [sig       ] OPCH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:25.244559] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OPCH.txt
[2025-11-28T20:27:25.244705] [INFO ] [sig       ] [2396/3606] Completed OPCH in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:25.244744] [INFO ] [sig       ] [2397/3606] Forecasting OPEN...
[2025-11-28T20:27:25.244772] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-11-28T20:27:25.244801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-11-28T20:27:25.255893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-11-28T20:27:25.256218] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-11-28T20:27:25.256977] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-11-28T20:27:25.257025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:25.257077] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:25.257105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:25.257160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:25.311288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:25.311893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:25.311965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:25.311996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:25.430620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:25.430770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:25.430807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:25.430834] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:25.434037] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: UP (p=91.79%)
[2025-11-28T20:27:25.434297] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-11-28T20:27:25.434411] [INFO ] [sig       ] OPEN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:25.569334] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OPEN.txt
[2025-11-28T20:27:25.569459] [INFO ] [sig       ] [2397/3606] Completed OPEN in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:25.569498] [INFO ] [sig       ] [2398/3606] Forecasting OPFI...
[2025-11-28T20:27:25.569527] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-11-28T20:27:25.569556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-11-28T20:27:25.580471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-11-28T20:27:25.580747] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-11-28T20:27:25.581450] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-11-28T20:27:25.581498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:25.581528] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:25.581554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:25.581633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:25.639301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:25.639956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:25.640028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:25.640059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:25.760207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:25.760351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:25.760387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:25.760414] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:25.763608] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=75.74%)
[2025-11-28T20:27:25.763861] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-11-28T20:27:25.763975] [INFO ] [sig       ] OPFI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:25.900183] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OPFI.txt
[2025-11-28T20:27:25.900332] [INFO ] [sig       ] [2398/3606] Completed OPFI in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:25.900371] [INFO ] [sig       ] [2399/3606] Forecasting OPK...
[2025-11-28T20:27:25.900399] [INFO ] [sig       ] Generating forecast for: OPK
[2025-11-28T20:27:25.900436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-11-28T20:27:25.911504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-11-28T20:27:25.911866] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-11-28T20:27:25.912614] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-11-28T20:27:25.912663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:25.912693] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:25.912719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:25.912777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:25.967738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:25.968555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:25.968647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:25.968679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:26.083736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:26.083876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:26.083911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:26.083938] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:26.087097] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-11-28T20:27:26.087350] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-11-28T20:27:26.087464] [INFO ] [sig       ] OPK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:26.221832] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OPK.txt
[2025-11-28T20:27:26.221963] [INFO ] [sig       ] [2399/3606] Completed OPK in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:26.221999] [INFO ] [sig       ] [2400/3606] Forecasting OPP...
[2025-11-28T20:27:26.222028] [INFO ] [sig       ] Generating forecast for: OPP
[2025-11-28T20:27:26.222058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-11-28T20:27:26.232864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-11-28T20:27:26.233134] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-11-28T20:27:26.233865] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-11-28T20:27:26.233912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:26.233942] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:26.233968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:26.234022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:26.288710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:26.289305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:26.289389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:26.289418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:26.406794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:26.406944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:26.406980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:26.407036] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:26.410350] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=78.24%)
[2025-11-28T20:27:26.410623] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-11-28T20:27:26.410736] [INFO ] [sig       ] OPP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:26.545134] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OPP.txt
[2025-11-28T20:27:26.545264] [INFO ] [sig       ] [2400/3606] Completed OPP in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:26.545302] [INFO ] [sig       ] [2401/3606] Forecasting OPRA...
[2025-11-28T20:27:26.545330] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-11-28T20:27:26.545360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-11-28T20:27:26.556984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-11-28T20:27:26.557266] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-11-28T20:27:26.557994] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-11-28T20:27:26.558060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:26.558094] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:26.558119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:26.558174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:26.612181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:26.612761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:26.612832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:26.612862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:26.729903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:26.730035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:26.730070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:26.730096] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:26.733237] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-11-28T20:27:26.733493] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-11-28T20:27:26.733626] [INFO ] [sig       ] OPRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:26.868041] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OPRA.txt
[2025-11-28T20:27:26.868161] [INFO ] [sig       ] [2401/3606] Completed OPRA in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:26.868200] [INFO ] [sig       ] [2402/3606] Forecasting OPRX...
[2025-11-28T20:27:26.868229] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-11-28T20:27:26.868258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-11-28T20:27:26.880130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-11-28T20:27:26.880487] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-11-28T20:27:26.881258] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-11-28T20:27:26.881307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:26.881337] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:26.881361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:26.881416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:26.937525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:26.938240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:26.938321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:26.938353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:27.057983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:27.058153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:27.058192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:27.058220] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:27.061630] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-11-28T20:27:27.061897] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-11-28T20:27:27.062015] [INFO ] [sig       ] OPRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:27.201814] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OPRX.txt
[2025-11-28T20:27:27.201945] [INFO ] [sig       ] [2402/3606] Completed OPRX in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:27.201983] [INFO ] [sig       ] [2403/3606] Forecasting OPTX...
[2025-11-28T20:27:27.202011] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-11-28T20:27:27.202040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-11-28T20:27:27.214175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-11-28T20:27:27.214481] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-11-28T20:27:27.215245] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-11-28T20:27:27.215293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:27.215323] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:27.215348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:27.215403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:27.269419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:27.270028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:27.270102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:27.270132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:27.390161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:27.390317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:27.390355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:27.390382] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:27.393636] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-11-28T20:27:27.393892] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-11-28T20:27:27.394006] [INFO ] [sig       ] OPTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:27.529669] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OPTX.txt
[2025-11-28T20:27:27.529785] [INFO ] [sig       ] [2403/3606] Completed OPTX in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:27.529820] [INFO ] [sig       ] [2404/3606] Forecasting OPXS...
[2025-11-28T20:27:27.529850] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-11-28T20:27:27.529877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-11-28T20:27:27.540944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-11-28T20:27:27.541242] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-11-28T20:27:27.542000] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-11-28T20:27:27.542048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:27.542078] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:27.542104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:27.542158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:27.599026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:27.599718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:27.599794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:27.599826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:27.715055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:27.715191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:27.715227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:27.715254] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:27.718543] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=15.77%)
[2025-11-28T20:27:27.718819] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-11-28T20:27:27.718934] [INFO ] [sig       ] OPXS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:27.853705] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OPXS.txt
[2025-11-28T20:27:27.853830] [INFO ] [sig       ] [2404/3606] Completed OPXS in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:27.853868] [INFO ] [sig       ] [2405/3606] Forecasting ORA...
[2025-11-28T20:27:27.853896] [INFO ] [sig       ] Generating forecast for: ORA
[2025-11-28T20:27:27.853925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-11-28T20:27:27.865393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-11-28T20:27:27.865663] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-11-28T20:27:27.866374] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-11-28T20:27:27.866422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:27.866451] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:27.866476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:27.866534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:27.921076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:27.921643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:27.921715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:27.921745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:28.041468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:28.041635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:28.041674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:28.041701] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:28.044921] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-11-28T20:27:28.045175] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-11-28T20:27:28.045293] [INFO ] [sig       ] ORA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:28.179932] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ORA.txt
[2025-11-28T20:27:28.180083] [INFO ] [sig       ] [2405/3606] Completed ORA in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:28.180122] [INFO ] [sig       ] [2406/3606] Forecasting ORC...
[2025-11-28T20:27:28.180151] [INFO ] [sig       ] Generating forecast for: ORC
[2025-11-28T20:27:28.180180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-11-28T20:27:28.191264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-11-28T20:27:28.191641] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-11-28T20:27:28.192378] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-11-28T20:27:28.192426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:28.192455] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:28.192480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:28.192554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:28.248700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:28.249527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:28.249628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:28.249664] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:28.369686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:28.369833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:28.369871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:28.369899] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:28.373188] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-11-28T20:27:28.373489] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-11-28T20:27:28.373628] [INFO ] [sig       ] ORC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:28.510860] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ORC.txt
[2025-11-28T20:27:28.511010] [INFO ] [sig       ] [2406/3606] Completed ORC in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:28.511050] [INFO ] [sig       ] [2407/3606] Forecasting ORGO...
[2025-11-28T20:27:28.511078] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-11-28T20:27:28.511107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-11-28T20:27:28.522357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-11-28T20:27:28.522758] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-11-28T20:27:28.523488] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-11-28T20:27:28.523537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:28.523566] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:28.523617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:28.523672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:28.579031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:28.579881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:28.579985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:28.580017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:28.697736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:28.697894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:28.697931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:28.697958] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:28.701294] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-11-28T20:27:28.701570] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-11-28T20:27:28.701713] [INFO ] [sig       ] ORGO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:28.840471] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ORGO.txt
[2025-11-28T20:27:28.840643] [INFO ] [sig       ] [2407/3606] Completed ORGO in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:28.840685] [INFO ] [sig       ] [2408/3606] Forecasting ORIC...
[2025-11-28T20:27:28.840713] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-11-28T20:27:28.840741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-11-28T20:27:28.852298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-11-28T20:27:28.852647] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-11-28T20:27:28.853380] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-11-28T20:27:28.853444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:28.853475] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:28.853500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:28.853555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:28.908099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:28.908963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:28.909044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:28.909076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:29.029669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:29.029818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:29.029856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:29.029884] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:29.033134] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2025-11-28T20:27:29.033424] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-11-28T20:27:29.033546] [INFO ] [sig       ] ORIC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:29.168993] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ORIC.txt
[2025-11-28T20:27:29.169142] [INFO ] [sig       ] [2408/3606] Completed ORIC in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:29.169180] [INFO ] [sig       ] [2409/3606] Forecasting ORKA...
[2025-11-28T20:27:29.169210] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-11-28T20:27:29.169238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-11-28T20:27:29.180929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-11-28T20:27:29.181296] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-11-28T20:27:29.182053] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-11-28T20:27:29.182103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:29.182132] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:29.182166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:29.182220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:29.236624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:29.237445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:29.237523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:29.237555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:29.358876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:29.359022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:29.359060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:29.359088] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:29.362292] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=8.34%)
[2025-11-28T20:27:29.362546] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-11-28T20:27:29.362678] [INFO ] [sig       ] ORKA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:29.502000] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ORKA.txt
[2025-11-28T20:27:29.502149] [INFO ] [sig       ] [2409/3606] Completed ORKA in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:29.502188] [INFO ] [sig       ] [2410/3606] Forecasting ORLY...
[2025-11-28T20:27:29.502217] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-11-28T20:27:29.502246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-11-28T20:27:29.513361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-11-28T20:27:29.513629] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-11-28T20:27:29.514330] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-11-28T20:27:29.514378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:29.514408] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:29.514434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:29.514489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:29.569375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:29.569984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:29.570057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:29.570088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:29.687719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:29.687863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:29.687899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:29.687927] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:29.691188] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-11-28T20:27:29.691478] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-11-28T20:27:29.691610] [INFO ] [sig       ] ORLY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:29.828828] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ORLY.txt
[2025-11-28T20:27:29.828990] [INFO ] [sig       ] [2410/3606] Completed ORLY in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:29.829029] [INFO ] [sig       ] [2411/3606] Forecasting ORMP...
[2025-11-28T20:27:29.829059] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-11-28T20:27:29.829088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-11-28T20:27:29.840194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-11-28T20:27:29.840479] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-11-28T20:27:29.841206] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-11-28T20:27:29.841254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:29.841289] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:29.841314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:29.841369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:29.896175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:29.896749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:29.896818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:29.896849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:30.011712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:30.011858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:30.011894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:30.011921] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:30.015136] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2025-11-28T20:27:30.015392] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-11-28T20:27:30.015504] [INFO ] [sig       ] ORMP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:30.153057] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ORMP.txt
[2025-11-28T20:27:30.153180] [INFO ] [sig       ] [2411/3606] Completed ORMP in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:30.153218] [INFO ] [sig       ] [2412/3606] Forecasting ORN...
[2025-11-28T20:27:30.153246] [INFO ] [sig       ] Generating forecast for: ORN
[2025-11-28T20:27:30.153275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-11-28T20:27:30.164422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-11-28T20:27:30.164689] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-11-28T20:27:30.165390] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-11-28T20:27:30.165437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:30.165466] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:30.165492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:30.165546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:30.219915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:30.220549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:30.220638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:30.220670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:30.336248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:30.336375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:30.336412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:30.336438] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:30.339627] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-11-28T20:27:30.339886] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-11-28T20:27:30.339999] [INFO ] [sig       ] ORN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:30.474683] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ORN.txt
[2025-11-28T20:27:30.474802] [INFO ] [sig       ] [2412/3606] Completed ORN in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.7m
[2025-11-28T20:27:30.474839] [INFO ] [sig       ] [2413/3606] Forecasting ORRF...
[2025-11-28T20:27:30.474866] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-11-28T20:27:30.474894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-11-28T20:27:30.490110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-11-28T20:27:30.490613] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-11-28T20:27:30.491767] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-11-28T20:27:30.491835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:30.491887] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:30.491934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:30.492024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:30.553744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:30.554623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:30.554703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:30.554734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:30.677673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:30.677830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:30.677868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:30.677897] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:30.681349] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-11-28T20:27:30.681686] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-11-28T20:27:30.681810] [INFO ] [sig       ] ORRF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:30.821521] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ORRF.txt
[2025-11-28T20:27:30.821689] [INFO ] [sig       ] [2413/3606] Completed ORRF in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.7m
[2025-11-28T20:27:30.821732] [INFO ] [sig       ] [2414/3606] Forecasting OS...
[2025-11-28T20:27:30.821759] [INFO ] [sig       ] Generating forecast for: OS
[2025-11-28T20:27:30.821789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-11-28T20:27:30.834174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-11-28T20:27:30.834617] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-11-28T20:27:30.835429] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-11-28T20:27:30.835481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:30.835541] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:30.835590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:30.835651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:30.893264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:30.894137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:30.894242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:30.894282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:31.019059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:31.019221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:31.019259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:31.019289] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:31.022669] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=42.03%)
[2025-11-28T20:27:31.022964] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-11-28T20:27:31.023095] [INFO ] [sig       ] OS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:31.160689] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OS.txt
[2025-11-28T20:27:31.160815] [INFO ] [sig       ] [2414/3606] Completed OS in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:31.160853] [INFO ] [sig       ] [2415/3606] Forecasting OSBC...
[2025-11-28T20:27:31.160881] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-11-28T20:27:31.160910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-11-28T20:27:31.177774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-11-28T20:27:31.178234] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-11-28T20:27:31.179269] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-11-28T20:27:31.179333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:31.179381] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:31.179422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:31.179500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:31.243741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:31.244603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:31.244684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:31.244716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:31.361599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:31.361754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:31.361815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:31.361845] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:31.365150] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=48.84%)
[2025-11-28T20:27:31.365437] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-11-28T20:27:31.365561] [INFO ] [sig       ] OSBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:31.505388] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OSBC.txt
[2025-11-28T20:27:31.505539] [INFO ] [sig       ] [2415/3606] Completed OSBC in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:31.505600] [INFO ] [sig       ] [2416/3606] Forecasting OSIS...
[2025-11-28T20:27:31.505630] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-11-28T20:27:31.505659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-11-28T20:27:31.517824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-11-28T20:27:31.518233] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-11-28T20:27:31.519007] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-11-28T20:27:31.519058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:31.519090] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:31.519117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:31.519173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:31.575266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:31.576169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:31.576264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:31.576296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:31.708492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:31.708661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:31.708702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:31.708729] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:31.712073] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-11-28T20:27:31.712335] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-11-28T20:27:31.712456] [INFO ] [sig       ] OSIS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:31.848266] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OSIS.txt
[2025-11-28T20:27:31.848391] [INFO ] [sig       ] [2416/3606] Completed OSIS in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:31.848429] [INFO ] [sig       ] [2417/3606] Forecasting OSPN...
[2025-11-28T20:27:31.848457] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-11-28T20:27:31.848487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-11-28T20:27:31.864123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-11-28T20:27:31.864666] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-11-28T20:27:31.865609] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-11-28T20:27:31.865662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:31.865695] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:31.865720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:31.865776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:31.927028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:31.928010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:31.928124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:31.928157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:32.053945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:32.054121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:32.054160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:32.054224] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:32.058134] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2025-11-28T20:27:32.058471] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-11-28T20:27:32.058627] [INFO ] [sig       ] OSPN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:32.199610] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OSPN.txt
[2025-11-28T20:27:32.199779] [INFO ] [sig       ] [2417/3606] Completed OSPN in 0.4s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:32.199817] [INFO ] [sig       ] [2418/3606] Forecasting OSS...
[2025-11-28T20:27:32.199846] [INFO ] [sig       ] Generating forecast for: OSS
[2025-11-28T20:27:32.199875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-11-28T20:27:32.211349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-11-28T20:27:32.211770] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-11-28T20:27:32.212558] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-11-28T20:27:32.212633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:32.212666] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:32.212691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:32.212746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:32.269080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:32.269939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:32.270019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:32.270051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:32.383057] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:32.383206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:32.383244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:32.383271] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:32.386482] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-11-28T20:27:32.386773] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-11-28T20:27:32.386894] [INFO ] [sig       ] OSS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:32.522243] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OSS.txt
[2025-11-28T20:27:32.522376] [INFO ] [sig       ] [2418/3606] Completed OSS in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:32.522413] [INFO ] [sig       ] [2419/3606] Forecasting OTEX...
[2025-11-28T20:27:32.522441] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-11-28T20:27:32.522470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-11-28T20:27:32.533936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-11-28T20:27:32.534174] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-11-28T20:27:32.534896] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-11-28T20:27:32.534944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:32.534985] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:32.535012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:32.535067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:32.592327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:32.592927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:32.593006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:32.593038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:32.715916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:32.716038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:32.716073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:32.716100] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:32.719225] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=59.71%)
[2025-11-28T20:27:32.719652] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-11-28T20:27:32.719774] [INFO ] [sig       ] OTEX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:32.855568] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OTEX.txt
[2025-11-28T20:27:32.855695] [INFO ] [sig       ] [2419/3606] Completed OTEX in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:32.855732] [INFO ] [sig       ] [2420/3606] Forecasting OTIS...
[2025-11-28T20:27:32.855760] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-11-28T20:27:32.855789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-11-28T20:27:32.867629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-11-28T20:27:32.867963] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-11-28T20:27:32.868747] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-11-28T20:27:32.868795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:32.868825] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:32.868851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:32.868905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:32.923286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:32.923943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:32.924020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:32.924052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:33.042795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:33.042952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:33.042991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:33.043018] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:33.046329] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-11-28T20:27:33.046612] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-11-28T20:27:33.046731] [INFO ] [sig       ] OTIS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:33.184402] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OTIS.txt
[2025-11-28T20:27:33.184536] [INFO ] [sig       ] [2420/3606] Completed OTIS in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:33.184591] [INFO ] [sig       ] [2421/3606] Forecasting OTLY...
[2025-11-28T20:27:33.184622] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-11-28T20:27:33.184651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-11-28T20:27:33.197033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-11-28T20:27:33.197317] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-11-28T20:27:33.198110] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-11-28T20:27:33.198161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:33.198192] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:33.198217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:33.198272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:33.254387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:33.255103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:33.255178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:33.255209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:33.374848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:33.374992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:33.375029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:33.375055] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:33.378244] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2025-11-28T20:27:33.378500] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-11-28T20:27:33.378631] [INFO ] [sig       ] OTLY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:33.516133] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OTLY.txt
[2025-11-28T20:27:33.516286] [INFO ] [sig       ] [2421/3606] Completed OTLY in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:33.516327] [INFO ] [sig       ] [2422/3606] Forecasting OVID...
[2025-11-28T20:27:33.516354] [INFO ] [sig       ] Generating forecast for: OVID
[2025-11-28T20:27:33.516383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-11-28T20:27:33.527507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-11-28T20:27:33.527868] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-11-28T20:27:33.528651] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-11-28T20:27:33.528700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:33.528730] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:33.528755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:33.528809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:33.583864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:33.584711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:33.584791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:33.584824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:33.704126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:33.704277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:33.704315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:33.704345] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:33.708032] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-11-28T20:27:33.708325] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-11-28T20:27:33.708457] [INFO ] [sig       ] OVID: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:33.847626] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OVID.txt
[2025-11-28T20:27:33.847762] [INFO ] [sig       ] [2422/3606] Completed OVID in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:33.847806] [INFO ] [sig       ] [2423/3606] Forecasting OVLY...
[2025-11-28T20:27:33.847836] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-11-28T20:27:33.847866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-11-28T20:27:33.858484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-11-28T20:27:33.858812] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-11-28T20:27:33.859524] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-11-28T20:27:33.859593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:33.859626] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:33.859652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:33.859706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:33.914441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:33.915185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:33.915263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:33.915295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:34.015347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:34.015496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:34.015535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:34.015564] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:34.018878] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=68.00%)
[2025-11-28T20:27:34.019140] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-11-28T20:27:34.019258] [INFO ] [sig       ] OVLY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:34.155732] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OVLY.txt
[2025-11-28T20:27:34.155882] [INFO ] [sig       ] [2423/3606] Completed OVLY in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:34.155920] [INFO ] [sig       ] [2424/3606] Forecasting OWL...
[2025-11-28T20:27:34.155950] [INFO ] [sig       ] Generating forecast for: OWL
[2025-11-28T20:27:34.155979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-11-28T20:27:34.168090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-11-28T20:27:34.168518] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-11-28T20:27:34.169366] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-11-28T20:27:34.169418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:34.169450] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:34.169478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:34.169533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:34.224962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:34.225779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:34.225890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:34.225922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:34.343587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:34.343711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:34.343748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:34.343774] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:34.346864] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-11-28T20:27:34.347119] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-11-28T20:27:34.347251] [INFO ] [sig       ] OWL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:34.483062] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OWL.txt
[2025-11-28T20:27:34.483182] [INFO ] [sig       ] [2424/3606] Completed OWL in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:34.483220] [INFO ] [sig       ] [2425/3606] Forecasting OXLC...
[2025-11-28T20:27:34.483249] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-11-28T20:27:34.483278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-11-28T20:27:34.494951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-11-28T20:27:34.495314] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-11-28T20:27:34.496096] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-11-28T20:27:34.496145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:34.496175] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:34.496200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:34.496255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:34.550756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:34.551631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:34.551716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:34.551747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:34.669979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:34.670134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:34.670172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:34.670198] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:34.673438] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2025-11-28T20:27:34.673723] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-11-28T20:27:34.673841] [INFO ] [sig       ] OXLC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:34.820477] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OXLC.txt
[2025-11-28T20:27:34.820648] [INFO ] [sig       ] [2425/3606] Completed OXLC in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:34.820693] [INFO ] [sig       ] [2426/3606] Forecasting OXM...
[2025-11-28T20:27:34.820722] [INFO ] [sig       ] Generating forecast for: OXM
[2025-11-28T20:27:34.820755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-11-28T20:27:34.832412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-11-28T20:27:34.832772] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-11-28T20:27:34.833517] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-11-28T20:27:34.833568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:34.833623] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:34.833654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:34.833728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:34.891636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:34.892452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:34.892537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:34.892587] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:35.015117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:35.015262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:35.015319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:35.015348] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:35.018706] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=59.46%)
[2025-11-28T20:27:35.018972] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-11-28T20:27:35.019090] [INFO ] [sig       ] OXM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:35.160599] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OXM.txt
[2025-11-28T20:27:35.160732] [INFO ] [sig       ] [2426/3606] Completed OXM in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:35.160772] [INFO ] [sig       ] [2427/3606] Forecasting OXSQ...
[2025-11-28T20:27:35.160800] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-11-28T20:27:35.160829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-11-28T20:27:35.172339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-11-28T20:27:35.172631] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-11-28T20:27:35.173377] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-11-28T20:27:35.173436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:35.173475] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:35.173509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:35.173615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:35.231327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:35.231967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:35.232060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:35.232092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:35.355372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:35.355509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:35.355547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:35.355591] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:35.358872] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2025-11-28T20:27:35.359178] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-11-28T20:27:35.359301] [INFO ] [sig       ] OXSQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:35.497496] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OXSQ.txt
[2025-11-28T20:27:35.497655] [INFO ] [sig       ] [2427/3606] Completed OXSQ in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:35.497694] [INFO ] [sig       ] [2428/3606] Forecasting OZEM...
[2025-11-28T20:27:35.497723] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-11-28T20:27:35.497752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-11-28T20:27:35.512163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-11-28T20:27:35.512501] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-11-28T20:27:35.513228] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-11-28T20:27:35.513277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:35.513307] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:35.513332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:35.513386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:35.567702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:35.568291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:35.568376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:35.568407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:35.674615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:35.674707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:35.674740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:35.674766] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:35.677703] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-11-28T20:27:35.677952] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-11-28T20:27:35.678085] [INFO ] [sig       ] OZEM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:35.814462] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OZEM.txt
[2025-11-28T20:27:35.814595] [INFO ] [sig       ] [2428/3606] Completed OZEM in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:35.814633] [INFO ] [sig       ] [2429/3606] Forecasting OZK...
[2025-11-28T20:27:35.814661] [INFO ] [sig       ] Generating forecast for: OZK
[2025-11-28T20:27:35.814690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-11-28T20:27:35.827328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-11-28T20:27:35.827669] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-11-28T20:27:35.828701] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-11-28T20:27:35.828751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:35.828781] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:35.828806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:35.828860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:35.885122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:35.886010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:35.886094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:35.886126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:36.013705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:36.013853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:36.013891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:36.013919] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:36.017814] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-11-28T20:27:36.018169] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-11-28T20:27:36.018305] [INFO ] [sig       ] OZK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:36.184464] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OZK.txt
[2025-11-28T20:27:36.184652] [INFO ] [sig       ] [2429/3606] Completed OZK in 0.4s | 2.99 sym/s | Total: 13.5m | ETA: 6.6m
[2025-11-28T20:27:36.184693] [INFO ] [sig       ] [2430/3606] Forecasting OZKAP...
[2025-11-28T20:27:36.184721] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-11-28T20:27:36.184752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-11-28T20:27:36.199825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-11-28T20:27:36.200324] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-11-28T20:27:36.201462] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-11-28T20:27:36.201535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:36.201624] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:36.201670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:36.201760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:36.280128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:36.281175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:36.281278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:36.281324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:36.440141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:36.440322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:36.440380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:36.440425] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:36.445163] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-11-28T20:27:36.445662] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-11-28T20:27:36.445842] [INFO ] [sig       ] OZKAP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:36.642740] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OZKAP.txt
[2025-11-28T20:27:36.642910] [INFO ] [sig       ] [2430/3606] Completed OZKAP in 0.5s | 2.99 sym/s | Total: 13.6m | ETA: 6.6m
[2025-11-28T20:27:36.642951] [INFO ] [sig       ] [2431/3606] Forecasting PAA...
[2025-11-28T20:27:36.642980] [INFO ] [sig       ] Generating forecast for: PAA
[2025-11-28T20:27:36.643012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-11-28T20:27:36.655890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-11-28T20:27:36.656292] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-11-28T20:27:36.657167] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-11-28T20:27:36.657219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:36.657283] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:36.657311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:36.657368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:36.713104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:36.714106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:36.714204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:36.714237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:36.852497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:36.852691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:36.852742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:36.852779] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:36.857341] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-11-28T20:27:36.857800] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-11-28T20:27:36.857980] [INFO ] [sig       ] PAA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:37.021069] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PAA.txt
[2025-11-28T20:27:37.021223] [INFO ] [sig       ] [2431/3606] Completed PAA in 0.4s | 2.99 sym/s | Total: 13.6m | ETA: 6.6m
[2025-11-28T20:27:37.021264] [INFO ] [sig       ] [2432/3606] Forecasting PAAS...
[2025-11-28T20:27:37.021294] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-11-28T20:27:37.021324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-11-28T20:27:37.035170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-11-28T20:27:37.035541] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-11-28T20:27:37.036558] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-11-28T20:27:37.036626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:37.036658] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:37.036685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:37.036742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:37.099491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:37.100758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:37.100867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:37.100916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:37.238341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:37.238490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:37.238530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:37.238559] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:37.242481] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=42.45%)
[2025-11-28T20:27:37.242795] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-11-28T20:27:37.242925] [INFO ] [sig       ] PAAS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:37.394387] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PAAS.txt
[2025-11-28T20:27:37.394544] [INFO ] [sig       ] [2432/3606] Completed PAAS in 0.4s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:37.394603] [INFO ] [sig       ] [2433/3606] Forecasting PAC...
[2025-11-28T20:27:37.394635] [INFO ] [sig       ] Generating forecast for: PAC
[2025-11-28T20:27:37.394668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-11-28T20:27:37.406676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-11-28T20:27:37.407005] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-11-28T20:27:37.407809] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-11-28T20:27:37.407867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:37.407910] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:37.407946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:37.408048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:37.468442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:37.469398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:37.469506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:37.469555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:37.600893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:37.601047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:37.601086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:37.601114] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:37.604543] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-11-28T20:27:37.604833] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-11-28T20:27:37.604977] [INFO ] [sig       ] PAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:37.743704] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PAC.txt
[2025-11-28T20:27:37.743841] [INFO ] [sig       ] [2433/3606] Completed PAC in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:37.743878] [INFO ] [sig       ] [2434/3606] Forecasting PACB...
[2025-11-28T20:27:37.743916] [INFO ] [sig       ] Generating forecast for: PACB
[2025-11-28T20:27:37.743947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-11-28T20:27:37.755152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-11-28T20:27:37.755465] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-11-28T20:27:37.756240] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-11-28T20:27:37.756290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:37.756322] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:37.756348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:37.756403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:37.814040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:37.814874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:37.814953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:37.814986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:37.933697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:37.933848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:37.933886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:37.933949] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:37.937211] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=16.09%)
[2025-11-28T20:27:37.937501] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-11-28T20:27:37.937645] [INFO ] [sig       ] PACB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:38.078131] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PACB.txt
[2025-11-28T20:27:38.078290] [INFO ] [sig       ] [2434/3606] Completed PACB in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:38.078329] [INFO ] [sig       ] [2435/3606] Forecasting PACK...
[2025-11-28T20:27:38.078359] [INFO ] [sig       ] Generating forecast for: PACK
[2025-11-28T20:27:38.078389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-11-28T20:27:38.088918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-11-28T20:27:38.089224] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-11-28T20:27:38.089966] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-11-28T20:27:38.090014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:38.090044] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:38.090070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:38.090124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:38.144912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:38.145635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:38.145713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:38.145746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:38.269210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:38.269352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:38.269390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:38.269420] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:38.272646] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2025-11-28T20:27:38.272900] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-11-28T20:27:38.273014] [INFO ] [sig       ] PACK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:38.407824] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PACK.txt
[2025-11-28T20:27:38.407971] [INFO ] [sig       ] [2435/3606] Completed PACK in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:38.408008] [INFO ] [sig       ] [2436/3606] Forecasting PAGP...
[2025-11-28T20:27:38.408069] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-11-28T20:27:38.408098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-11-28T20:27:38.419685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-11-28T20:27:38.419993] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-11-28T20:27:38.420791] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-11-28T20:27:38.420840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:38.420872] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:38.420899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:38.420957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:38.477208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:38.478070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:38.478156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:38.478188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:38.596614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:38.596759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:38.596797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:38.596826] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:38.600120] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=75.28%)
[2025-11-28T20:27:38.600376] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-11-28T20:27:38.600494] [INFO ] [sig       ] PAGP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:38.738428] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PAGP.txt
[2025-11-28T20:27:38.738593] [INFO ] [sig       ] [2436/3606] Completed PAGP in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:38.738636] [INFO ] [sig       ] [2437/3606] Forecasting PAGS...
[2025-11-28T20:27:38.738668] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-11-28T20:27:38.738699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-11-28T20:27:38.749687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-11-28T20:27:38.750031] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-11-28T20:27:38.750804] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-11-28T20:27:38.750862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:38.750895] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:38.750920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:38.750979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:38.808284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:38.809166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:38.809253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:38.809286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:38.932547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:38.932714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:38.932752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:38.932798] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:38.935997] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-11-28T20:27:38.936255] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-11-28T20:27:38.936369] [INFO ] [sig       ] PAGS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:39.075315] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PAGS.txt
[2025-11-28T20:27:39.075469] [INFO ] [sig       ] [2437/3606] Completed PAGS in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:39.075509] [INFO ] [sig       ] [2438/3606] Forecasting PAHC...
[2025-11-28T20:27:39.075543] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-11-28T20:27:39.075598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-11-28T20:27:39.087058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-11-28T20:27:39.087377] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-11-28T20:27:39.088175] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-11-28T20:27:39.088224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:39.088254] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:39.088279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:39.088333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:39.145546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:39.146405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:39.146485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:39.146523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:39.265248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:39.265389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:39.265426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:39.265455] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:39.268701] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-11-28T20:27:39.268959] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-11-28T20:27:39.269074] [INFO ] [sig       ] PAHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:39.403451] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PAHC.txt
[2025-11-28T20:27:39.403606] [INFO ] [sig       ] [2438/3606] Completed PAHC in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:39.403647] [INFO ] [sig       ] [2439/3606] Forecasting PAL...
[2025-11-28T20:27:39.403676] [INFO ] [sig       ] Generating forecast for: PAL
[2025-11-28T20:27:39.403705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-11-28T20:27:39.414632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-11-28T20:27:39.414943] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-11-28T20:27:39.415685] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-11-28T20:27:39.415733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:39.415764] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:39.415791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:39.415845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:39.471355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:39.472166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:39.472249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:39.472299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:39.588229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:39.588377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:39.588415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:39.588444] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:39.591771] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=25.53%)
[2025-11-28T20:27:39.592043] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-11-28T20:27:39.592160] [INFO ] [sig       ] PAL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:39.727759] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PAL.txt
[2025-11-28T20:27:39.727887] [INFO ] [sig       ] [2439/3606] Completed PAL in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:39.727924] [INFO ] [sig       ] [2440/3606] Forecasting PAM...
[2025-11-28T20:27:39.727953] [INFO ] [sig       ] Generating forecast for: PAM
[2025-11-28T20:27:39.727983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-11-28T20:27:39.739094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-11-28T20:27:39.739383] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-11-28T20:27:39.740222] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-11-28T20:27:39.740273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:39.740304] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:39.740330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:39.740386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:39.797646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:39.798415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:39.798494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:39.798532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:39.918189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:39.918341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:39.918381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:39.918409] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:39.921800] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-11-28T20:27:39.922078] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-11-28T20:27:39.922200] [INFO ] [sig       ] PAM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:40.057625] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PAM.txt
[2025-11-28T20:27:40.057772] [INFO ] [sig       ] [2440/3606] Completed PAM in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:40.057832] [INFO ] [sig       ] [2441/3606] Forecasting PANL...
[2025-11-28T20:27:40.057874] [INFO ] [sig       ] Generating forecast for: PANL
[2025-11-28T20:27:40.057906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-11-28T20:27:40.069059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-11-28T20:27:40.069422] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-11-28T20:27:40.070216] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-11-28T20:27:40.070266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:40.070298] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:40.070326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:40.070397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:40.128553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:40.129415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:40.129528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:40.129563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:40.249416] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:40.249561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:40.249621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:40.249651] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:40.252947] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-11-28T20:27:40.253210] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-11-28T20:27:40.253328] [INFO ] [sig       ] PANL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:40.388379] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PANL.txt
[2025-11-28T20:27:40.388524] [INFO ] [sig       ] [2441/3606] Completed PANL in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:40.388561] [INFO ] [sig       ] [2442/3606] Forecasting PASG...
[2025-11-28T20:27:40.388610] [INFO ] [sig       ] Generating forecast for: PASG
[2025-11-28T20:27:40.388643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-11-28T20:27:40.400186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-11-28T20:27:40.400558] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-11-28T20:27:40.401361] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-11-28T20:27:40.401411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:40.401442] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:40.401468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:40.401525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:40.462087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:40.462917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:40.462995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:40.463028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:40.580454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:40.580614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:40.580653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:40.580680] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:40.584038] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: UP (p=79.65%)
[2025-11-28T20:27:40.584333] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-11-28T20:27:40.584457] [INFO ] [sig       ] PASG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:40.719532] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PASG.txt
[2025-11-28T20:27:40.719725] [INFO ] [sig       ] [2442/3606] Completed PASG in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:40.719780] [INFO ] [sig       ] [2443/3606] Forecasting PATH...
[2025-11-28T20:27:40.719814] [INFO ] [sig       ] Generating forecast for: PATH
[2025-11-28T20:27:40.719846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-11-28T20:27:40.730940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-11-28T20:27:40.731208] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-11-28T20:27:40.731961] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-11-28T20:27:40.732010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:40.732041] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:40.732067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:40.732121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:40.787698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:40.788367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:40.788446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:40.788476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:40.910922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:40.911063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:40.911101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:40.911130] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:40.914476] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: UP (p=74.93%)
[2025-11-28T20:27:40.914760] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-11-28T20:27:40.914878] [INFO ] [sig       ] PATH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:41.051641] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PATH.txt
[2025-11-28T20:27:41.051767] [INFO ] [sig       ] [2443/3606] Completed PATH in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:41.051804] [INFO ] [sig       ] [2444/3606] Forecasting PATK...
[2025-11-28T20:27:41.051832] [INFO ] [sig       ] Generating forecast for: PATK
[2025-11-28T20:27:41.051861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-11-28T20:27:41.062666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-11-28T20:27:41.062931] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-11-28T20:27:41.063664] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-11-28T20:27:41.063713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:41.063743] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:41.063769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:41.063824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:41.119415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:41.120155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:41.120231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:41.120264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:41.235170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:41.235324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:41.235364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:41.235393] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:41.238686] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-11-28T20:27:41.238951] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-11-28T20:27:41.239067] [INFO ] [sig       ] PATK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:41.377183] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PATK.txt
[2025-11-28T20:27:41.377328] [INFO ] [sig       ] [2444/3606] Completed PATK in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:41.377367] [INFO ] [sig       ] [2445/3606] Forecasting PAXS...
[2025-11-28T20:27:41.377395] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-11-28T20:27:41.377431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-11-28T20:27:41.388599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-11-28T20:27:41.388859] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-11-28T20:27:41.389560] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-11-28T20:27:41.389633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:41.389663] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:41.389689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:41.389744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:41.444099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:41.444740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:41.444816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:41.444847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:41.561288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:41.561445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:41.561482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:41.561512] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:41.564867] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=54.70%)
[2025-11-28T20:27:41.565150] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-11-28T20:27:41.565272] [INFO ] [sig       ] PAXS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:41.701863] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PAXS.txt
[2025-11-28T20:27:41.701988] [INFO ] [sig       ] [2445/3606] Completed PAXS in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:41.702025] [INFO ] [sig       ] [2446/3606] Forecasting PAY...
[2025-11-28T20:27:41.702054] [INFO ] [sig       ] Generating forecast for: PAY
[2025-11-28T20:27:41.702084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-11-28T20:27:41.713186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-11-28T20:27:41.713504] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-11-28T20:27:41.714358] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-11-28T20:27:41.714418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:41.714463] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:41.714502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:41.714593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:41.771673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:41.772507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:41.772607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:41.772643] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:41.893509] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:41.893674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:41.893713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:41.893740] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:41.896984] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-28T20:27:41.897247] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-11-28T20:27:41.897365] [INFO ] [sig       ] PAY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:42.038442] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PAY.txt
[2025-11-28T20:27:42.038622] [INFO ] [sig       ] [2446/3606] Completed PAY in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:42.038665] [INFO ] [sig       ] [2447/3606] Forecasting PAYC...
[2025-11-28T20:27:42.038694] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-11-28T20:27:42.038724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-11-28T20:27:42.050135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-11-28T20:27:42.050431] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-11-28T20:27:42.051158] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-11-28T20:27:42.051206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:42.051236] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:42.051261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:42.051315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:42.105536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:42.106183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:42.106255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:42.106285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:42.224238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:42.224377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:42.224413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:42.224440] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:42.227617] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2025-11-28T20:27:42.227871] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-11-28T20:27:42.227984] [INFO ] [sig       ] PAYC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:42.366385] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PAYC.txt
[2025-11-28T20:27:42.366523] [INFO ] [sig       ] [2447/3606] Completed PAYC in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.5m
[2025-11-28T20:27:42.366564] [INFO ] [sig       ] [2448/3606] Forecasting PAYO...
[2025-11-28T20:27:42.366616] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-11-28T20:27:42.366647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-11-28T20:27:42.378804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-11-28T20:27:42.379194] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-11-28T20:27:42.379976] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-11-28T20:27:42.380026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:42.380083] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:42.380111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:42.380166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:42.438316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:42.439175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:42.439256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:42.439287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:42.563769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:42.563917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:42.563955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:42.563982] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:42.567222] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-11-28T20:27:42.567487] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-11-28T20:27:42.567630] [INFO ] [sig       ] PAYO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:42.704897] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PAYO.txt
[2025-11-28T20:27:42.705045] [INFO ] [sig       ] [2448/3606] Completed PAYO in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.5m
[2025-11-28T20:27:42.705083] [INFO ] [sig       ] [2449/3606] Forecasting PAYS...
[2025-11-28T20:27:42.705111] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-11-28T20:27:42.705140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-11-28T20:27:42.716023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-11-28T20:27:42.716321] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-11-28T20:27:42.717112] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-11-28T20:27:42.717162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:42.717193] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:42.717220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:42.717276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:42.771517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:42.772100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:42.772173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:42.772203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:42.887182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:42.887319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:42.887356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:42.887382] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:42.890560] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=44.26%)
[2025-11-28T20:27:42.890842] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-11-28T20:27:42.890959] [INFO ] [sig       ] PAYS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:43.028928] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PAYS.txt
[2025-11-28T20:27:43.029072] [INFO ] [sig       ] [2449/3606] Completed PAYS in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.5m
[2025-11-28T20:27:43.029110] [INFO ] [sig       ] [2450/3606] Forecasting PAYX...
[2025-11-28T20:27:43.029139] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-11-28T20:27:43.029169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-11-28T20:27:43.040856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-11-28T20:27:43.041149] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-11-28T20:27:43.041952] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-11-28T20:27:43.042002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:43.042035] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:43.042062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:43.042118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:43.096611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:43.097179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:43.097251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:43.097283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:43.214547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:43.214713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:43.214751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:43.214780] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:43.217982] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-11-28T20:27:43.218256] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-11-28T20:27:43.218380] [INFO ] [sig       ] PAYX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:43.353002] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PAYX.txt
[2025-11-28T20:27:43.353128] [INFO ] [sig       ] [2450/3606] Completed PAYX in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:43.353165] [INFO ] [sig       ] [2451/3606] Forecasting PB...
[2025-11-28T20:27:43.353193] [INFO ] [sig       ] Generating forecast for: PB
[2025-11-28T20:27:43.353223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-11-28T20:27:43.363941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-11-28T20:27:43.364209] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-11-28T20:27:43.364945] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-11-28T20:27:43.364993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:43.365023] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:43.365049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:43.365106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:43.420202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:43.420888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:43.420963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:43.420994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:43.544434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:43.544598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:43.544641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:43.544702] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:43.548093] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=81.53%)
[2025-11-28T20:27:43.548380] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-11-28T20:27:43.548508] [INFO ] [sig       ] PB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:43.685122] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PB.txt
[2025-11-28T20:27:43.685301] [INFO ] [sig       ] [2451/3606] Completed PB in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:43.685355] [INFO ] [sig       ] [2452/3606] Forecasting PBA...
[2025-11-28T20:27:43.685395] [INFO ] [sig       ] Generating forecast for: PBA
[2025-11-28T20:27:43.685441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-11-28T20:27:43.696290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-11-28T20:27:43.696602] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-11-28T20:27:43.697322] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-11-28T20:27:43.697370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:43.697399] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:43.697424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:43.697478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:43.754883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:43.755635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:43.755711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:43.755744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:43.876056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:43.876192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:43.876228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:43.876255] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:43.879483] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-11-28T20:27:43.879773] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-11-28T20:27:43.879897] [INFO ] [sig       ] PBA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:44.014503] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PBA.txt
[2025-11-28T20:27:44.014661] [INFO ] [sig       ] [2452/3606] Completed PBA in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:44.014700] [INFO ] [sig       ] [2453/3606] Forecasting PBF...
[2025-11-28T20:27:44.014729] [INFO ] [sig       ] Generating forecast for: PBF
[2025-11-28T20:27:44.014757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-11-28T20:27:44.025601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-11-28T20:27:44.025912] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-11-28T20:27:44.026690] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-11-28T20:27:44.026740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:44.026770] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:44.026797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:44.026854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:44.083667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:44.084291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:44.084365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:44.084421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:44.206388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:44.206528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:44.206591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:44.206631] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:44.210107] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-11-28T20:27:44.210370] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-11-28T20:27:44.210486] [INFO ] [sig       ] PBF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:44.349166] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PBF.txt
[2025-11-28T20:27:44.349292] [INFO ] [sig       ] [2453/3606] Completed PBF in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:44.349329] [INFO ] [sig       ] [2454/3606] Forecasting PBFS...
[2025-11-28T20:27:44.349358] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-11-28T20:27:44.349388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-11-28T20:27:44.360319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-11-28T20:27:44.360650] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-11-28T20:27:44.361366] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-11-28T20:27:44.361424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:44.361455] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:44.361480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:44.361533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:44.416175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:44.416870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:44.416942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:44.416973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:44.515928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:44.516061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:44.516104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:44.516131] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:44.519317] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=16.52%)
[2025-11-28T20:27:44.519598] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-11-28T20:27:44.519737] [INFO ] [sig       ] PBFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:44.664253] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PBFS.txt
[2025-11-28T20:27:44.664407] [INFO ] [sig       ] [2454/3606] Completed PBFS in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:44.664457] [INFO ] [sig       ] [2455/3606] Forecasting PBH...
[2025-11-28T20:27:44.664492] [INFO ] [sig       ] Generating forecast for: PBH
[2025-11-28T20:27:44.664525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-11-28T20:27:44.675749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-11-28T20:27:44.676043] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-11-28T20:27:44.676796] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-11-28T20:27:44.676844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:44.676874] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:44.676900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:44.676955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:44.733844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:44.734569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:44.734663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:44.734695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:44.850238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:44.850379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:44.850415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:44.850443] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:44.853653] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2025-11-28T20:27:44.853910] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-11-28T20:27:44.854029] [INFO ] [sig       ] PBH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:44.996440] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PBH.txt
[2025-11-28T20:27:44.996561] [INFO ] [sig       ] [2455/3606] Completed PBH in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:44.996615] [INFO ] [sig       ] [2456/3606] Forecasting PBI...
[2025-11-28T20:27:44.996645] [INFO ] [sig       ] Generating forecast for: PBI
[2025-11-28T20:27:44.996673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-11-28T20:27:45.008004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-11-28T20:27:45.008442] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-11-28T20:27:45.009211] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-11-28T20:27:45.009261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:45.009291] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:45.009318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:45.009373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:45.065523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:45.066158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:45.066232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:45.066264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:45.183600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:45.183749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:45.183786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:45.183816] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:45.187117] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-11-28T20:27:45.187403] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-11-28T20:27:45.187526] [INFO ] [sig       ] PBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:45.325192] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PBI.txt
[2025-11-28T20:27:45.325341] [INFO ] [sig       ] [2456/3606] Completed PBI in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:45.325378] [INFO ] [sig       ] [2457/3606] Forecasting PBM...
[2025-11-28T20:27:45.325408] [INFO ] [sig       ] Generating forecast for: PBM
[2025-11-28T20:27:45.325437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-11-28T20:27:45.336466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-11-28T20:27:45.336812] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-11-28T20:27:45.337523] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-11-28T20:27:45.337587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:45.337618] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:45.337643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:45.337702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:45.393556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:45.394382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:45.394461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:45.394493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:45.516595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:45.516708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:45.516746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:45.516774] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:45.520307] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-11-28T20:27:45.520632] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-11-28T20:27:45.520772] [INFO ] [sig       ] PBM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:45.664468] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PBM.txt
[2025-11-28T20:27:45.664688] [INFO ] [sig       ] [2457/3606] Completed PBM in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:45.664762] [INFO ] [sig       ] [2458/3606] Forecasting PBYI...
[2025-11-28T20:27:45.664810] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-11-28T20:27:45.664855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-11-28T20:27:45.679263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-11-28T20:27:45.679656] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-11-28T20:27:45.680743] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-11-28T20:27:45.680802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:45.680834] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:45.680873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:45.680953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:45.753065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:45.753925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:45.754033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:45.754068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:45.876220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:45.876367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:45.876405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:45.876433] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:45.880448] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=69.57%)
[2025-11-28T20:27:45.880738] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-11-28T20:27:45.881035] [INFO ] [sig       ] PBYI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:46.020247] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PBYI.txt
[2025-11-28T20:27:46.020401] [INFO ] [sig       ] [2458/3606] Completed PBYI in 0.4s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:46.020439] [INFO ] [sig       ] [2459/3606] Forecasting PCB...
[2025-11-28T20:27:46.020470] [INFO ] [sig       ] Generating forecast for: PCB
[2025-11-28T20:27:46.020499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-11-28T20:27:46.032624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-11-28T20:27:46.033186] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-11-28T20:27:46.033930] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-11-28T20:27:46.033979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:46.034009] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:46.034035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:46.034089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:46.092335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:46.093170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:46.093249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:46.093281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:46.216044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:46.216189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:46.216228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:46.216256] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:46.219526] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=89.83%)
[2025-11-28T20:27:46.219811] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-11-28T20:27:46.219948] [INFO ] [sig       ] PCB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:46.356144] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PCB.txt
[2025-11-28T20:27:46.356261] [INFO ] [sig       ] [2459/3606] Completed PCB in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:46.356299] [INFO ] [sig       ] [2460/3606] Forecasting PCF...
[2025-11-28T20:27:46.356327] [INFO ] [sig       ] Generating forecast for: PCF
[2025-11-28T20:27:46.356356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-11-28T20:27:46.367794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-11-28T20:27:46.368131] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-11-28T20:27:46.368884] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-11-28T20:27:46.368931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:46.368961] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:46.368986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:46.369040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:46.425060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:46.425741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:46.425818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:46.425848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:46.543339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:46.543475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:46.543511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:46.543538] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:46.546793] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-11-28T20:27:46.547051] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-11-28T20:27:46.547164] [INFO ] [sig       ] PCF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:46.684324] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PCF.txt
[2025-11-28T20:27:46.684452] [INFO ] [sig       ] [2460/3606] Completed PCF in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:46.684490] [INFO ] [sig       ] [2461/3606] Forecasting PCG...
[2025-11-28T20:27:46.684518] [INFO ] [sig       ] Generating forecast for: PCG
[2025-11-28T20:27:46.684546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-11-28T20:27:46.695514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-11-28T20:27:46.695807] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-11-28T20:27:46.696507] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-11-28T20:27:46.696555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:46.696607] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:46.696634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:46.696689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:46.754093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:46.754744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:46.754815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:46.754846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:46.886402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:46.886585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:46.886626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:46.886672] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:46.890066] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-11-28T20:27:46.890341] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-11-28T20:27:46.890463] [INFO ] [sig       ] PCG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:47.042060] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PCG.txt
[2025-11-28T20:27:47.042248] [INFO ] [sig       ] [2461/3606] Completed PCG in 0.4s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:47.042302] [INFO ] [sig       ] [2462/3606] Forecasting PCH...
[2025-11-28T20:27:47.042342] [INFO ] [sig       ] Generating forecast for: PCH
[2025-11-28T20:27:47.042382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-11-28T20:27:47.053427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-11-28T20:27:47.053764] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-11-28T20:27:47.054533] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-11-28T20:27:47.054604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:47.054642] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:47.054670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:47.054727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:47.110628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:47.111283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:47.111356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:47.111387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:47.228549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:47.228723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:47.228767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:47.228800] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:47.232136] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=73.96%)
[2025-11-28T20:27:47.232452] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-11-28T20:27:47.232599] [INFO ] [sig       ] PCH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:47.368693] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PCH.txt
[2025-11-28T20:27:47.368825] [INFO ] [sig       ] [2462/3606] Completed PCH in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:47.368864] [INFO ] [sig       ] [2463/3606] Forecasting PCM...
[2025-11-28T20:27:47.368892] [INFO ] [sig       ] Generating forecast for: PCM
[2025-11-28T20:27:47.368921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-11-28T20:27:47.380418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-11-28T20:27:47.380783] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-11-28T20:27:47.381529] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-11-28T20:27:47.381595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:47.381629] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:47.381655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:47.381711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:47.440726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:47.441381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:47.441454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:47.441501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:47.568146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:47.568287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:47.568325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:47.568352] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:47.571716] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=66.75%)
[2025-11-28T20:27:47.571968] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-11-28T20:27:47.572084] [INFO ] [sig       ] PCM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:47.711389] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PCM.txt
[2025-11-28T20:27:47.711512] [INFO ] [sig       ] [2463/3606] Completed PCM in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:47.711549] [INFO ] [sig       ] [2464/3606] Forecasting PCN...
[2025-11-28T20:27:47.711605] [INFO ] [sig       ] Generating forecast for: PCN
[2025-11-28T20:27:47.711652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-11-28T20:27:47.722818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-11-28T20:27:47.723088] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-11-28T20:27:47.723846] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-11-28T20:27:47.723895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:47.723925] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:47.723950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:47.724004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:47.779631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:47.780286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:47.780372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:47.780404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:47.901767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:47.901921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:47.901960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:47.901993] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:47.905340] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=76.64%)
[2025-11-28T20:27:47.905659] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-11-28T20:27:47.905817] [INFO ] [sig       ] PCN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:48.042108] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PCN.txt
[2025-11-28T20:27:48.042233] [INFO ] [sig       ] [2464/3606] Completed PCN in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:48.042269] [INFO ] [sig       ] [2465/3606] Forecasting PCQ...
[2025-11-28T20:27:48.042297] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-11-28T20:27:48.042327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-11-28T20:27:48.053114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-11-28T20:27:48.053425] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-11-28T20:27:48.054180] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-11-28T20:27:48.054228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:48.054281] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:48.054320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:48.054377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:48.109222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:48.109872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:48.109944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:48.109974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:48.224098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:48.224242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:48.224279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:48.224306] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:48.228515] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-11-28T20:27:48.228949] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-11-28T20:27:48.229112] [INFO ] [sig       ] PCQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:48.369324] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PCQ.txt
[2025-11-28T20:27:48.369464] [INFO ] [sig       ] [2465/3606] Completed PCQ in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.4m
[2025-11-28T20:27:48.369503] [INFO ] [sig       ] [2466/3606] Forecasting PCRX...
[2025-11-28T20:27:48.369531] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-11-28T20:27:48.369560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-11-28T20:27:48.380122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-11-28T20:27:48.380389] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-11-28T20:27:48.381163] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-11-28T20:27:48.381212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:48.381241] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:48.381266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:48.381325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:48.436751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:48.437433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:48.437506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:48.437537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:48.558319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:48.558410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:48.558448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:48.558475] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:48.561780] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-11-28T20:27:48.562056] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-11-28T20:27:48.562173] [INFO ] [sig       ] PCRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:48.700292] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PCRX.txt
[2025-11-28T20:27:48.700424] [INFO ] [sig       ] [2466/3606] Completed PCRX in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.4m
[2025-11-28T20:27:48.700461] [INFO ] [sig       ] [2467/3606] Forecasting PCTY...
[2025-11-28T20:27:48.700489] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-11-28T20:27:48.700519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-11-28T20:27:48.711648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-11-28T20:27:48.711996] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-11-28T20:27:48.712767] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-11-28T20:27:48.712816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:48.712848] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:48.712874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:48.712930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:48.768936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:48.769782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:48.769862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:48.769896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:48.895146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:48.895297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:48.895348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:48.895378] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:48.898718] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: UP (p=65.04%)
[2025-11-28T20:27:48.898977] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-11-28T20:27:48.899093] [INFO ] [sig       ] PCTY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:49.039372] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PCTY.txt
[2025-11-28T20:27:49.039503] [INFO ] [sig       ] [2467/3606] Completed PCTY in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.4m
[2025-11-28T20:27:49.039540] [INFO ] [sig       ] [2468/3606] Forecasting PCVX...
[2025-11-28T20:27:49.039586] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-11-28T20:27:49.039619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-11-28T20:27:49.050381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-11-28T20:27:49.050690] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-11-28T20:27:49.051408] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-11-28T20:27:49.051456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:49.051486] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:49.051512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:49.051565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:49.106523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:49.107159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:49.107233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:49.107263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:49.227460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:49.227614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:49.227654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:49.227734] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:49.231141] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-11-28T20:27:49.231402] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-11-28T20:27:49.231519] [INFO ] [sig       ] PCVX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:49.367824] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PCVX.txt
[2025-11-28T20:27:49.367977] [INFO ] [sig       ] [2468/3606] Completed PCVX in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:49.368039] [INFO ] [sig       ] [2469/3606] Forecasting PCYO...
[2025-11-28T20:27:49.368070] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-11-28T20:27:49.368108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-11-28T20:27:49.379833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-11-28T20:27:49.380201] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-11-28T20:27:49.380953] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-11-28T20:27:49.381001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:49.381030] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:49.381057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:49.381111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:49.436778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:49.437551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:49.437644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:49.437676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:49.557909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:49.558116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:49.558164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:49.558194] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:49.561592] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-11-28T20:27:49.561880] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-11-28T20:27:49.562022] [INFO ] [sig       ] PCYO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:49.698926] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PCYO.txt
[2025-11-28T20:27:49.699059] [INFO ] [sig       ] [2469/3606] Completed PCYO in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:49.699098] [INFO ] [sig       ] [2470/3606] Forecasting PD...
[2025-11-28T20:27:49.699126] [INFO ] [sig       ] Generating forecast for: PD
[2025-11-28T20:27:49.699156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-11-28T20:27:49.710725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-11-28T20:27:49.711087] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-11-28T20:27:49.711838] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-11-28T20:27:49.711886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:49.711917] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:49.711943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:49.711997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:49.766934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:49.767751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:49.767828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:49.767859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:49.882529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:49.882663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:49.882699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:49.882727] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:49.885820] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-11-28T20:27:49.886074] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-11-28T20:27:49.886188] [INFO ] [sig       ] PD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:50.021217] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PD.txt
[2025-11-28T20:27:50.021327] [INFO ] [sig       ] [2470/3606] Completed PD in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:50.021365] [INFO ] [sig       ] [2471/3606] Forecasting PDBC...
[2025-11-28T20:27:50.021392] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-11-28T20:27:50.021422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-11-28T20:27:50.032558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-11-28T20:27:50.032825] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-11-28T20:27:50.033519] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-11-28T20:27:50.033566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:50.033624] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:50.033649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:50.033703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:50.087811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:50.088378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:50.088449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:50.088479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:50.199894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:50.200007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:50.200041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:50.200068] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:50.203133] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-11-28T20:27:50.203385] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-11-28T20:27:50.203499] [INFO ] [sig       ] PDBC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:50.340274] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PDBC.txt
[2025-11-28T20:27:50.340394] [INFO ] [sig       ] [2471/3606] Completed PDBC in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:50.340432] [INFO ] [sig       ] [2472/3606] Forecasting PDD...
[2025-11-28T20:27:50.340462] [INFO ] [sig       ] Generating forecast for: PDD
[2025-11-28T20:27:50.340491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-11-28T20:27:50.351382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-11-28T20:27:50.351665] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-11-28T20:27:50.352372] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-11-28T20:27:50.352420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:50.352449] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:50.352475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:50.352530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:50.407199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:50.407767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:50.407838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:50.407869] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:50.527559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:50.527715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:50.527753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:50.527781] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:50.531012] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=85.57%)
[2025-11-28T20:27:50.531264] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-11-28T20:27:50.531376] [INFO ] [sig       ] PDD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:50.665319] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PDD.txt
[2025-11-28T20:27:50.665421] [INFO ] [sig       ] [2472/3606] Completed PDD in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:50.665458] [INFO ] [sig       ] [2473/3606] Forecasting PDEX...
[2025-11-28T20:27:50.665485] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-11-28T20:27:50.665513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-11-28T20:27:50.676939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-11-28T20:27:50.677239] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-11-28T20:27:50.677978] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-11-28T20:27:50.678047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:50.678078] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:50.678103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:50.678156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:50.733143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:50.733744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:50.733815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:50.733846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:50.854239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:50.854352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:50.854386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:50.854413] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:50.857490] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=69.00%)
[2025-11-28T20:27:50.857769] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-11-28T20:27:50.857885] [INFO ] [sig       ] PDEX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:50.997204] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PDEX.txt
[2025-11-28T20:27:50.997362] [INFO ] [sig       ] [2473/3606] Completed PDEX in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:50.997404] [INFO ] [sig       ] [2474/3606] Forecasting PDFS...
[2025-11-28T20:27:50.997445] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-11-28T20:27:50.997498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-11-28T20:27:51.009140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-11-28T20:27:51.009432] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-11-28T20:27:51.010206] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-11-28T20:27:51.010257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:51.010312] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:51.010354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:51.010414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:51.068898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:51.069602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:51.069679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:51.069711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:51.198197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:51.198371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:51.198416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:51.198445] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:51.202098] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=83.81%)
[2025-11-28T20:27:51.202379] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-11-28T20:27:51.202498] [INFO ] [sig       ] PDFS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:51.346232] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PDFS.txt
[2025-11-28T20:27:51.346392] [INFO ] [sig       ] [2474/3606] Completed PDFS in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:51.346433] [INFO ] [sig       ] [2475/3606] Forecasting PDI...
[2025-11-28T20:27:51.346463] [INFO ] [sig       ] Generating forecast for: PDI
[2025-11-28T20:27:51.346494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-11-28T20:27:51.358697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-11-28T20:27:51.359064] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-11-28T20:27:51.359837] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-11-28T20:27:51.359886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:51.359917] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:51.359943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:51.359998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:51.419238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:51.420068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:51.420180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:51.420219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:51.550406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:51.550594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:51.550653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:51.550691] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:51.555302] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-11-28T20:27:51.555696] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-11-28T20:27:51.555896] [INFO ] [sig       ] PDI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:51.705610] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PDI.txt
[2025-11-28T20:27:51.705777] [INFO ] [sig       ] [2475/3606] Completed PDI in 0.4s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:51.705826] [INFO ] [sig       ] [2476/3606] Forecasting PDLB...
[2025-11-28T20:27:51.705865] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-11-28T20:27:51.705903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-11-28T20:27:51.717404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-11-28T20:27:51.717781] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-11-28T20:27:51.718563] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-11-28T20:27:51.718629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:51.718660] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:51.718686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:51.718742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:51.775043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:51.775891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:51.775973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:51.776015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:51.902783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:51.902934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:51.902972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:51.903000] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:51.906240] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-11-28T20:27:51.906542] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-11-28T20:27:51.906683] [INFO ] [sig       ] PDLB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:52.047687] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PDLB.txt
[2025-11-28T20:27:52.047841] [INFO ] [sig       ] [2476/3606] Completed PDLB in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:52.047880] [INFO ] [sig       ] [2477/3606] Forecasting PDM...
[2025-11-28T20:27:52.047909] [INFO ] [sig       ] Generating forecast for: PDM
[2025-11-28T20:27:52.047939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-11-28T20:27:52.058806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-11-28T20:27:52.059183] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-11-28T20:27:52.059961] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-11-28T20:27:52.060009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:52.060042] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:52.060069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:52.060125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:52.121710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:52.122548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:52.122649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:52.122683] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:52.246398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:52.246546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:52.246604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:52.246635] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:52.250002] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-11-28T20:27:52.250282] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-11-28T20:27:52.250407] [INFO ] [sig       ] PDM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:52.390782] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PDM.txt
[2025-11-28T20:27:52.390904] [INFO ] [sig       ] [2477/3606] Completed PDM in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:52.390949] [INFO ] [sig       ] [2478/3606] Forecasting PDO...
[2025-11-28T20:27:52.390978] [INFO ] [sig       ] Generating forecast for: PDO
[2025-11-28T20:27:52.391007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-11-28T20:27:52.402417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-11-28T20:27:52.402701] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-11-28T20:27:52.403409] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-11-28T20:27:52.403469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:52.403501] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:52.403527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:52.403603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:52.458386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:52.459031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:52.459105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:52.459137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:52.573119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:52.573264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:52.573304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:52.573333] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:52.576625] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-11-28T20:27:52.576896] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-11-28T20:27:52.577020] [INFO ] [sig       ] PDO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:52.711724] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PDO.txt
[2025-11-28T20:27:52.711957] [INFO ] [sig       ] [2478/3606] Completed PDO in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:52.712007] [INFO ] [sig       ] [2479/3606] Forecasting PDP...
[2025-11-28T20:27:52.712035] [INFO ] [sig       ] Generating forecast for: PDP
[2025-11-28T20:27:52.712065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-11-28T20:27:52.723700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-11-28T20:27:52.724104] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-11-28T20:27:52.724947] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-11-28T20:27:52.724998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:52.725030] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:52.725066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:52.725136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:52.780910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:52.781749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:52.781832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:52.781863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:52.894382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:52.894530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:52.894583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:52.894615] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:52.897877] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=65.02%)
[2025-11-28T20:27:52.898180] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-11-28T20:27:52.898301] [INFO ] [sig       ] PDP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:53.038417] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PDP.txt
[2025-11-28T20:27:53.038585] [INFO ] [sig       ] [2479/3606] Completed PDP in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:53.038627] [INFO ] [sig       ] [2480/3606] Forecasting PDS...
[2025-11-28T20:27:53.038658] [INFO ] [sig       ] Generating forecast for: PDS
[2025-11-28T20:27:53.038688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-11-28T20:27:53.049869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-11-28T20:27:53.050190] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-11-28T20:27:53.050923] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-11-28T20:27:53.050971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:53.051001] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:53.051027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:53.051080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:53.109158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:53.110037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:53.110125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:53.110160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:53.231275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:53.231426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:53.231466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:53.231494] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:53.234974] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-11-28T20:27:53.235246] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-11-28T20:27:53.235368] [INFO ] [sig       ] PDS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:53.375514] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PDS.txt
[2025-11-28T20:27:53.375797] [INFO ] [sig       ] [2480/3606] Completed PDS in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:53.375844] [INFO ] [sig       ] [2481/3606] Forecasting PDX...
[2025-11-28T20:27:53.375875] [INFO ] [sig       ] Generating forecast for: PDX
[2025-11-28T20:27:53.375905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-11-28T20:27:53.387881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-11-28T20:27:53.388233] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-11-28T20:27:53.389020] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-11-28T20:27:53.389071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:53.389102] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:53.389129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:53.389184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:53.445307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:53.445947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:53.446022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:53.446055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:53.569308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:53.569457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:53.569495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:53.569523] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:53.572888] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-11-28T20:27:53.573159] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-11-28T20:27:53.573279] [INFO ] [sig       ] PDX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:53.715272] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PDX.txt
[2025-11-28T20:27:53.715407] [INFO ] [sig       ] [2481/3606] Completed PDX in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:53.715454] [INFO ] [sig       ] [2482/3606] Forecasting PDYN...
[2025-11-28T20:27:53.715483] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-11-28T20:27:53.715512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-11-28T20:27:53.727648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-11-28T20:27:53.727943] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-11-28T20:27:53.728970] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-11-28T20:27:53.729020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:53.729078] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:53.729106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:53.729188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:53.785695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:53.786382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:53.786457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:53.786489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:53.907973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:53.908134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:53.908176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:53.908205] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:53.911595] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-11-28T20:27:53.911864] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-11-28T20:27:53.911996] [INFO ] [sig       ] PDYN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:54.049264] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PDYN.txt
[2025-11-28T20:27:54.049388] [INFO ] [sig       ] [2482/3606] Completed PDYN in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:54.049426] [INFO ] [sig       ] [2483/3606] Forecasting PEB...
[2025-11-28T20:27:54.049454] [INFO ] [sig       ] Generating forecast for: PEB
[2025-11-28T20:27:54.049483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-11-28T20:27:54.060390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-11-28T20:27:54.060732] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-11-28T20:27:54.061489] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-11-28T20:27:54.061539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:54.061591] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:54.061627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:54.061685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:54.117668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:54.118464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:54.118538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:54.118570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:54.257319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:54.257470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:54.257509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:54.257539] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:54.260909] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2025-11-28T20:27:54.261191] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-11-28T20:27:54.261331] [INFO ] [sig       ] PEB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:54.398630] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PEB.txt
[2025-11-28T20:27:54.398765] [INFO ] [sig       ] [2483/3606] Completed PEB in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.3m
[2025-11-28T20:27:54.398803] [INFO ] [sig       ] [2484/3606] Forecasting PEBK...
[2025-11-28T20:27:54.398833] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-11-28T20:27:54.398865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-11-28T20:27:54.408351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-11-28T20:27:54.408621] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-11-28T20:27:54.409342] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-11-28T20:27:54.409391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:54.409422] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:54.409448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:54.409503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:54.466145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:54.467003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:54.467113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:54.467160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:54.562460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:54.562623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:54.562664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:54.562694] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:54.566021] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=19.09%)
[2025-11-28T20:27:54.566288] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-11-28T20:27:54.566407] [INFO ] [sig       ] PEBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:54.706315] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PEBK.txt
[2025-11-28T20:27:54.706439] [INFO ] [sig       ] [2484/3606] Completed PEBK in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.3m
[2025-11-28T20:27:54.706477] [INFO ] [sig       ] [2485/3606] Forecasting PEBO...
[2025-11-28T20:27:54.706505] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-11-28T20:27:54.706534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-11-28T20:27:54.716928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-11-28T20:27:54.717219] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-11-28T20:27:54.718044] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-11-28T20:27:54.718094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:54.718125] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:54.718152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:54.718208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:54.775160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:54.775775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:54.775848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:54.775880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:54.891019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:54.891147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:54.891200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:54.891253] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:54.895661] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=49.73%)
[2025-11-28T20:27:54.895933] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-11-28T20:27:54.896053] [INFO ] [sig       ] PEBO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:55.033320] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PEBO.txt
[2025-11-28T20:27:55.033441] [INFO ] [sig       ] [2485/3606] Completed PEBO in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.3m
[2025-11-28T20:27:55.033480] [INFO ] [sig       ] [2486/3606] Forecasting PECO...
[2025-11-28T20:27:55.033508] [INFO ] [sig       ] Generating forecast for: PECO
[2025-11-28T20:27:55.033537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-11-28T20:27:55.044307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-11-28T20:27:55.044629] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-11-28T20:27:55.045418] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-11-28T20:27:55.045470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:55.045502] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:55.045529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:55.045616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:55.100886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:55.101616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:55.101694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:55.101728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:55.218835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:55.218983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:55.219026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:55.219058] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:55.222272] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-11-28T20:27:55.222529] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-11-28T20:27:55.222660] [INFO ] [sig       ] PECO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:55.360842] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PECO.txt
[2025-11-28T20:27:55.360977] [INFO ] [sig       ] [2486/3606] Completed PECO in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:55.361017] [INFO ] [sig       ] [2487/3606] Forecasting PEG...
[2025-11-28T20:27:55.361044] [INFO ] [sig       ] Generating forecast for: PEG
[2025-11-28T20:27:55.361077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-11-28T20:27:55.372340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-11-28T20:27:55.372650] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-11-28T20:27:55.373418] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-11-28T20:27:55.373468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:55.373500] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:55.373528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:55.373600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:55.428561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:55.429256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:55.429350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:55.429383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:55.551199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:55.551344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:55.551384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:55.551414] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:55.554817] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-11-28T20:27:55.555103] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-11-28T20:27:55.555226] [INFO ] [sig       ] PEG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:55.699990] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PEG.txt
[2025-11-28T20:27:55.700152] [INFO ] [sig       ] [2487/3606] Completed PEG in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:55.700193] [INFO ] [sig       ] [2488/3606] Forecasting PEGA...
[2025-11-28T20:27:55.700224] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-11-28T20:27:55.700255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-11-28T20:27:55.711338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-11-28T20:27:55.711644] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-11-28T20:27:55.712399] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-11-28T20:27:55.712449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:55.712481] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:55.712507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:55.712562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:55.767903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:55.768696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:55.768784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:55.768829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:55.888082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:55.888219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:55.888255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:55.888281] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:55.891449] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: UP (p=56.94%)
[2025-11-28T20:27:55.891724] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-11-28T20:27:55.891839] [INFO ] [sig       ] PEGA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:56.072412] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PEGA.txt
[2025-11-28T20:27:56.072543] [INFO ] [sig       ] [2488/3606] Completed PEGA in 0.4s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:56.072599] [INFO ] [sig       ] [2489/3606] Forecasting PEN...
[2025-11-28T20:27:56.072629] [INFO ] [sig       ] Generating forecast for: PEN
[2025-11-28T20:27:56.072658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-11-28T20:27:56.083468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-11-28T20:27:56.083775] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-11-28T20:27:56.084485] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-11-28T20:27:56.084534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:56.084594] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:56.084625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:56.084681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:56.140704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:56.141340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:56.141414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:56.141445] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:56.261670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:56.261809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:56.261848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:56.261877] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:56.265201] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=27.55%)
[2025-11-28T20:27:56.265463] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-11-28T20:27:56.265604] [INFO ] [sig       ] PEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:56.403691] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PEN.txt
[2025-11-28T20:27:56.403819] [INFO ] [sig       ] [2489/3606] Completed PEN in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:56.403856] [INFO ] [sig       ] [2490/3606] Forecasting PENN...
[2025-11-28T20:27:56.403885] [INFO ] [sig       ] Generating forecast for: PENN
[2025-11-28T20:27:56.403920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-11-28T20:27:56.415390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-11-28T20:27:56.415691] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-11-28T20:27:56.416401] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-11-28T20:27:56.416449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:56.416478] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:56.416503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:56.416557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:56.476894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:56.477683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:56.477757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:56.477788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:56.598929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:56.599073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:56.599110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:56.599137] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:56.602414] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-11-28T20:27:56.602697] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-11-28T20:27:56.602816] [INFO ] [sig       ] PENN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:56.739784] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PENN.txt
[2025-11-28T20:27:56.739906] [INFO ] [sig       ] [2490/3606] Completed PENN in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:56.739947] [INFO ] [sig       ] [2491/3606] Forecasting PEO...
[2025-11-28T20:27:56.739978] [INFO ] [sig       ] Generating forecast for: PEO
[2025-11-28T20:27:56.740009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-11-28T20:27:56.751211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-11-28T20:27:56.751504] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-11-28T20:27:56.752271] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-11-28T20:27:56.752319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:56.752349] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:56.752375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:56.752429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:56.807025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:56.807636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:56.807711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:56.807743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:56.922184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:56.922311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:56.922346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:56.922373] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:56.925500] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=28.04%)
[2025-11-28T20:27:56.925778] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-11-28T20:27:56.925891] [INFO ] [sig       ] PEO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:57.064943] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PEO.txt
[2025-11-28T20:27:57.065089] [INFO ] [sig       ] [2491/3606] Completed PEO in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:57.065129] [INFO ] [sig       ] [2492/3606] Forecasting PEP...
[2025-11-28T20:27:57.065159] [INFO ] [sig       ] Generating forecast for: PEP
[2025-11-28T20:27:57.065190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-11-28T20:27:57.080464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-11-28T20:27:57.080961] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-11-28T20:27:57.081901] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-11-28T20:27:57.081959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:57.081996] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:57.082029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:57.082105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:57.150021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:57.151092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:57.151227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:57.151278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:57.277182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:57.277330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:57.277369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:57.277398] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:57.280806] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-11-28T20:27:57.281079] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-11-28T20:27:57.281202] [INFO ] [sig       ] PEP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:57.416346] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PEP.txt
[2025-11-28T20:27:57.416479] [INFO ] [sig       ] [2492/3606] Completed PEP in 0.4s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:57.416517] [INFO ] [sig       ] [2493/3606] Forecasting PEPG...
[2025-11-28T20:27:57.416554] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-11-28T20:27:57.416602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-11-28T20:27:57.428260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-11-28T20:27:57.428669] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-11-28T20:27:57.429432] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-11-28T20:27:57.429482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:57.429514] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:57.429541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:57.429621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:57.484401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:57.485104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:57.485180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:57.485212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:57.605136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:57.605293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:57.605337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:57.605370] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:57.609484] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=50.89%)
[2025-11-28T20:27:57.609821] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-11-28T20:27:57.609951] [INFO ] [sig       ] PEPG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:57.745797] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PEPG.txt
[2025-11-28T20:27:57.745959] [INFO ] [sig       ] [2493/3606] Completed PEPG in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:57.746007] [INFO ] [sig       ] [2494/3606] Forecasting PERF...
[2025-11-28T20:27:57.746041] [INFO ] [sig       ] Generating forecast for: PERF
[2025-11-28T20:27:57.746074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-11-28T20:27:57.757146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-11-28T20:27:57.757433] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-11-28T20:27:57.758189] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-11-28T20:27:57.758237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:57.758268] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:57.758294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:57.758349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:57.813456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:57.814123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:57.814197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:57.814228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:57.925397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:57.925540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:57.925592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:57.925622] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:57.928838] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=36.58%)
[2025-11-28T20:27:57.929090] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-11-28T20:27:57.929209] [INFO ] [sig       ] PERF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:58.063986] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PERF.txt
[2025-11-28T20:27:58.064111] [INFO ] [sig       ] [2494/3606] Completed PERF in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:58.064149] [INFO ] [sig       ] [2495/3606] Forecasting PERI...
[2025-11-28T20:27:58.064177] [INFO ] [sig       ] Generating forecast for: PERI
[2025-11-28T20:27:58.064206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-11-28T20:27:58.076033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-11-28T20:27:58.076396] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-11-28T20:27:58.077200] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-11-28T20:27:58.077251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:58.077284] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:58.077320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:58.077380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:58.137824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:58.138561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:58.138657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:58.138689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:58.268368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:58.268513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:58.268552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:58.268599] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:58.271892] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: UP (p=63.14%)
[2025-11-28T20:27:58.272158] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-11-28T20:27:58.272292] [INFO ] [sig       ] PERI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:58.430557] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PERI.txt
[2025-11-28T20:27:58.430740] [INFO ] [sig       ] [2495/3606] Completed PERI in 0.4s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:58.430781] [INFO ] [sig       ] [2496/3606] Forecasting PESI...
[2025-11-28T20:27:58.430809] [INFO ] [sig       ] Generating forecast for: PESI
[2025-11-28T20:27:58.430838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-11-28T20:27:58.442841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-11-28T20:27:58.443195] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-11-28T20:27:58.444034] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-11-28T20:27:58.444085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:58.444116] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:58.444141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:58.444195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:58.502484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:58.503329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:58.503410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:58.503443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:58.635596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:58.635748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:58.635787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:58.635843] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:58.639212] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=30.15%)
[2025-11-28T20:27:58.639479] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-11-28T20:27:58.639626] [INFO ] [sig       ] PESI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:58.785987] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PESI.txt
[2025-11-28T20:27:58.786123] [INFO ] [sig       ] [2496/3606] Completed PESI in 0.4s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:58.786161] [INFO ] [sig       ] [2497/3606] Forecasting PETS...
[2025-11-28T20:27:58.786190] [INFO ] [sig       ] Generating forecast for: PETS
[2025-11-28T20:27:58.786219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-11-28T20:27:58.796801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-11-28T20:27:58.797098] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-11-28T20:27:58.797831] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-11-28T20:27:58.797879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:58.797909] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:58.797935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:58.797989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:58.851976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:58.852617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:58.852691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:58.852722] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:58.971899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:58.972047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:58.972084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:58.972112] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:58.975300] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-11-28T20:27:58.975560] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-11-28T20:27:58.975700] [INFO ] [sig       ] PETS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:59.115708] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PETS.txt
[2025-11-28T20:27:59.115852] [INFO ] [sig       ] [2497/3606] Completed PETS in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:59.115893] [INFO ] [sig       ] [2498/3606] Forecasting PEY...
[2025-11-28T20:27:59.115924] [INFO ] [sig       ] Generating forecast for: PEY
[2025-11-28T20:27:59.115955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-11-28T20:27:59.127244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-11-28T20:27:59.127566] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-11-28T20:27:59.128364] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-11-28T20:27:59.128412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:59.128443] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:59.128469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:59.128523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:59.182797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:59.183474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:59.183550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:59.183616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:59.294870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:59.295012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:59.295049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:59.295077] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:59.298300] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=76.43%)
[2025-11-28T20:27:59.298557] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-11-28T20:27:59.298690] [INFO ] [sig       ] PEY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:27:59.434228] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PEY.txt
[2025-11-28T20:27:59.434383] [INFO ] [sig       ] [2498/3606] Completed PEY in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:59.434431] [INFO ] [sig       ] [2499/3606] Forecasting PFBC...
[2025-11-28T20:27:59.434459] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-11-28T20:27:59.434487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-11-28T20:27:59.445049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-11-28T20:27:59.445370] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-11-28T20:27:59.446120] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-11-28T20:27:59.446168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:59.446233] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:59.446270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:59.446351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:59.501139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:59.501972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:59.502051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:59.502083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:59.620209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:59.620354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:59.620393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:59.620421] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:59.623749] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-11-28T20:27:59.624022] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-11-28T20:27:59.624142] [INFO ] [sig       ] PFBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:27:59.761257] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFBC.txt
[2025-11-28T20:27:59.761385] [INFO ] [sig       ] [2499/3606] Completed PFBC in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:27:59.761424] [INFO ] [sig       ] [2500/3606] Forecasting PFD...
[2025-11-28T20:27:59.761454] [INFO ] [sig       ] Generating forecast for: PFD
[2025-11-28T20:27:59.761484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-11-28T20:27:59.772750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-11-28T20:27:59.773045] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-11-28T20:27:59.773780] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-11-28T20:27:59.773828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:27:59.773857] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:27:59.773883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:27:59.773954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:27:59.829236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:27:59.829887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:27:59.829971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:27:59.830009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:27:59.936394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:27:59.936533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:27:59.936586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:27:59.936618] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:27:59.939853] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-11-28T20:27:59.940119] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-11-28T20:27:59.940236] [INFO ] [sig       ] PFD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:00.080377] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFD.txt
[2025-11-28T20:28:00.080506] [INFO ] [sig       ] [2500/3606] Completed PFD in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:28:00.080543] [INFO ] [sig       ] [2501/3606] Forecasting PFE...
[2025-11-28T20:28:00.080587] [INFO ] [sig       ] Generating forecast for: PFE
[2025-11-28T20:28:00.080620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-11-28T20:28:00.092021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFE'.
[2025-11-28T20:28:00.092349] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-11-28T20:28:00.093108] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-11-28T20:28:00.093156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:00.093188] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:00.093214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:00.093268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:00.147859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:00.148941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:00.149023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:00.149057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:00.265245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:00.265400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:00.265437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:00.265464] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:00.268735] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: UP (p=66.10%)
[2025-11-28T20:28:00.268995] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-11-28T20:28:00.269110] [INFO ] [sig       ] PFE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:00.404440] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PFE.txt
[2025-11-28T20:28:00.404594] [INFO ] [sig       ] [2501/3606] Completed PFE in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.2m
[2025-11-28T20:28:00.404634] [INFO ] [sig       ] [2502/3606] Forecasting PFF...
[2025-11-28T20:28:00.404663] [INFO ] [sig       ] Generating forecast for: PFF
[2025-11-28T20:28:00.404693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-11-28T20:28:00.416284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-11-28T20:28:00.416665] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-11-28T20:28:00.417403] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-11-28T20:28:00.417465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:00.417495] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:00.417520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:00.417597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:00.472900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:00.473735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:00.473811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:00.473843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:00.612165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:00.612317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:00.612355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:00.612415] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:00.615722] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=48.66%)
[2025-11-28T20:28:00.616010] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-11-28T20:28:00.616151] [INFO ] [sig       ] PFF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:00.754373] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFF.txt
[2025-11-28T20:28:00.754513] [INFO ] [sig       ] [2502/3606] Completed PFF in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.2m
[2025-11-28T20:28:00.754552] [INFO ] [sig       ] [2503/3606] Forecasting PFG...
[2025-11-28T20:28:00.754600] [INFO ] [sig       ] Generating forecast for: PFG
[2025-11-28T20:28:00.754632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-11-28T20:28:00.765596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-11-28T20:28:00.765937] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-11-28T20:28:00.766706] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-11-28T20:28:00.766754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:00.766784] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:00.766810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:00.766865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:00.826342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:00.827134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:00.827209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:00.827240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:00.942956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:00.943101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:00.943137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:00.943163] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:00.946353] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: DOWN (p=24.78%)
[2025-11-28T20:28:00.946621] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-11-28T20:28:00.946736] [INFO ] [sig       ] PFG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:01.084666] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFG.txt
[2025-11-28T20:28:01.084816] [INFO ] [sig       ] [2503/3606] Completed PFG in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.2m
[2025-11-28T20:28:01.084855] [INFO ] [sig       ] [2504/3606] Forecasting PFGC...
[2025-11-28T20:28:01.084883] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-11-28T20:28:01.084912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-11-28T20:28:01.096690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-11-28T20:28:01.097045] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-11-28T20:28:01.097857] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-11-28T20:28:01.097907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:01.097938] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:01.097963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:01.098046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:01.154124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:01.154896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:01.154978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:01.155012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:01.281059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:01.281202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:01.281241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:01.281271] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:01.284830] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=84.57%)
[2025-11-28T20:28:01.285098] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-11-28T20:28:01.285221] [INFO ] [sig       ] PFGC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:01.424365] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PFGC.txt
[2025-11-28T20:28:01.424519] [INFO ] [sig       ] [2504/3606] Completed PFGC in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:01.424559] [INFO ] [sig       ] [2505/3606] Forecasting PFH...
[2025-11-28T20:28:01.424608] [INFO ] [sig       ] Generating forecast for: PFH
[2025-11-28T20:28:01.424641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-11-28T20:28:01.436163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-11-28T20:28:01.436479] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-11-28T20:28:01.437210] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-11-28T20:28:01.437258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:01.437288] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:01.437314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:01.437369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:01.493498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:01.494305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:01.494384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:01.494415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:01.612530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:01.612695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:01.612733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:01.612760] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:01.616129] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=59.46%)
[2025-11-28T20:28:01.616420] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-11-28T20:28:01.616540] [INFO ] [sig       ] PFH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:01.757689] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PFH.txt
[2025-11-28T20:28:01.757856] [INFO ] [sig       ] [2505/3606] Completed PFH in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:01.757895] [INFO ] [sig       ] [2506/3606] Forecasting PFIS...
[2025-11-28T20:28:01.757924] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-11-28T20:28:01.757952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-11-28T20:28:01.769821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-11-28T20:28:01.770194] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-11-28T20:28:01.770941] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-11-28T20:28:01.770990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:01.771022] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:01.771048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:01.771103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:01.827632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:01.828484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:01.828566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:01.828617] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:01.942092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:01.942236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:01.942274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:01.942301] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:01.945568] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-11-28T20:28:01.945842] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-11-28T20:28:01.945955] [INFO ] [sig       ] PFIS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:02.081513] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFIS.txt
[2025-11-28T20:28:02.081654] [INFO ] [sig       ] [2506/3606] Completed PFIS in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:02.081693] [INFO ] [sig       ] [2507/3606] Forecasting PFL...
[2025-11-28T20:28:02.081722] [INFO ] [sig       ] Generating forecast for: PFL
[2025-11-28T20:28:02.081751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-11-28T20:28:02.093220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-11-28T20:28:02.093499] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-11-28T20:28:02.094220] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-11-28T20:28:02.094268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:02.094298] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:02.094324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:02.094378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:02.148731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:02.149346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:02.149426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:02.149483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:02.265333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:02.265470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:02.265507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:02.265536] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:02.268856] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-11-28T20:28:02.269138] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-11-28T20:28:02.269256] [INFO ] [sig       ] PFL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:02.405398] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFL.txt
[2025-11-28T20:28:02.405514] [INFO ] [sig       ] [2507/3606] Completed PFL in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:02.405551] [INFO ] [sig       ] [2508/3606] Forecasting PFM...
[2025-11-28T20:28:02.405604] [INFO ] [sig       ] Generating forecast for: PFM
[2025-11-28T20:28:02.405636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-11-28T20:28:02.418058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-11-28T20:28:02.418625] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-11-28T20:28:02.419558] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-11-28T20:28:02.419629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:02.419662] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:02.419688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:02.419742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:02.478871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:02.479766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:02.479859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:02.479891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:02.602314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:02.602462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:02.602498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:02.602526] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:02.605792] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=34.04%)
[2025-11-28T20:28:02.606059] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-11-28T20:28:02.606177] [INFO ] [sig       ] PFM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:02.747635] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFM.txt
[2025-11-28T20:28:02.747769] [INFO ] [sig       ] [2508/3606] Completed PFM in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:02.747805] [INFO ] [sig       ] [2509/3606] Forecasting PFN...
[2025-11-28T20:28:02.747834] [INFO ] [sig       ] Generating forecast for: PFN
[2025-11-28T20:28:02.747864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-11-28T20:28:02.758534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-11-28T20:28:02.758860] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-11-28T20:28:02.759626] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-11-28T20:28:02.759676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:02.759707] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:02.759733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:02.759788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:02.814641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:02.815370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:02.815492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:02.815536] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:02.935770] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:02.935916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:02.935973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:02.936002] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:02.939350] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-11-28T20:28:02.939634] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-11-28T20:28:02.939759] [INFO ] [sig       ] PFN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:03.081566] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PFN.txt
[2025-11-28T20:28:03.081756] [INFO ] [sig       ] [2509/3606] Completed PFN in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:03.081814] [INFO ] [sig       ] [2510/3606] Forecasting PFO...
[2025-11-28T20:28:03.081853] [INFO ] [sig       ] Generating forecast for: PFO
[2025-11-28T20:28:03.081885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-11-28T20:28:03.093717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-11-28T20:28:03.094127] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-11-28T20:28:03.094970] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-11-28T20:28:03.095021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:03.095056] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:03.095082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:03.095137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:03.152181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:03.153217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:03.153336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:03.153384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:03.267800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:03.267947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:03.267985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:03.268033] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:03.271913] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=43.21%)
[2025-11-28T20:28:03.272244] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-11-28T20:28:03.272387] [INFO ] [sig       ] PFO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:03.411271] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFO.txt
[2025-11-28T20:28:03.411399] [INFO ] [sig       ] [2510/3606] Completed PFO in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:03.411437] [INFO ] [sig       ] [2511/3606] Forecasting PFS...
[2025-11-28T20:28:03.411465] [INFO ] [sig       ] Generating forecast for: PFS
[2025-11-28T20:28:03.411494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-11-28T20:28:03.423382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-11-28T20:28:03.423744] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-11-28T20:28:03.424533] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-11-28T20:28:03.424607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:03.424647] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:03.424673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:03.424728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:03.480255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:03.480939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:03.481017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:03.481049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:03.600336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:03.600474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:03.600511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:03.600538] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:03.603733] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-11-28T20:28:03.603988] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-11-28T20:28:03.604102] [INFO ] [sig       ] PFS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:03.749340] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PFS.txt
[2025-11-28T20:28:03.749491] [INFO ] [sig       ] [2511/3606] Completed PFS in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:03.749529] [INFO ] [sig       ] [2512/3606] Forecasting PFSI...
[2025-11-28T20:28:03.749557] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-11-28T20:28:03.749611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-11-28T20:28:03.761843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-11-28T20:28:03.762278] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-11-28T20:28:03.763262] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-11-28T20:28:03.763322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:03.763363] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:03.763401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:03.763482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:03.828976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:03.829810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:03.829891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:03.829926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:03.947587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:03.947732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:03.947772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:03.947801] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:03.951097] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2025-11-28T20:28:03.951360] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-11-28T20:28:03.951479] [INFO ] [sig       ] PFSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:04.085725] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFSI.txt
[2025-11-28T20:28:04.085917] [INFO ] [sig       ] [2512/3606] Completed PFSI in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:04.085974] [INFO ] [sig       ] [2513/3606] Forecasting PGC...
[2025-11-28T20:28:04.086015] [INFO ] [sig       ] Generating forecast for: PGC
[2025-11-28T20:28:04.086056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-11-28T20:28:04.096553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-11-28T20:28:04.096862] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-11-28T20:28:04.097604] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-11-28T20:28:04.097652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:04.097695] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:04.097722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:04.097777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:04.154197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:04.154999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:04.155079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:04.155112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:04.274191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:04.274331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:04.274369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:04.274398] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:04.277671] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-11-28T20:28:04.277931] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-11-28T20:28:04.278075] [INFO ] [sig       ] PGC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:04.414423] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PGC.txt
[2025-11-28T20:28:04.414587] [INFO ] [sig       ] [2513/3606] Completed PGC in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:04.414628] [INFO ] [sig       ] [2514/3606] Forecasting PGEN...
[2025-11-28T20:28:04.414657] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-11-28T20:28:04.414687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-11-28T20:28:04.426102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-11-28T20:28:04.426474] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-11-28T20:28:04.427258] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-11-28T20:28:04.427309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:04.427340] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:04.427367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:04.427421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:04.488172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:04.488983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:04.489068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:04.489106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:04.606824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:04.606972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:04.607009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:04.607036] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:04.610380] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-11-28T20:28:04.610660] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-11-28T20:28:04.610780] [INFO ] [sig       ] PGEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:04.745932] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PGEN.txt
[2025-11-28T20:28:04.746068] [INFO ] [sig       ] [2514/3606] Completed PGEN in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:04.746106] [INFO ] [sig       ] [2515/3606] Forecasting PGJ...
[2025-11-28T20:28:04.746134] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-11-28T20:28:04.746163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-11-28T20:28:04.757083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-11-28T20:28:04.757339] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-11-28T20:28:04.758119] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-11-28T20:28:04.758167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:04.758197] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:04.758221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:04.758275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:04.812399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:04.812971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:04.813044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:04.813074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:04.931324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:04.931445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:04.931480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:04.931506] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:04.934632] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-11-28T20:28:04.934887] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-11-28T20:28:04.935001] [INFO ] [sig       ] PGJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:05.069034] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PGJ.txt
[2025-11-28T20:28:05.069142] [INFO ] [sig       ] [2515/3606] Completed PGJ in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:05.069178] [INFO ] [sig       ] [2516/3606] Forecasting PGNY...
[2025-11-28T20:28:05.069205] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-11-28T20:28:05.069234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-11-28T20:28:05.080113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-11-28T20:28:05.080376] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-11-28T20:28:05.081107] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-11-28T20:28:05.081155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:05.081208] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:05.081235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:05.081290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:05.136106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:05.136673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:05.136746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:05.136776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:05.251593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:05.251724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:05.251761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:05.251787] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:05.254941] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=51.26%)
[2025-11-28T20:28:05.255196] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-11-28T20:28:05.255308] [INFO ] [sig       ] PGNY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:05.389585] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PGNY.txt
[2025-11-28T20:28:05.389701] [INFO ] [sig       ] [2516/3606] Completed PGNY in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:05.389739] [INFO ] [sig       ] [2517/3606] Forecasting PGP...
[2025-11-28T20:28:05.389775] [INFO ] [sig       ] Generating forecast for: PGP
[2025-11-28T20:28:05.389805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-11-28T20:28:05.400970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-11-28T20:28:05.401280] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-11-28T20:28:05.402023] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-11-28T20:28:05.402071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:05.402101] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:05.402126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:05.402181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:05.457219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:05.458085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:05.458168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:05.458201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:05.570022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:05.570158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:05.570200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:05.570233] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:05.573354] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: DOWN (p=31.31%)
[2025-11-28T20:28:05.573627] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-11-28T20:28:05.573743] [INFO ] [sig       ] PGP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:05.709038] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PGP.txt
[2025-11-28T20:28:05.709145] [INFO ] [sig       ] [2517/3606] Completed PGP in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:05.709182] [INFO ] [sig       ] [2518/3606] Forecasting PGRE...
[2025-11-28T20:28:05.709209] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-11-28T20:28:05.709236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-11-28T20:28:05.721267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-11-28T20:28:05.721669] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-11-28T20:28:05.722436] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-11-28T20:28:05.722485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:05.722516] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:05.722541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:05.722615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:05.779034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:05.779886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:05.779970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:05.780002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:05.897466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:05.897634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:05.897673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:05.897700] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:05.901059] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-11-28T20:28:05.901346] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-11-28T20:28:05.901469] [INFO ] [sig       ] PGRE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:06.036138] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PGRE.txt
[2025-11-28T20:28:06.036282] [INFO ] [sig       ] [2518/3606] Completed PGRE in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:06.036321] [INFO ] [sig       ] [2519/3606] Forecasting PGY...
[2025-11-28T20:28:06.036349] [INFO ] [sig       ] Generating forecast for: PGY
[2025-11-28T20:28:06.036379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-11-28T20:28:06.047730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-11-28T20:28:06.048055] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-11-28T20:28:06.048853] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-11-28T20:28:06.048903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:06.048934] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:06.048960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:06.049015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:06.104188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:06.105007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:06.105080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:06.105111] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:06.222636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:06.222776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:06.222813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:06.222879] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:06.226280] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=12.97%)
[2025-11-28T20:28:06.226541] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-11-28T20:28:06.226677] [INFO ] [sig       ] PGY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:06.362262] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PGY.txt
[2025-11-28T20:28:06.362400] [INFO ] [sig       ] [2519/3606] Completed PGY in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.1m
[2025-11-28T20:28:06.362439] [INFO ] [sig       ] [2520/3606] Forecasting PGZ...
[2025-11-28T20:28:06.362468] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-11-28T20:28:06.362498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-11-28T20:28:06.376534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-11-28T20:28:06.377179] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-11-28T20:28:06.378173] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-11-28T20:28:06.378227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:06.378261] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:06.378289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:06.378347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:06.437362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:06.438530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:06.438654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:06.438689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:06.561535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:06.561711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:06.561751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:06.561797] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:06.565135] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-11-28T20:28:06.565434] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-11-28T20:28:06.565560] [INFO ] [sig       ] PGZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:06.704328] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PGZ.txt
[2025-11-28T20:28:06.704480] [INFO ] [sig       ] [2520/3606] Completed PGZ in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.1m
[2025-11-28T20:28:06.704518] [INFO ] [sig       ] [2521/3606] Forecasting PH...
[2025-11-28T20:28:06.704549] [INFO ] [sig       ] Generating forecast for: PH
[2025-11-28T20:28:06.704606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-11-28T20:28:06.714939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-11-28T20:28:06.715277] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-11-28T20:28:06.716028] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-11-28T20:28:06.716077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:06.716107] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:06.716136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:06.716193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:06.771034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:06.771928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:06.772009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:06.772041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:06.888358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:06.888508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:06.888546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:06.888590] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:06.891810] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-11-28T20:28:06.892067] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-11-28T20:28:06.892182] [INFO ] [sig       ] PH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:07.026672] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PH.txt
[2025-11-28T20:28:07.026814] [INFO ] [sig       ] [2521/3606] Completed PH in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.1m
[2025-11-28T20:28:07.026853] [INFO ] [sig       ] [2522/3606] Forecasting PHG...
[2025-11-28T20:28:07.026881] [INFO ] [sig       ] Generating forecast for: PHG
[2025-11-28T20:28:07.026911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-11-28T20:28:07.037561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-11-28T20:28:07.037868] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-11-28T20:28:07.038633] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-11-28T20:28:07.038681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:07.038711] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:07.038737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:07.038792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:07.093208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:07.093846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:07.093919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:07.093964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:07.214765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:07.214910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:07.214947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:07.214973] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:07.218290] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-11-28T20:28:07.218562] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-11-28T20:28:07.218699] [INFO ] [sig       ] PHG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:07.353086] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PHG.txt
[2025-11-28T20:28:07.353217] [INFO ] [sig       ] [2522/3606] Completed PHG in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:07.353253] [INFO ] [sig       ] [2523/3606] Forecasting PHI...
[2025-11-28T20:28:07.353281] [INFO ] [sig       ] Generating forecast for: PHI
[2025-11-28T20:28:07.353311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-11-28T20:28:07.364182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-11-28T20:28:07.364452] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-11-28T20:28:07.365188] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-11-28T20:28:07.365236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:07.365266] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:07.365292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:07.365347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:07.420084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:07.420809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:07.420883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:07.420914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:07.534996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:07.535143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:07.535183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:07.535210] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:07.538826] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=14.25%)
[2025-11-28T20:28:07.539079] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-11-28T20:28:07.539192] [INFO ] [sig       ] PHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:07.680320] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PHI.txt
[2025-11-28T20:28:07.680457] [INFO ] [sig       ] [2523/3606] Completed PHI in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:07.680497] [INFO ] [sig       ] [2524/3606] Forecasting PHIN...
[2025-11-28T20:28:07.680524] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-11-28T20:28:07.680551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-11-28T20:28:07.691341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-11-28T20:28:07.691645] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-11-28T20:28:07.692366] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-11-28T20:28:07.692414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:07.692444] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:07.692470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:07.692540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:07.747780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:07.748387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:07.748460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:07.748491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:07.865125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:07.865262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:07.865297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:07.865324] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:07.868514] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-11-28T20:28:07.868788] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-11-28T20:28:07.868900] [INFO ] [sig       ] PHIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:08.006381] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PHIN.txt
[2025-11-28T20:28:08.006510] [INFO ] [sig       ] [2524/3606] Completed PHIN in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:08.006546] [INFO ] [sig       ] [2525/3606] Forecasting PHIO...
[2025-11-28T20:28:08.006592] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-11-28T20:28:08.006623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-11-28T20:28:08.018161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-11-28T20:28:08.018522] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-11-28T20:28:08.019275] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-11-28T20:28:08.019323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:08.019354] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:08.019380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:08.019435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:08.074122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:08.074953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:08.075035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:08.075065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:08.191204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:08.191356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:08.191393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:08.191418] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:08.194672] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=25.16%)
[2025-11-28T20:28:08.194941] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-11-28T20:28:08.195059] [INFO ] [sig       ] PHIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:08.331630] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PHIO.txt
[2025-11-28T20:28:08.331782] [INFO ] [sig       ] [2525/3606] Completed PHIO in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:08.331821] [INFO ] [sig       ] [2526/3606] Forecasting PHK...
[2025-11-28T20:28:08.331851] [INFO ] [sig       ] Generating forecast for: PHK
[2025-11-28T20:28:08.331881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-11-28T20:28:08.342902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-11-28T20:28:08.343218] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-11-28T20:28:08.343946] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-11-28T20:28:08.344008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:08.344039] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:08.344065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:08.344119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:08.399109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:08.399927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:08.400041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:08.400074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:08.513038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:08.513192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:08.513232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:08.513260] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:08.516548] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-11-28T20:28:08.516849] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-11-28T20:28:08.516972] [INFO ] [sig       ] PHK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:08.654070] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PHK.txt
[2025-11-28T20:28:08.654225] [INFO ] [sig       ] [2526/3606] Completed PHK in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:08.654265] [INFO ] [sig       ] [2527/3606] Forecasting PHM...
[2025-11-28T20:28:08.654295] [INFO ] [sig       ] Generating forecast for: PHM
[2025-11-28T20:28:08.654325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-11-28T20:28:08.666038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-11-28T20:28:08.666378] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-11-28T20:28:08.667110] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-11-28T20:28:08.667158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:08.667191] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:08.667219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:08.667274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:08.722300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:08.723133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:08.723214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:08.723246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:08.843179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:08.843334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:08.843371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:08.843400] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:08.846608] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-11-28T20:28:08.846870] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-11-28T20:28:08.846987] [INFO ] [sig       ] PHM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:08.983416] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PHM.txt
[2025-11-28T20:28:08.983565] [INFO ] [sig       ] [2527/3606] Completed PHM in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:08.983627] [INFO ] [sig       ] [2528/3606] Forecasting PHO...
[2025-11-28T20:28:08.983657] [INFO ] [sig       ] Generating forecast for: PHO
[2025-11-28T20:28:08.983687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-11-28T20:28:08.994633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-11-28T20:28:08.994963] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-11-28T20:28:08.995713] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-11-28T20:28:08.995761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:08.995791] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:08.995817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:08.995870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:09.050889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:09.051725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:09.051804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:09.051836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:09.168222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:09.168373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:09.168411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:09.168438] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:09.171655] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-11-28T20:28:09.171913] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-11-28T20:28:09.172028] [INFO ] [sig       ] PHO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:09.308688] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PHO.txt
[2025-11-28T20:28:09.308837] [INFO ] [sig       ] [2528/3606] Completed PHO in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:09.308874] [INFO ] [sig       ] [2529/3606] Forecasting PHUN...
[2025-11-28T20:28:09.308902] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-11-28T20:28:09.308932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-11-28T20:28:09.319951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-11-28T20:28:09.320316] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-11-28T20:28:09.321058] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-11-28T20:28:09.321106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:09.321136] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:09.321162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:09.321216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:09.377290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:09.378151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:09.378228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:09.378259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:09.499093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:09.499267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:09.499305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:09.499333] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:09.502593] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=42.03%)
[2025-11-28T20:28:09.502884] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-11-28T20:28:09.503011] [INFO ] [sig       ] PHUN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:09.641090] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PHUN.txt
[2025-11-28T20:28:09.641275] [INFO ] [sig       ] [2529/3606] Completed PHUN in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:09.641317] [INFO ] [sig       ] [2530/3606] Forecasting PHVS...
[2025-11-28T20:28:09.641346] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-11-28T20:28:09.641375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-11-28T20:28:09.652431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-11-28T20:28:09.652830] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-11-28T20:28:09.653558] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-11-28T20:28:09.653628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:09.653659] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:09.653686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:09.653741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:09.709265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:09.710090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:09.710170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:09.710202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:09.830804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:09.830959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:09.830997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:09.831024] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:09.834241] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=18.87%)
[2025-11-28T20:28:09.834499] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-11-28T20:28:09.834635] [INFO ] [sig       ] PHVS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:09.971647] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PHVS.txt
[2025-11-28T20:28:09.971796] [INFO ] [sig       ] [2530/3606] Completed PHVS in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:09.971833] [INFO ] [sig       ] [2531/3606] Forecasting PI...
[2025-11-28T20:28:09.971864] [INFO ] [sig       ] Generating forecast for: PI
[2025-11-28T20:28:09.971894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-11-28T20:28:09.987738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-11-28T20:28:09.988230] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-11-28T20:28:09.989312] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-11-28T20:28:09.989378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:09.989429] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:09.989472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:09.989557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:10.055564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:10.056437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:10.056544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:10.056602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:10.182817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:10.182965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:10.183004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:10.183033] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:10.186438] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-11-28T20:28:10.186776] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-11-28T20:28:10.186900] [INFO ] [sig       ] PI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:10.326163] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PI.txt
[2025-11-28T20:28:10.326315] [INFO ] [sig       ] [2531/3606] Completed PI in 0.4s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:10.326355] [INFO ] [sig       ] [2532/3606] Forecasting PID...
[2025-11-28T20:28:10.326384] [INFO ] [sig       ] Generating forecast for: PID
[2025-11-28T20:28:10.326413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-11-28T20:28:10.337982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-11-28T20:28:10.338394] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-11-28T20:28:10.339183] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-11-28T20:28:10.339235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:10.339267] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:10.339293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:10.339350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:10.394995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:10.395857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:10.395937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:10.395970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:10.518709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:10.518850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:10.518889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:10.518918] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:10.522160] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-11-28T20:28:10.522479] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-11-28T20:28:10.522619] [INFO ] [sig       ] PID: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:10.663976] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PID.txt
[2025-11-28T20:28:10.664124] [INFO ] [sig       ] [2532/3606] Completed PID in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:10.664164] [INFO ] [sig       ] [2533/3606] Forecasting PIE...
[2025-11-28T20:28:10.664192] [INFO ] [sig       ] Generating forecast for: PIE
[2025-11-28T20:28:10.664223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-11-28T20:28:10.675664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-11-28T20:28:10.676036] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-11-28T20:28:10.676828] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-11-28T20:28:10.676877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:10.676935] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:10.676962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:10.677017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:10.732519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:10.733344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:10.733421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:10.733452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:10.847083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:10.847234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:10.847320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:10.847352] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:10.851015] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-11-28T20:28:10.851343] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-11-28T20:28:10.851478] [INFO ] [sig       ] PIE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:10.992306] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PIE.txt
[2025-11-28T20:28:10.992439] [INFO ] [sig       ] [2533/3606] Completed PIE in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:10.992478] [INFO ] [sig       ] [2534/3606] Forecasting PII...
[2025-11-28T20:28:10.992507] [INFO ] [sig       ] Generating forecast for: PII
[2025-11-28T20:28:10.992536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-11-28T20:28:11.004037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-11-28T20:28:11.004408] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-11-28T20:28:11.005174] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-11-28T20:28:11.005226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:11.005267] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:11.005306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:11.005366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:11.062459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:11.063272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:11.063357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:11.063397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:11.184661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:11.184808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:11.184846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:11.184872] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:11.188219] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2025-11-28T20:28:11.188489] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-11-28T20:28:11.188623] [INFO ] [sig       ] PII: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:11.330705] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PII.txt
[2025-11-28T20:28:11.330858] [INFO ] [sig       ] [2534/3606] Completed PII in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:11.330902] [INFO ] [sig       ] [2535/3606] Forecasting PIM...
[2025-11-28T20:28:11.330933] [INFO ] [sig       ] Generating forecast for: PIM
[2025-11-28T20:28:11.330965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-11-28T20:28:11.342158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-11-28T20:28:11.342528] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-11-28T20:28:11.343274] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-11-28T20:28:11.343324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:11.343356] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:11.343382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:11.343437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:11.399330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:11.400202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:11.400285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:11.400318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:11.514443] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:11.514606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:11.514645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:11.514672] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:11.517892] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=16.43%)
[2025-11-28T20:28:11.518170] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-11-28T20:28:11.518287] [INFO ] [sig       ] PIM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:11.655001] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PIM.txt
[2025-11-28T20:28:11.655121] [INFO ] [sig       ] [2535/3606] Completed PIM in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:11.655159] [INFO ] [sig       ] [2536/3606] Forecasting PINE...
[2025-11-28T20:28:11.655186] [INFO ] [sig       ] Generating forecast for: PINE
[2025-11-28T20:28:11.655219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-11-28T20:28:11.666677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-11-28T20:28:11.666948] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-11-28T20:28:11.667676] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-11-28T20:28:11.667725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:11.667755] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:11.667781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:11.667836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:11.722680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:11.723470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:11.723551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:11.723603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:11.842335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:11.842481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:11.842517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:11.842592] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:11.845887] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-11-28T20:28:11.846161] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-11-28T20:28:11.846279] [INFO ] [sig       ] PINE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:11.984057] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PINE.txt
[2025-11-28T20:28:11.984187] [INFO ] [sig       ] [2536/3606] Completed PINE in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:11.984225] [INFO ] [sig       ] [2537/3606] Forecasting PINS...
[2025-11-28T20:28:11.984255] [INFO ] [sig       ] Generating forecast for: PINS
[2025-11-28T20:28:11.984288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-11-28T20:28:11.995624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-11-28T20:28:11.995987] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-11-28T20:28:11.996766] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-11-28T20:28:11.996815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:11.996860] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:11.996887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:11.996941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:12.051948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:12.052753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:12.052830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:12.052861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:12.173824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:12.173959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:12.173996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:12.174023] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:12.177177] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=53.87%)
[2025-11-28T20:28:12.177431] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-11-28T20:28:12.177544] [INFO ] [sig       ] PINS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:12.314778] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PINS.txt
[2025-11-28T20:28:12.314908] [INFO ] [sig       ] [2537/3606] Completed PINS in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.0m
[2025-11-28T20:28:12.314946] [INFO ] [sig       ] [2538/3606] Forecasting PK...
[2025-11-28T20:28:12.314975] [INFO ] [sig       ] Generating forecast for: PK
[2025-11-28T20:28:12.315004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-11-28T20:28:12.326459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-11-28T20:28:12.326917] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-11-28T20:28:12.327806] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-11-28T20:28:12.327854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:12.327884] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:12.327910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:12.327964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:12.383084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:12.383696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:12.383770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:12.383801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:12.503886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:12.504024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:12.504060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:12.504089] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:12.507340] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2025-11-28T20:28:12.507624] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-11-28T20:28:12.507743] [INFO ] [sig       ] PK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:12.643391] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PK.txt
[2025-11-28T20:28:12.643515] [INFO ] [sig       ] [2538/3606] Completed PK in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.0m
[2025-11-28T20:28:12.643553] [INFO ] [sig       ] [2539/3606] Forecasting PKBK...
[2025-11-28T20:28:12.643597] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-11-28T20:28:12.643629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-11-28T20:28:12.654670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-11-28T20:28:12.655011] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-11-28T20:28:12.655757] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-11-28T20:28:12.655805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:12.655835] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:12.655861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:12.655915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:12.711279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:12.712012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:12.712089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:12.712119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:12.823892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:12.824032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:12.824068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:12.824095] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:12.827314] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-11-28T20:28:12.827568] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-11-28T20:28:12.827699] [INFO ] [sig       ] PKBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:12.967183] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PKBK.txt
[2025-11-28T20:28:12.967328] [INFO ] [sig       ] [2539/3606] Completed PKBK in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:12.967366] [INFO ] [sig       ] [2540/3606] Forecasting PKE...
[2025-11-28T20:28:12.967394] [INFO ] [sig       ] Generating forecast for: PKE
[2025-11-28T20:28:12.967424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-11-28T20:28:12.979187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-11-28T20:28:12.979517] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-11-28T20:28:12.980327] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-11-28T20:28:12.980378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:12.980410] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:12.980437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:12.980493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:13.035759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:13.036481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:13.036562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:13.036614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:13.155367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:13.155526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:13.155564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:13.155611] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:13.158860] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-11-28T20:28:13.159122] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-11-28T20:28:13.159237] [INFO ] [sig       ] PKE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:13.294060] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PKE.txt
[2025-11-28T20:28:13.294192] [INFO ] [sig       ] [2540/3606] Completed PKE in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:13.294230] [INFO ] [sig       ] [2541/3606] Forecasting PKG...
[2025-11-28T20:28:13.294267] [INFO ] [sig       ] Generating forecast for: PKG
[2025-11-28T20:28:13.294298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-11-28T20:28:13.306278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-11-28T20:28:13.306604] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-11-28T20:28:13.307326] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-11-28T20:28:13.307374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:13.307403] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:13.307428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:13.307482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:13.363159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:13.363874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:13.363948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:13.363979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:13.486137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:13.486281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:13.486326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:13.486358] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:13.489619] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=49.85%)
[2025-11-28T20:28:13.489914] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-11-28T20:28:13.490045] [INFO ] [sig       ] PKG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:13.627399] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PKG.txt
[2025-11-28T20:28:13.627522] [INFO ] [sig       ] [2541/3606] Completed PKG in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:13.627558] [INFO ] [sig       ] [2542/3606] Forecasting PKOH...
[2025-11-28T20:28:13.627603] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-11-28T20:28:13.627633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-11-28T20:28:13.638957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-11-28T20:28:13.639284] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-11-28T20:28:13.640066] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-11-28T20:28:13.640116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:13.640148] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:13.640175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:13.640232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:13.696750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:13.697358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:13.697431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:13.697463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:13.813313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:13.813461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:13.813499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:13.813527] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:13.816847] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=22.46%)
[2025-11-28T20:28:13.817109] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-11-28T20:28:13.817227] [INFO ] [sig       ] PKOH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:13.954084] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PKOH.txt
[2025-11-28T20:28:13.954247] [INFO ] [sig       ] [2542/3606] Completed PKOH in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:13.954285] [INFO ] [sig       ] [2543/3606] Forecasting PKX...
[2025-11-28T20:28:13.954314] [INFO ] [sig       ] Generating forecast for: PKX
[2025-11-28T20:28:13.954342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-11-28T20:28:13.965685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-11-28T20:28:13.966027] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-11-28T20:28:13.966770] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-11-28T20:28:13.966818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:13.966848] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:13.966873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:13.966928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:14.025673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:14.026609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:14.026727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:14.026762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:14.148413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:14.148564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:14.148621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:14.148650] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:14.152047] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-11-28T20:28:14.152364] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-11-28T20:28:14.152500] [INFO ] [sig       ] PKX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:14.290242] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PKX.txt
[2025-11-28T20:28:14.290385] [INFO ] [sig       ] [2543/3606] Completed PKX in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:14.290430] [INFO ] [sig       ] [2544/3606] Forecasting PL...
[2025-11-28T20:28:14.290463] [INFO ] [sig       ] Generating forecast for: PL
[2025-11-28T20:28:14.290492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-11-28T20:28:14.302103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-11-28T20:28:14.302441] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-11-28T20:28:14.303200] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-11-28T20:28:14.303256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:14.303286] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:14.303314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:14.303370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:14.360194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:14.361055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:14.361141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:14.361174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:14.482350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:14.482509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:14.482549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:14.482636] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:14.485982] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=61.10%)
[2025-11-28T20:28:14.486271] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-11-28T20:28:14.486417] [INFO ] [sig       ] PL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:14.622417] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PL.txt
[2025-11-28T20:28:14.622547] [INFO ] [sig       ] [2544/3606] Completed PL in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:14.622603] [INFO ] [sig       ] [2545/3606] Forecasting PLAB...
[2025-11-28T20:28:14.622633] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-11-28T20:28:14.622662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-11-28T20:28:14.633684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-11-28T20:28:14.633960] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-11-28T20:28:14.634711] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-11-28T20:28:14.634761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:14.634792] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:14.634817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:14.634872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:14.690901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:14.691650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:14.691726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:14.691757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:14.813237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:14.813381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:14.813425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:14.813453] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:14.816680] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-11-28T20:28:14.816933] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-11-28T20:28:14.817045] [INFO ] [sig       ] PLAB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:14.952314] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PLAB.txt
[2025-11-28T20:28:14.952443] [INFO ] [sig       ] [2545/3606] Completed PLAB in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:14.952480] [INFO ] [sig       ] [2546/3606] Forecasting PLAY...
[2025-11-28T20:28:14.952509] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-11-28T20:28:14.952538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-11-28T20:28:14.963526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-11-28T20:28:14.963835] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-11-28T20:28:14.964535] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-11-28T20:28:14.964608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:14.964640] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:14.964666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:14.964720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:15.019408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:15.020061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:15.020133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:15.020181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:15.143857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:15.144009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:15.144046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:15.144075] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:15.147386] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-11-28T20:28:15.147672] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-11-28T20:28:15.147791] [INFO ] [sig       ] PLAY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:15.282540] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PLAY.txt
[2025-11-28T20:28:15.282715] [INFO ] [sig       ] [2546/3606] Completed PLAY in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:15.282754] [INFO ] [sig       ] [2547/3606] Forecasting PLBC...
[2025-11-28T20:28:15.282782] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-11-28T20:28:15.282811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-11-28T20:28:15.293414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-11-28T20:28:15.293728] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-11-28T20:28:15.294439] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-11-28T20:28:15.294487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:15.294516] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:15.294542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:15.294613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:15.352445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:15.353173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:15.353250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:15.353283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:15.456867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:15.457014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:15.457053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:15.457082] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:15.460434] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=61.31%)
[2025-11-28T20:28:15.460721] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-11-28T20:28:15.460843] [INFO ] [sig       ] PLBC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:15.596075] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PLBC.txt
[2025-11-28T20:28:15.596200] [INFO ] [sig       ] [2547/3606] Completed PLBC in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:15.596238] [INFO ] [sig       ] [2548/3606] Forecasting PLBY...
[2025-11-28T20:28:15.596267] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-11-28T20:28:15.596296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-11-28T20:28:15.608447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-11-28T20:28:15.608845] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-11-28T20:28:15.609692] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-11-28T20:28:15.609743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:15.609774] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:15.609817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:15.609874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:15.667428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:15.668312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:15.668399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:15.668431] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:15.786815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:15.786928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:15.786967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:15.786996] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:15.790304] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-11-28T20:28:15.790568] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-11-28T20:28:15.790705] [INFO ] [sig       ] PLBY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:15.926894] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PLBY.txt
[2025-11-28T20:28:15.927013] [INFO ] [sig       ] [2548/3606] Completed PLBY in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:15.927049] [INFO ] [sig       ] [2549/3606] Forecasting PLCE...
[2025-11-28T20:28:15.927077] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-11-28T20:28:15.927107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-11-28T20:28:15.937963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-11-28T20:28:15.938263] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-11-28T20:28:15.939007] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-11-28T20:28:15.939055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:15.939086] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:15.939112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:15.939166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:15.993957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:15.994592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:15.994667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:15.994699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:16.118919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:16.119052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:16.119089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:16.119118] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:16.122355] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=82.90%)
[2025-11-28T20:28:16.122659] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-11-28T20:28:16.122777] [INFO ] [sig       ] PLCE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:16.258257] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PLCE.txt
[2025-11-28T20:28:16.258377] [INFO ] [sig       ] [2549/3606] Completed PLCE in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:16.258415] [INFO ] [sig       ] [2550/3606] Forecasting PLD...
[2025-11-28T20:28:16.258443] [INFO ] [sig       ] Generating forecast for: PLD
[2025-11-28T20:28:16.258472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-11-28T20:28:16.269262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-11-28T20:28:16.269533] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-11-28T20:28:16.270266] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-11-28T20:28:16.270315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:16.270368] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:16.270395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:16.270450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:16.324870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:16.325466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:16.325537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:16.325567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:16.450751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:16.450895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:16.450932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:16.450959] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:16.454146] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=82.45%)
[2025-11-28T20:28:16.454401] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-11-28T20:28:16.454515] [INFO ] [sig       ] PLD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:16.587990] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PLD.txt
[2025-11-28T20:28:16.588128] [INFO ] [sig       ] [2550/3606] Completed PLD in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:16.588165] [INFO ] [sig       ] [2551/3606] Forecasting PLPC...
[2025-11-28T20:28:16.588194] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-11-28T20:28:16.588224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-11-28T20:28:16.599372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-11-28T20:28:16.599706] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-11-28T20:28:16.600421] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-11-28T20:28:16.600469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:16.600499] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:16.600525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:16.600599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:16.654549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:16.655150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:16.655223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:16.655253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:16.769043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:16.769191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:16.769229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:16.769256] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:16.772425] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2025-11-28T20:28:16.772701] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-11-28T20:28:16.772814] [INFO ] [sig       ] PLPC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:16.907950] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PLPC.txt
[2025-11-28T20:28:16.908125] [INFO ] [sig       ] [2551/3606] Completed PLPC in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:16.908167] [INFO ] [sig       ] [2552/3606] Forecasting PLRX...
[2025-11-28T20:28:16.908196] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-11-28T20:28:16.908246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-11-28T20:28:16.919320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-11-28T20:28:16.919624] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-11-28T20:28:16.920337] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-11-28T20:28:16.920385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:16.920416] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:16.920442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:16.920496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:16.975007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:16.975734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:16.975810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:16.975842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:17.091267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:17.091411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:17.091452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:17.091481] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:17.094898] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=79.68%)
[2025-11-28T20:28:17.095162] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-11-28T20:28:17.095282] [INFO ] [sig       ] PLRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:17.233191] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PLRX.txt
[2025-11-28T20:28:17.233329] [INFO ] [sig       ] [2552/3606] Completed PLRX in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:17.233367] [INFO ] [sig       ] [2553/3606] Forecasting PLSE...
[2025-11-28T20:28:17.233396] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-11-28T20:28:17.233428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-11-28T20:28:17.244632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-11-28T20:28:17.244919] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-11-28T20:28:17.245652] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-11-28T20:28:17.245700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:17.245730] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:17.245756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:17.245810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:17.301188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:17.301837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:17.301912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:17.301943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:17.422369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:17.422524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:17.422563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:17.422638] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:17.425892] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-11-28T20:28:17.426168] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-11-28T20:28:17.426290] [INFO ] [sig       ] PLSE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:17.563188] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PLSE.txt
[2025-11-28T20:28:17.563330] [INFO ] [sig       ] [2553/3606] Completed PLSE in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:17.563370] [INFO ] [sig       ] [2554/3606] Forecasting PLTK...
[2025-11-28T20:28:17.563398] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-11-28T20:28:17.563428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-11-28T20:28:17.574471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-11-28T20:28:17.574751] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-11-28T20:28:17.575465] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-11-28T20:28:17.575513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:17.575543] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:17.575569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:17.575647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:17.631726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:17.632316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:17.632388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:17.632419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:17.749477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:17.749651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:17.749697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:17.749726] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:17.752993] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-11-28T20:28:17.753270] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-11-28T20:28:17.753392] [INFO ] [sig       ] PLTK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:17.891771] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PLTK.txt
[2025-11-28T20:28:17.891908] [INFO ] [sig       ] [2554/3606] Completed PLTK in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:17.891948] [INFO ] [sig       ] [2555/3606] Forecasting PLUG...
[2025-11-28T20:28:17.891978] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-11-28T20:28:17.892008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-11-28T20:28:17.902920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-11-28T20:28:17.903211] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-11-28T20:28:17.903970] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-11-28T20:28:17.904019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:17.904049] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:17.904075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:17.904130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:17.961832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:17.962643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:17.962721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:17.962754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:18.086651] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:18.086798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:18.086837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:18.086868] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:18.090249] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-11-28T20:28:18.090519] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-11-28T20:28:18.090654] [INFO ] [sig       ] PLUG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:18.229418] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PLUG.txt
[2025-11-28T20:28:18.229548] [INFO ] [sig       ] [2555/3606] Completed PLUG in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 5.9m
[2025-11-28T20:28:18.229604] [INFO ] [sig       ] [2556/3606] Forecasting PLUS...
[2025-11-28T20:28:18.229635] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-11-28T20:28:18.229664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-11-28T20:28:18.241027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-11-28T20:28:18.241320] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-11-28T20:28:18.242054] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-11-28T20:28:18.242102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:18.242133] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:18.242159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:18.242213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:18.302193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:18.302864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:18.302940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:18.302972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:18.444588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:18.444731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:18.444769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:18.444795] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:18.448025] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=30.06%)
[2025-11-28T20:28:18.448308] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-11-28T20:28:18.448441] [INFO ] [sig       ] PLUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:18.587183] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PLUS.txt
[2025-11-28T20:28:18.587332] [INFO ] [sig       ] [2556/3606] Completed PLUS in 0.4s | 2.99 sym/s | Total: 14.3m | ETA: 5.9m
[2025-11-28T20:28:18.587370] [INFO ] [sig       ] [2557/3606] Forecasting PLXS...
[2025-11-28T20:28:18.587401] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-11-28T20:28:18.587432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-11-28T20:28:18.601791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-11-28T20:28:18.602096] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-11-28T20:28:18.602841] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-11-28T20:28:18.602889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:18.602919] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:18.602944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:18.602999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:18.659814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:18.660628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:18.660706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:18.660739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:18.783251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:18.783360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:18.783395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:18.783422] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:18.786688] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-11-28T20:28:18.786950] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-11-28T20:28:18.787067] [INFO ] [sig       ] PLXS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:18.924240] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PLXS.txt
[2025-11-28T20:28:18.924390] [INFO ] [sig       ] [2557/3606] Completed PLXS in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:18.924437] [INFO ] [sig       ] [2558/3606] Forecasting PLYM...
[2025-11-28T20:28:18.924470] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-11-28T20:28:18.924504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-11-28T20:28:18.935954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-11-28T20:28:18.936333] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-11-28T20:28:18.937123] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-11-28T20:28:18.937173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:18.937205] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:18.937232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:18.937288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:18.994487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:18.995235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:18.995316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:18.995347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:19.117737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:19.117879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:19.117916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:19.117943] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:19.121258] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-11-28T20:28:19.121520] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-11-28T20:28:19.121652] [INFO ] [sig       ] PLYM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:19.259460] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PLYM.txt
[2025-11-28T20:28:19.259631] [INFO ] [sig       ] [2558/3606] Completed PLYM in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:19.259673] [INFO ] [sig       ] [2559/3606] Forecasting PM...
[2025-11-28T20:28:19.259702] [INFO ] [sig       ] Generating forecast for: PM
[2025-11-28T20:28:19.259730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-11-28T20:28:19.270878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-11-28T20:28:19.271168] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-11-28T20:28:19.271918] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-11-28T20:28:19.271966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:19.271996] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:19.272022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:19.272087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:19.330441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:19.331261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:19.331339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:19.331372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:19.456966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:19.457119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:19.457157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:19.457184] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:19.460515] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-11-28T20:28:19.460817] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-11-28T20:28:19.460937] [INFO ] [sig       ] PM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:19.598552] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PM.txt
[2025-11-28T20:28:19.598705] [INFO ] [sig       ] [2559/3606] Completed PM in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:19.598743] [INFO ] [sig       ] [2560/3606] Forecasting PMAX...
[2025-11-28T20:28:19.598771] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-11-28T20:28:19.598799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-11-28T20:28:19.609797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-11-28T20:28:19.610114] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-11-28T20:28:19.610879] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-11-28T20:28:19.610927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:19.610957] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:19.610983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:19.611036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:19.667628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:19.668510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:19.668644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:19.668679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:19.786951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:19.787092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:19.787131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:19.787158] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:19.790454] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=85.79%)
[2025-11-28T20:28:19.790739] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-11-28T20:28:19.790859] [INFO ] [sig       ] PMAX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:19.927812] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PMAX.txt
[2025-11-28T20:28:19.927976] [INFO ] [sig       ] [2560/3606] Completed PMAX in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:19.928045] [INFO ] [sig       ] [2561/3606] Forecasting PML...
[2025-11-28T20:28:19.928088] [INFO ] [sig       ] Generating forecast for: PML
[2025-11-28T20:28:19.928134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-11-28T20:28:19.942326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-11-28T20:28:19.942783] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-11-28T20:28:19.943828] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-11-28T20:28:19.943909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:19.943961] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:19.944006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:19.944094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:20.009023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:20.009845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:20.009923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:20.009956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:20.131723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:20.131867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:20.131904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:20.131932] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:20.135147] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-11-28T20:28:20.135410] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-11-28T20:28:20.135531] [INFO ] [sig       ] PML: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:20.272499] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PML.txt
[2025-11-28T20:28:20.272685] [INFO ] [sig       ] [2561/3606] Completed PML in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:20.272727] [INFO ] [sig       ] [2562/3606] Forecasting PMM...
[2025-11-28T20:28:20.272757] [INFO ] [sig       ] Generating forecast for: PMM
[2025-11-28T20:28:20.272786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-11-28T20:28:20.283913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-11-28T20:28:20.284212] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-11-28T20:28:20.284947] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-11-28T20:28:20.284996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:20.285026] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:20.285051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:20.285105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:20.339655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:20.340349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:20.340426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:20.340457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:20.455144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:20.455286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:20.455323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:20.455351] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:20.458538] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-11-28T20:28:20.458810] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-11-28T20:28:20.458926] [INFO ] [sig       ] PMM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:20.594873] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PMM.txt
[2025-11-28T20:28:20.595022] [INFO ] [sig       ] [2562/3606] Completed PMM in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:20.595061] [INFO ] [sig       ] [2563/3606] Forecasting PMO...
[2025-11-28T20:28:20.595091] [INFO ] [sig       ] Generating forecast for: PMO
[2025-11-28T20:28:20.595119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-11-28T20:28:20.610109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-11-28T20:28:20.610539] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-11-28T20:28:20.611447] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-11-28T20:28:20.611496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:20.611526] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:20.611561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:20.611634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:20.666385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:20.667218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:20.667296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:20.667327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:20.782121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:20.782277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:20.782316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:20.782343] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:20.785676] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-11-28T20:28:20.785935] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-11-28T20:28:20.786053] [INFO ] [sig       ] PMO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:20.920045] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PMO.txt
[2025-11-28T20:28:20.920217] [INFO ] [sig       ] [2563/3606] Completed PMO in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:20.920257] [INFO ] [sig       ] [2564/3606] Forecasting PMTS...
[2025-11-28T20:28:20.920286] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-11-28T20:28:20.920314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-11-28T20:28:20.931415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-11-28T20:28:20.931772] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-11-28T20:28:20.932492] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-11-28T20:28:20.932540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:20.932569] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:20.932616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:20.932674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:20.989552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:20.990333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:20.990409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:20.990441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:21.111615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:21.111768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:21.111805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:21.111833] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:21.115219] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: UP (p=66.42%)
[2025-11-28T20:28:21.115492] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-11-28T20:28:21.115635] [INFO ] [sig       ] PMTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:21.258690] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PMTS.txt
[2025-11-28T20:28:21.258835] [INFO ] [sig       ] [2564/3606] Completed PMTS in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:21.258895] [INFO ] [sig       ] [2565/3606] Forecasting PMVP...
[2025-11-28T20:28:21.258942] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-11-28T20:28:21.258990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-11-28T20:28:21.270894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-11-28T20:28:21.271231] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-11-28T20:28:21.272019] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-11-28T20:28:21.272069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:21.272100] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:21.272126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:21.272180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:21.327761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:21.328512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:21.328606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:21.328639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:21.455055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:21.455210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:21.455250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:21.455277] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:21.458873] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-11-28T20:28:21.459139] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-11-28T20:28:21.459258] [INFO ] [sig       ] PMVP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:21.601725] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PMVP.txt
[2025-11-28T20:28:21.601854] [INFO ] [sig       ] [2565/3606] Completed PMVP in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:21.601893] [INFO ] [sig       ] [2566/3606] Forecasting PNC...
[2025-11-28T20:28:21.601921] [INFO ] [sig       ] Generating forecast for: PNC
[2025-11-28T20:28:21.601950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-11-28T20:28:21.613916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-11-28T20:28:21.614231] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-11-28T20:28:21.615049] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-11-28T20:28:21.615099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:21.615130] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:21.615156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:21.615210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:21.675155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:21.675897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:21.675974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:21.676006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:21.812284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:21.812434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:21.812473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:21.812506] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:21.815722] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=19.12%)
[2025-11-28T20:28:21.815996] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-11-28T20:28:21.816114] [INFO ] [sig       ] PNC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:21.952080] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PNC.txt
[2025-11-28T20:28:21.952213] [INFO ] [sig       ] [2566/3606] Completed PNC in 0.4s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:21.952251] [INFO ] [sig       ] [2567/3606] Forecasting PNFP...
[2025-11-28T20:28:21.952278] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-11-28T20:28:21.952306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-11-28T20:28:21.964075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-11-28T20:28:21.964377] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-11-28T20:28:21.965121] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-11-28T20:28:21.965169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:21.965223] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:21.965250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:21.965303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:22.020136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:22.020828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:22.020904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:22.020935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:22.138591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:22.138739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:22.138774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:22.138802] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:22.142006] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-11-28T20:28:22.142266] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-11-28T20:28:22.142383] [INFO ] [sig       ] PNFP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:22.276932] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PNFP.txt
[2025-11-28T20:28:22.277073] [INFO ] [sig       ] [2567/3606] Completed PNFP in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:22.277111] [INFO ] [sig       ] [2568/3606] Forecasting PNI...
[2025-11-28T20:28:22.277139] [INFO ] [sig       ] Generating forecast for: PNI
[2025-11-28T20:28:22.277168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-11-28T20:28:22.288671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-11-28T20:28:22.289039] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-11-28T20:28:22.289797] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-11-28T20:28:22.289846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:22.289877] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:22.289902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:22.289957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:22.349272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:22.350119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:22.350200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:22.350233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:22.461466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:22.461631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:22.461688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:22.461716] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:22.464938] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=33.54%)
[2025-11-28T20:28:22.465190] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-11-28T20:28:22.465305] [INFO ] [sig       ] PNI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:22.600339] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PNI.txt
[2025-11-28T20:28:22.600475] [INFO ] [sig       ] [2568/3606] Completed PNI in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:22.600513] [INFO ] [sig       ] [2569/3606] Forecasting PNQI...
[2025-11-28T20:28:22.600543] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-11-28T20:28:22.600588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-11-28T20:28:22.611015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-11-28T20:28:22.611291] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-11-28T20:28:22.612031] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-11-28T20:28:22.612079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:22.612109] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:22.612134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:22.612189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:22.666905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:22.667568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:22.667659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:22.667690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:22.787432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:22.787601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:22.787641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:22.787670] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:22.791030] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=65.08%)
[2025-11-28T20:28:22.791294] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-11-28T20:28:22.791417] [INFO ] [sig       ] PNQI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:22.927902] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PNQI.txt
[2025-11-28T20:28:22.928068] [INFO ] [sig       ] [2569/3606] Completed PNQI in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:22.928114] [INFO ] [sig       ] [2570/3606] Forecasting PNRG...
[2025-11-28T20:28:22.928142] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-11-28T20:28:22.928171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-11-28T20:28:22.939562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-11-28T20:28:22.939899] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-11-28T20:28:22.940823] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-11-28T20:28:22.940873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:22.940904] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:22.940931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:22.940987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:22.997620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:22.998409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:22.998489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:22.998521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:23.108831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:23.108979] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-28T20:28:23.109016] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:23.109075] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:23.112322] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=88.88%)
[2025-11-28T20:28:23.112604] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-11-28T20:28:23.112722] [INFO ] [sig       ] PNRG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:23.248737] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PNRG.txt
[2025-11-28T20:28:23.248876] [INFO ] [sig       ] [2570/3606] Completed PNRG in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:23.248915] [INFO ] [sig       ] [2571/3606] Forecasting PNTG...
[2025-11-28T20:28:23.248943] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-11-28T20:28:23.248974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-11-28T20:28:23.260226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-11-28T20:28:23.260565] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-11-28T20:28:23.261320] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-11-28T20:28:23.261370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:23.261401] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:23.261429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:23.261483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:23.317237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:23.318054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:23.318136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:23.318171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:23.438231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:23.438382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:23.438423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:23.438454] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:23.441914] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-11-28T20:28:23.442209] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-11-28T20:28:23.442337] [INFO ] [sig       ] PNTG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:23.578046] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PNTG.txt
[2025-11-28T20:28:23.578198] [INFO ] [sig       ] [2571/3606] Completed PNTG in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:23.578236] [INFO ] [sig       ] [2572/3606] Forecasting POAI...
[2025-11-28T20:28:23.578265] [INFO ] [sig       ] Generating forecast for: POAI
[2025-11-28T20:28:23.578294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'.
[2025-11-28T20:28:23.589771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POAI'.
[2025-11-28T20:28:23.590118] [INFO ] [FORECASTER] Starting predict_future for POAI
[2025-11-28T20:28:23.590858] [DEBUG] [LOCAL     ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt
[2025-11-28T20:28:23.590908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:23.590951] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:23.590978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:23.591033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:23.648050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:23.648877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:23.648958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:23.648991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:23.765869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:23.766027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:23.766067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:23.766096] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:23.769642] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-11-28T20:28:23.769921] [INFO ] [FORECASTER] Completed predict_future for POAI
[2025-11-28T20:28:23.770043] [INFO ] [sig       ] POAI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:23.905243] [INFO ] [LOCAL     ] Saved forecast: POAI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/POAI.txt
[2025-11-28T20:28:23.905391] [INFO ] [sig       ] [2572/3606] Completed POAI in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:23.905431] [INFO ] [sig       ] [2573/3606] Forecasting PODD...
[2025-11-28T20:28:23.905458] [INFO ] [sig       ] Generating forecast for: PODD
[2025-11-28T20:28:23.905489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-11-28T20:28:23.916713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-11-28T20:28:23.916969] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-11-28T20:28:23.917702] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-11-28T20:28:23.917751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:23.917782] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:23.917808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:23.917863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:23.973275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:23.974101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:23.974179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:23.974210] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:24.093386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:24.093537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:24.093591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:24.093622] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:24.096864] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-11-28T20:28:24.097122] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-11-28T20:28:24.097238] [INFO ] [sig       ] PODD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:24.240954] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PODD.txt
[2025-11-28T20:28:24.241113] [INFO ] [sig       ] [2573/3606] Completed PODD in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.8m
[2025-11-28T20:28:24.241154] [INFO ] [sig       ] [2574/3606] Forecasting POOL...
[2025-11-28T20:28:24.241182] [INFO ] [sig       ] Generating forecast for: POOL
[2025-11-28T20:28:24.241210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-11-28T20:28:24.252393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-11-28T20:28:24.252701] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-11-28T20:28:24.253407] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-11-28T20:28:24.253455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:24.253485] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:24.253511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:24.253565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:24.308481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:24.309288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:24.309367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:24.309398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:24.425513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:24.425682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:24.425720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:24.425749] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:24.429024] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-11-28T20:28:24.429277] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-11-28T20:28:24.429392] [INFO ] [sig       ] POOL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:24.568348] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/POOL.txt
[2025-11-28T20:28:24.568507] [INFO ] [sig       ] [2574/3606] Completed POOL in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.8m
[2025-11-28T20:28:24.568547] [INFO ] [sig       ] [2575/3606] Forecasting POWI...
[2025-11-28T20:28:24.568600] [INFO ] [sig       ] Generating forecast for: POWI
[2025-11-28T20:28:24.568637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-11-28T20:28:24.580217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-11-28T20:28:24.580602] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-11-28T20:28:24.581362] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-11-28T20:28:24.581411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:24.581443] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:24.581469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:24.581524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:24.639237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:24.640140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:24.640223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:24.640255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:24.764638] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:24.764789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:24.764829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:24.764857] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:24.768266] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=77.56%)
[2025-11-28T20:28:24.768594] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-11-28T20:28:24.768728] [INFO ] [sig       ] POWI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:24.911016] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/POWI.txt
[2025-11-28T20:28:24.911156] [INFO ] [sig       ] [2575/3606] Completed POWI in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:24.911196] [INFO ] [sig       ] [2576/3606] Forecasting POWL...
[2025-11-28T20:28:24.911244] [INFO ] [sig       ] Generating forecast for: POWL
[2025-11-28T20:28:24.911276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-11-28T20:28:24.923107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-11-28T20:28:24.923444] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-11-28T20:28:24.924246] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-11-28T20:28:24.924296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:24.924327] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:24.924352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:24.924411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:24.981246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:24.981966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:24.982056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:24.982090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:25.115535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:25.115711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:25.115751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:25.115779] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:25.119090] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-11-28T20:28:25.119360] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-11-28T20:28:25.119480] [INFO ] [sig       ] POWL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:25.256082] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/POWL.txt
[2025-11-28T20:28:25.256213] [INFO ] [sig       ] [2576/3606] Completed POWL in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:25.256252] [INFO ] [sig       ] [2577/3606] Forecasting PPC...
[2025-11-28T20:28:25.256280] [INFO ] [sig       ] Generating forecast for: PPC
[2025-11-28T20:28:25.256308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-11-28T20:28:25.267472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-11-28T20:28:25.267762] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-11-28T20:28:25.268520] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-11-28T20:28:25.268602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:25.268642] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:25.268673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:25.268735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:25.324848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:25.325607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:25.325715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:25.325749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:25.445558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:25.445717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:25.445754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:25.445783] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:25.449116] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-11-28T20:28:25.449377] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-11-28T20:28:25.449494] [INFO ] [sig       ] PPC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:25.585203] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PPC.txt
[2025-11-28T20:28:25.585353] [INFO ] [sig       ] [2577/3606] Completed PPC in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:25.585392] [INFO ] [sig       ] [2578/3606] Forecasting PPG...
[2025-11-28T20:28:25.585420] [INFO ] [sig       ] Generating forecast for: PPG
[2025-11-28T20:28:25.585449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-11-28T20:28:25.596937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-11-28T20:28:25.597303] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-11-28T20:28:25.598086] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-11-28T20:28:25.598137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:25.598168] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:25.598193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:25.598248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:25.656198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:25.657012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:25.657091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:25.657123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:25.780230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:25.780375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:25.780412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:25.780440] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:25.783782] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=55.55%)
[2025-11-28T20:28:25.784051] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-11-28T20:28:25.784167] [INFO ] [sig       ] PPG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:25.923053] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PPG.txt
[2025-11-28T20:28:25.923182] [INFO ] [sig       ] [2578/3606] Completed PPG in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:25.923220] [INFO ] [sig       ] [2579/3606] Forecasting PPH...
[2025-11-28T20:28:25.923247] [INFO ] [sig       ] Generating forecast for: PPH
[2025-11-28T20:28:25.923277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-11-28T20:28:25.934671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-11-28T20:28:25.934945] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-11-28T20:28:25.935666] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-11-28T20:28:25.935714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:25.935744] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:25.935769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:25.935823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:25.990356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:25.991063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:25.991138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:25.991168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:26.110628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:26.110791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:26.110830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:26.110877] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:26.114276] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=47.35%)
[2025-11-28T20:28:26.114546] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-11-28T20:28:26.114686] [INFO ] [sig       ] PPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:26.263478] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PPH.txt
[2025-11-28T20:28:26.263718] [INFO ] [sig       ] [2579/3606] Completed PPH in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:26.263780] [INFO ] [sig       ] [2580/3606] Forecasting PPIH...
[2025-11-28T20:28:26.263819] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-11-28T20:28:26.263860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-11-28T20:28:26.276455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-11-28T20:28:26.276805] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-11-28T20:28:26.277620] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-11-28T20:28:26.277669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:26.277701] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:26.277727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:26.277789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:26.334907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:26.335671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:26.335749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:26.335781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:26.451198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:26.451341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:26.451379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:26.451407] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:26.454708] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2025-11-28T20:28:26.454976] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-11-28T20:28:26.455095] [INFO ] [sig       ] PPIH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:26.592292] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PPIH.txt
[2025-11-28T20:28:26.592468] [INFO ] [sig       ] [2580/3606] Completed PPIH in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:26.592506] [INFO ] [sig       ] [2581/3606] Forecasting PPL...
[2025-11-28T20:28:26.592535] [INFO ] [sig       ] Generating forecast for: PPL
[2025-11-28T20:28:26.592565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-11-28T20:28:26.602978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-11-28T20:28:26.603268] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-11-28T20:28:26.604002] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-11-28T20:28:26.604050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:26.604080] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:26.604106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:26.604161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:26.659955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:26.660591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:26.660669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:26.660716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:26.777909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:26.778074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:26.778114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:26.778148] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:26.781359] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-11-28T20:28:26.781630] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-11-28T20:28:26.781743] [INFO ] [sig       ] PPL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:26.920097] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PPL.txt
[2025-11-28T20:28:26.920234] [INFO ] [sig       ] [2581/3606] Completed PPL in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:26.920272] [INFO ] [sig       ] [2582/3606] Forecasting PPSI...
[2025-11-28T20:28:26.920300] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-11-28T20:28:26.920329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-11-28T20:28:26.931161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-11-28T20:28:26.931434] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-11-28T20:28:26.932208] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-11-28T20:28:26.932263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:26.932293] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:26.932318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:26.932372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:26.987293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:26.988031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:26.988113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:26.988172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:27.105560] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:27.105736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:27.105775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:27.105803] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:27.109256] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-11-28T20:28:27.109526] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-11-28T20:28:27.109664] [INFO ] [sig       ] PPSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:27.245232] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PPSI.txt
[2025-11-28T20:28:27.245363] [INFO ] [sig       ] [2582/3606] Completed PPSI in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:27.245400] [INFO ] [sig       ] [2583/3606] Forecasting PPTA...
[2025-11-28T20:28:27.245429] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-11-28T20:28:27.245457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-11-28T20:28:27.256632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-11-28T20:28:27.256957] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-11-28T20:28:27.257697] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-11-28T20:28:27.257745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:27.257776] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:27.257813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:27.257869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:27.313787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:27.314609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:27.314685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:27.314717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:27.430830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:27.430976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:27.431012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:27.431041] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:27.434355] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=21.53%)
[2025-11-28T20:28:27.434636] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-11-28T20:28:27.434756] [INFO ] [sig       ] PPTA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:27.571074] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PPTA.txt
[2025-11-28T20:28:27.571228] [INFO ] [sig       ] [2583/3606] Completed PPTA in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:27.571267] [INFO ] [sig       ] [2584/3606] Forecasting PRA...
[2025-11-28T20:28:27.571296] [INFO ] [sig       ] Generating forecast for: PRA
[2025-11-28T20:28:27.571327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-11-28T20:28:27.582434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-11-28T20:28:27.582815] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-11-28T20:28:27.583592] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-11-28T20:28:27.583647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:27.583710] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:27.583748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:27.583827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:27.638354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:27.639187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:27.639266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:27.639298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:27.752929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:27.753074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:27.753111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:27.753139] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:27.756399] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2025-11-28T20:28:27.756689] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-11-28T20:28:27.756816] [INFO ] [sig       ] PRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:27.900959] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PRA.txt
[2025-11-28T20:28:27.901145] [INFO ] [sig       ] [2584/3606] Completed PRA in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:27.901189] [INFO ] [sig       ] [2585/3606] Forecasting PRAA...
[2025-11-28T20:28:27.901217] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-11-28T20:28:27.901253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-11-28T20:28:27.913063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-11-28T20:28:27.913436] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-11-28T20:28:27.914265] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-11-28T20:28:27.914316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:27.914347] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:27.914374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:27.914430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:27.972756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:27.973692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:27.973774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:27.973807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:28.093778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:28.093937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:28.093976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:28.094005] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:28.097489] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=26.48%)
[2025-11-28T20:28:28.097791] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-11-28T20:28:28.097921] [INFO ] [sig       ] PRAA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:28.241836] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRAA.txt
[2025-11-28T20:28:28.241994] [INFO ] [sig       ] [2585/3606] Completed PRAA in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:28.242034] [INFO ] [sig       ] [2586/3606] Forecasting PRAX...
[2025-11-28T20:28:28.242064] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-11-28T20:28:28.242095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-11-28T20:28:28.254748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-11-28T20:28:28.255093] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-11-28T20:28:28.256059] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-11-28T20:28:28.256109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:28.256141] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:28.256168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:28.256223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:28.314814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:28.315631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:28.315713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:28.315745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:28.439250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:28.439409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:28.439451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:28.439479] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:28.442740] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=79.98%)
[2025-11-28T20:28:28.443009] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-11-28T20:28:28.443123] [INFO ] [sig       ] PRAX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:28.577870] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PRAX.txt
[2025-11-28T20:28:28.577983] [INFO ] [sig       ] [2586/3606] Completed PRAX in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:28.578070] [INFO ] [sig       ] [2587/3606] Forecasting PRCH...
[2025-11-28T20:28:28.578103] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-11-28T20:28:28.578140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-11-28T20:28:28.589097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-11-28T20:28:28.589375] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-11-28T20:28:28.590103] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-11-28T20:28:28.590151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:28.590180] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:28.590206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:28.590260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:28.648756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:28.649475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:28.649562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:28.649612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:28.770738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:28.770870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:28.770905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:28.770963] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:28.774131] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-11-28T20:28:28.774386] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-11-28T20:28:28.774499] [INFO ] [sig       ] PRCH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:28.907997] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PRCH.txt
[2025-11-28T20:28:28.908143] [INFO ] [sig       ] [2587/3606] Completed PRCH in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:28.908180] [INFO ] [sig       ] [2588/3606] Forecasting PRDO...
[2025-11-28T20:28:28.908209] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-11-28T20:28:28.908238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-11-28T20:28:28.919129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-11-28T20:28:28.919406] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-11-28T20:28:28.920138] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-11-28T20:28:28.920187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:28.920217] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:28.920243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:28.920297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:28.974442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:28.975139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:28.975213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:28.975244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:29.094844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:29.094989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:29.095027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:29.095055] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:29.098283] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-11-28T20:28:29.098539] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-11-28T20:28:29.098687] [INFO ] [sig       ] PRDO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:29.236259] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRDO.txt
[2025-11-28T20:28:29.236424] [INFO ] [sig       ] [2588/3606] Completed PRDO in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:29.236465] [INFO ] [sig       ] [2589/3606] Forecasting PRFZ...
[2025-11-28T20:28:29.236496] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-11-28T20:28:29.236525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-11-28T20:28:29.251739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-11-28T20:28:29.252206] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-11-28T20:28:29.253315] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-11-28T20:28:29.253384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:29.253435] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:29.253480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:29.253592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:29.310809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:29.311609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:29.311687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:29.311744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:29.435872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:29.436039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:29.436103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:29.436154] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:29.441159] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-11-28T20:28:29.441538] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-11-28T20:28:29.441731] [INFO ] [sig       ] PRFZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:29.594196] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRFZ.txt
[2025-11-28T20:28:29.594322] [INFO ] [sig       ] [2589/3606] Completed PRFZ in 0.4s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:29.594359] [INFO ] [sig       ] [2590/3606] Forecasting PRG...
[2025-11-28T20:28:29.594388] [INFO ] [sig       ] Generating forecast for: PRG
[2025-11-28T20:28:29.594417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-11-28T20:28:29.606086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-11-28T20:28:29.606384] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-11-28T20:28:29.607135] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-11-28T20:28:29.607183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:29.607213] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:29.607239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:29.607292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:29.665945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:29.666801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:29.666880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:29.666911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:29.781389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:29.781532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:29.781586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:29.781617] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:29.784831] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=86.74%)
[2025-11-28T20:28:29.785087] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-11-28T20:28:29.785202] [INFO ] [sig       ] PRG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:29.920082] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PRG.txt
[2025-11-28T20:28:29.920221] [INFO ] [sig       ] [2590/3606] Completed PRG in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:29.920259] [INFO ] [sig       ] [2591/3606] Forecasting PRGO...
[2025-11-28T20:28:29.920289] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-11-28T20:28:29.920318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-11-28T20:28:29.931350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-11-28T20:28:29.931692] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-11-28T20:28:29.932658] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-11-28T20:28:29.932709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:29.932738] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:29.932764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:29.932819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:29.988319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:29.989076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:29.989154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:29.989184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:30.104591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:30.104723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:30.104759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:30.104786] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:30.107932] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=42.23%)
[2025-11-28T20:28:30.108208] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-11-28T20:28:30.108322] [INFO ] [sig       ] PRGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:30.244092] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRGO.txt
[2025-11-28T20:28:30.244208] [INFO ] [sig       ] [2591/3606] Completed PRGO in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.7m
[2025-11-28T20:28:30.244245] [INFO ] [sig       ] [2592/3606] Forecasting PRGS...
[2025-11-28T20:28:30.244273] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-11-28T20:28:30.244302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-11-28T20:28:30.255255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-11-28T20:28:30.255511] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-11-28T20:28:30.256288] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-11-28T20:28:30.256337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:30.256367] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:30.256392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:30.256447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:30.311358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:30.312179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:30.312256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:30.312287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:30.434633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:30.434806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:30.434845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:30.434873] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:30.438562] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-11-28T20:28:30.438843] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-11-28T20:28:30.438962] [INFO ] [sig       ] PRGS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:30.572896] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PRGS.txt
[2025-11-28T20:28:30.573024] [INFO ] [sig       ] [2592/3606] Completed PRGS in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.7m
[2025-11-28T20:28:30.573063] [INFO ] [sig       ] [2593/3606] Forecasting PRH...
[2025-11-28T20:28:30.573090] [INFO ] [sig       ] Generating forecast for: PRH
[2025-11-28T20:28:30.573120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-11-28T20:28:30.584756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-11-28T20:28:30.585080] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-11-28T20:28:30.585822] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-11-28T20:28:30.585871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:30.585900] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:30.585926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:30.585981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:30.640277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:30.640918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:30.640991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:30.641022] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:30.756909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:30.757054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:30.757090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:30.757118] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:30.760355] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-11-28T20:28:30.760635] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-11-28T20:28:30.760750] [INFO ] [sig       ] PRH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:30.893988] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PRH.txt
[2025-11-28T20:28:30.894117] [INFO ] [sig       ] [2593/3606] Completed PRH in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:30.894154] [INFO ] [sig       ] [2594/3606] Forecasting PRI...
[2025-11-28T20:28:30.894181] [INFO ] [sig       ] Generating forecast for: PRI
[2025-11-28T20:28:30.894210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-11-28T20:28:30.905157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-11-28T20:28:30.905426] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-11-28T20:28:30.906161] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-11-28T20:28:30.906209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:30.906238] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:30.906264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:30.906318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:30.960681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:30.961286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:30.961388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:30.961420] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:31.074544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:31.074706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:31.074743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:31.074770] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:31.077994] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-11-28T20:28:31.078289] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-11-28T20:28:31.078406] [INFO ] [sig       ] PRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:31.212486] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRI.txt
[2025-11-28T20:28:31.212651] [INFO ] [sig       ] [2594/3606] Completed PRI in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:31.212692] [INFO ] [sig       ] [2595/3606] Forecasting PRIM...
[2025-11-28T20:28:31.212722] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-11-28T20:28:31.212751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-11-28T20:28:31.223799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-11-28T20:28:31.224097] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-11-28T20:28:31.224837] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-11-28T20:28:31.224885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:31.224914] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:31.224938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:31.224992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:31.279519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:31.280515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:31.280619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:31.280654] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:31.400840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:31.400995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:31.401034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:31.401063] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:31.404356] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: DOWN (p=21.16%)
[2025-11-28T20:28:31.404657] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-11-28T20:28:31.404779] [INFO ] [sig       ] PRIM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:31.543341] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRIM.txt
[2025-11-28T20:28:31.543491] [INFO ] [sig       ] [2595/3606] Completed PRIM in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:31.543530] [INFO ] [sig       ] [2596/3606] Forecasting PRLB...
[2025-11-28T20:28:31.543560] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-11-28T20:28:31.543608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-11-28T20:28:31.555688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-11-28T20:28:31.556125] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-11-28T20:28:31.557019] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-11-28T20:28:31.557105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:31.557138] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:31.557164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:31.557220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:31.613864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:31.614767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:31.614858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:31.614891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:31.739500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:31.739660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:31.739700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:31.739728] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:31.742928] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=58.29%)
[2025-11-28T20:28:31.743186] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-11-28T20:28:31.743302] [INFO ] [sig       ] PRLB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:31.881941] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PRLB.txt
[2025-11-28T20:28:31.882089] [INFO ] [sig       ] [2596/3606] Completed PRLB in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:31.882127] [INFO ] [sig       ] [2597/3606] Forecasting PRM...
[2025-11-28T20:28:31.882156] [INFO ] [sig       ] Generating forecast for: PRM
[2025-11-28T20:28:31.882186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-11-28T20:28:31.893219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-11-28T20:28:31.893513] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-11-28T20:28:31.894269] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-11-28T20:28:31.894318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:31.894350] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:31.894376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:31.894435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:31.950531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:31.951338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:31.951421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:31.951453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:32.076149] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:32.076295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:32.076332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:32.076361] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:32.079731] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-11-28T20:28:32.080000] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-11-28T20:28:32.080119] [INFO ] [sig       ] PRM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:32.217480] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRM.txt
[2025-11-28T20:28:32.217650] [INFO ] [sig       ] [2597/3606] Completed PRM in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:32.217692] [INFO ] [sig       ] [2598/3606] Forecasting PRME...
[2025-11-28T20:28:32.217723] [INFO ] [sig       ] Generating forecast for: PRME
[2025-11-28T20:28:32.217752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-11-28T20:28:32.232903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-11-28T20:28:32.233421] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-11-28T20:28:32.234541] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-11-28T20:28:32.234611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:32.234646] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:32.234672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:32.234729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:32.293168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:32.294257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:32.294353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:32.294388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:32.414891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:32.415113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:32.415157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:32.415187] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:32.419035] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=79.49%)
[2025-11-28T20:28:32.419333] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-11-28T20:28:32.419465] [INFO ] [sig       ] PRME: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:32.564004] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PRME.txt
[2025-11-28T20:28:32.564203] [INFO ] [sig       ] [2598/3606] Completed PRME in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:32.564245] [INFO ] [sig       ] [2599/3606] Forecasting PRN...
[2025-11-28T20:28:32.564274] [INFO ] [sig       ] Generating forecast for: PRN
[2025-11-28T20:28:32.564305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-11-28T20:28:32.577959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-11-28T20:28:32.578497] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-11-28T20:28:32.579378] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-11-28T20:28:32.579430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:32.579462] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:32.579488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:32.579546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:32.636396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:32.637779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:32.637931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:32.637964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:32.758315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:32.758550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:32.758614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:32.758644] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:32.762624] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-11-28T20:28:32.762982] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-11-28T20:28:32.763126] [INFO ] [sig       ] PRN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:32.911515] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRN.txt
[2025-11-28T20:28:32.911704] [INFO ] [sig       ] [2599/3606] Completed PRN in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:32.911756] [INFO ] [sig       ] [2600/3606] Forecasting PRO...
[2025-11-28T20:28:32.911787] [INFO ] [sig       ] Generating forecast for: PRO
[2025-11-28T20:28:32.911816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-11-28T20:28:32.923027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRO'.
[2025-11-28T20:28:32.923442] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-11-28T20:28:32.924247] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-11-28T20:28:32.924300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:32.924330] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:32.924355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:32.924409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:32.984569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:32.985441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:32.985521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:32.985554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:33.109927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:33.110078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:33.110116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:33.110144] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:33.113560] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-11-28T20:28:33.113921] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-11-28T20:28:33.114049] [INFO ] [sig       ] PRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:33.254276] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRO.txt
[2025-11-28T20:28:33.254406] [INFO ] [sig       ] [2600/3606] Completed PRO in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:33.254443] [INFO ] [sig       ] [2601/3606] Forecasting PROF...
[2025-11-28T20:28:33.254471] [INFO ] [sig       ] Generating forecast for: PROF
[2025-11-28T20:28:33.254499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-11-28T20:28:33.265296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-11-28T20:28:33.265653] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-11-28T20:28:33.266393] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-11-28T20:28:33.266442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:33.266496] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:33.266524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:33.266594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:33.321462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:33.322106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:33.322182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:33.322213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:33.437181] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:33.437333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:33.437371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:33.437399] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:33.440782] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-11-28T20:28:33.441072] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-11-28T20:28:33.441193] [INFO ] [sig       ] PROF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:33.587730] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PROF.txt
[2025-11-28T20:28:33.587882] [INFO ] [sig       ] [2601/3606] Completed PROF in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:33.587922] [INFO ] [sig       ] [2602/3606] Forecasting PROK...
[2025-11-28T20:28:33.587951] [INFO ] [sig       ] Generating forecast for: PROK
[2025-11-28T20:28:33.587980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-11-28T20:28:33.598771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-11-28T20:28:33.599112] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-11-28T20:28:33.599877] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-11-28T20:28:33.599926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:33.599956] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:33.599981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:33.600036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:33.657534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:33.658439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:33.658521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:33.658555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:33.792304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:33.792456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:33.792495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:33.792522] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:33.795833] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=26.46%)
[2025-11-28T20:28:33.796108] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-11-28T20:28:33.796231] [INFO ] [sig       ] PROK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:33.941110] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PROK.txt
[2025-11-28T20:28:33.941249] [INFO ] [sig       ] [2602/3606] Completed PROK in 0.4s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:33.941290] [INFO ] [sig       ] [2603/3606] Forecasting PRTA...
[2025-11-28T20:28:33.941319] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-11-28T20:28:33.941349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-11-28T20:28:33.952521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-11-28T20:28:33.952849] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-11-28T20:28:33.953606] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-11-28T20:28:33.953654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:33.953684] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:33.953709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:33.953764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:34.008867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:34.009717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:34.009803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:34.009834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:34.125229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:34.125376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:34.125432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:34.125461] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:34.128698] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=25.72%)
[2025-11-28T20:28:34.128961] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-11-28T20:28:34.129077] [INFO ] [sig       ] PRTA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:34.265997] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRTA.txt
[2025-11-28T20:28:34.266127] [INFO ] [sig       ] [2603/3606] Completed PRTA in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:34.266164] [INFO ] [sig       ] [2604/3606] Forecasting PRTH...
[2025-11-28T20:28:34.266193] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-11-28T20:28:34.266223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-11-28T20:28:34.277011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-11-28T20:28:34.277292] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-11-28T20:28:34.278108] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-11-28T20:28:34.278164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:34.278200] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:34.278231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:34.278299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:34.334782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:34.335669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:34.335749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:34.335780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:34.456203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:34.456351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:34.456388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:34.456443] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:34.460164] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-11-28T20:28:34.460428] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-11-28T20:28:34.460544] [INFO ] [sig       ] PRTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:34.597406] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRTH.txt
[2025-11-28T20:28:34.597556] [INFO ] [sig       ] [2604/3606] Completed PRTH in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:34.597621] [INFO ] [sig       ] [2605/3606] Forecasting PRVA...
[2025-11-28T20:28:34.597652] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-11-28T20:28:34.597682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-11-28T20:28:34.608535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-11-28T20:28:34.608819] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-11-28T20:28:34.609529] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-11-28T20:28:34.609596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:34.609627] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:34.609653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:34.609707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:34.664374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:34.665048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:34.665123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:34.665154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:34.795091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:34.795266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:34.795321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:34.795364] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:34.800363] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=86.28%)
[2025-11-28T20:28:34.800813] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-11-28T20:28:34.801004] [INFO ] [sig       ] PRVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:34.940061] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PRVA.txt
[2025-11-28T20:28:34.940202] [INFO ] [sig       ] [2605/3606] Completed PRVA in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:34.940241] [INFO ] [sig       ] [2606/3606] Forecasting PRZO...
[2025-11-28T20:28:34.940269] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-11-28T20:28:34.940297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-11-28T20:28:34.951921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-11-28T20:28:34.952283] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-11-28T20:28:34.953036] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-11-28T20:28:34.953085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:34.953116] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:34.953141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:34.953197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:35.007978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:35.008840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:35.008917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:35.008949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:35.124557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:35.124723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:35.124759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:35.124788] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:35.128059] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=27.13%)
[2025-11-28T20:28:35.128372] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-11-28T20:28:35.128492] [INFO ] [sig       ] PRZO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:35.264035] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRZO.txt
[2025-11-28T20:28:35.264170] [INFO ] [sig       ] [2606/3606] Completed PRZO in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:35.264207] [INFO ] [sig       ] [2607/3606] Forecasting PSC...
[2025-11-28T20:28:35.264237] [INFO ] [sig       ] Generating forecast for: PSC
[2025-11-28T20:28:35.264267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-11-28T20:28:35.274799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-11-28T20:28:35.275097] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-11-28T20:28:35.275877] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-11-28T20:28:35.275928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:35.275972] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:35.275999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:35.276056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:35.330834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:35.331416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:35.331492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:35.331525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:35.451859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:35.452012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:35.452053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:35.452083] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:35.455417] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=48.17%)
[2025-11-28T20:28:35.455700] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-11-28T20:28:35.455819] [INFO ] [sig       ] PSC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:35.591002] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PSC.txt
[2025-11-28T20:28:35.591116] [INFO ] [sig       ] [2607/3606] Completed PSC in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:35.591153] [INFO ] [sig       ] [2608/3606] Forecasting PSCE...
[2025-11-28T20:28:35.591181] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-11-28T20:28:35.591210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-11-28T20:28:35.602527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-11-28T20:28:35.602853] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-11-28T20:28:35.603608] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-11-28T20:28:35.603658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:35.603689] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:35.603716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:35.603772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:35.659791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:35.660409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:35.660485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:35.660516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:35.766538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:35.766656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:35.766691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:35.766720] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:35.769893] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-11-28T20:28:35.770153] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-11-28T20:28:35.770272] [INFO ] [sig       ] PSCE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:35.905280] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PSCE.txt
[2025-11-28T20:28:35.905397] [INFO ] [sig       ] [2608/3606] Completed PSCE in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:35.905435] [INFO ] [sig       ] [2609/3606] Forecasting PSCH...
[2025-11-28T20:28:35.905463] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-11-28T20:28:35.905491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-11-28T20:28:35.916449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-11-28T20:28:35.916776] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-11-28T20:28:35.917535] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-11-28T20:28:35.917605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:35.917637] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:35.917662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:35.917716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:35.973355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:35.973967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:35.974041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:35.974073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:36.086000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:36.086123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:36.086159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:36.086186] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:36.089404] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-11-28T20:28:36.089686] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-11-28T20:28:36.089803] [INFO ] [sig       ] PSCH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:36.238681] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PSCH.txt
[2025-11-28T20:28:36.238831] [INFO ] [sig       ] [2609/3606] Completed PSCH in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.6m
[2025-11-28T20:28:36.238872] [INFO ] [sig       ] [2610/3606] Forecasting PSEC...
[2025-11-28T20:28:36.238903] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-11-28T20:28:36.238932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-11-28T20:28:36.250088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-11-28T20:28:36.250425] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-11-28T20:28:36.251236] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-11-28T20:28:36.251286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:36.251316] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:36.251342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:36.251396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:36.308693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:36.309587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:36.309667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:36.309700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:36.431220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:36.431363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:36.431401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:36.431428] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:36.434799] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=49.57%)
[2025-11-28T20:28:36.435062] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-11-28T20:28:36.435175] [INFO ] [sig       ] PSEC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:36.573829] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PSEC.txt
[2025-11-28T20:28:36.573955] [INFO ] [sig       ] [2610/3606] Completed PSEC in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.6m
[2025-11-28T20:28:36.574001] [INFO ] [sig       ] [2611/3606] Forecasting PSF...
[2025-11-28T20:28:36.574033] [INFO ] [sig       ] Generating forecast for: PSF
[2025-11-28T20:28:36.574067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-11-28T20:28:36.585258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-11-28T20:28:36.585535] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-11-28T20:28:36.586274] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-11-28T20:28:36.586322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:36.586351] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:36.586376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:36.586430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:36.645045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:36.645697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:36.645796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:36.645830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:36.763644] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:36.763795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:36.763837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:36.763864] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:36.767214] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-11-28T20:28:36.767474] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-11-28T20:28:36.767608] [INFO ] [sig       ] PSF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:36.904866] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PSF.txt
[2025-11-28T20:28:36.904984] [INFO ] [sig       ] [2611/3606] Completed PSF in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:36.905021] [INFO ] [sig       ] [2612/3606] Forecasting PSFE...
[2025-11-28T20:28:36.905051] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-11-28T20:28:36.905080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-11-28T20:28:36.916108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-11-28T20:28:36.916354] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-11-28T20:28:36.917081] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-11-28T20:28:36.917129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:36.917158] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:36.917182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:36.917235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:36.974406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:36.975031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:36.975107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:36.975140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:37.092660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:37.092802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:37.092847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:37.092882] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:37.096213] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-11-28T20:28:37.096473] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-11-28T20:28:37.096626] [INFO ] [sig       ] PSFE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:37.235786] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PSFE.txt
[2025-11-28T20:28:37.235912] [INFO ] [sig       ] [2612/3606] Completed PSFE in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:37.235949] [INFO ] [sig       ] [2613/3606] Forecasting PSHG...
[2025-11-28T20:28:37.235977] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-11-28T20:28:37.236006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-11-28T20:28:37.247998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-11-28T20:28:37.248364] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-11-28T20:28:37.249133] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-11-28T20:28:37.249190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:37.249223] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:37.249249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:37.249305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:37.306827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:37.307440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:37.307514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:37.307546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:37.423242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:37.423379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:37.423415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:37.423442] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:37.426698] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-11-28T20:28:37.426960] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-11-28T20:28:37.427075] [INFO ] [sig       ] PSHG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:37.564191] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PSHG.txt
[2025-11-28T20:28:37.564313] [INFO ] [sig       ] [2613/3606] Completed PSHG in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:37.564350] [INFO ] [sig       ] [2614/3606] Forecasting PSN...
[2025-11-28T20:28:37.564379] [INFO ] [sig       ] Generating forecast for: PSN
[2025-11-28T20:28:37.564408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-11-28T20:28:37.575253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-11-28T20:28:37.575505] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-11-28T20:28:37.576241] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-11-28T20:28:37.576289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:37.576320] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:37.576345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:37.576400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:37.632959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:37.633552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:37.633643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:37.633676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:37.751966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:37.752099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:37.752136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:37.752184] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:37.755524] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-11-28T20:28:37.755806] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-11-28T20:28:37.755949] [INFO ] [sig       ] PSN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:37.894180] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PSN.txt
[2025-11-28T20:28:37.894319] [INFO ] [sig       ] [2614/3606] Completed PSN in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:37.894358] [INFO ] [sig       ] [2615/3606] Forecasting PSNL...
[2025-11-28T20:28:37.894387] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-11-28T20:28:37.894416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-11-28T20:28:37.905000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-11-28T20:28:37.905264] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-11-28T20:28:37.906028] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-11-28T20:28:37.906076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:37.906106] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:37.906132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:37.906186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:37.961137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:37.961768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:37.961844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:37.961877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:38.085884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:38.086029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:38.086068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:38.086097] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:38.089514] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=47.49%)
[2025-11-28T20:28:38.089799] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-11-28T20:28:38.089920] [INFO ] [sig       ] PSNL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:38.226714] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PSNL.txt
[2025-11-28T20:28:38.226838] [INFO ] [sig       ] [2615/3606] Completed PSNL in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:38.226875] [INFO ] [sig       ] [2616/3606] Forecasting PSO...
[2025-11-28T20:28:38.226903] [INFO ] [sig       ] Generating forecast for: PSO
[2025-11-28T20:28:38.226933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-11-28T20:28:38.238179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-11-28T20:28:38.238459] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-11-28T20:28:38.239232] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-11-28T20:28:38.239282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:38.239313] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:38.239341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:38.239396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:38.296709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:38.297361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:38.297467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:38.297501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:38.420482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:38.420643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:38.420683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:38.420714] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:38.424077] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=67.05%)
[2025-11-28T20:28:38.424343] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-11-28T20:28:38.424467] [INFO ] [sig       ] PSO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:38.564148] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PSO.txt
[2025-11-28T20:28:38.564270] [INFO ] [sig       ] [2616/3606] Completed PSO in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:38.564306] [INFO ] [sig       ] [2617/3606] Forecasting PSQH...
[2025-11-28T20:28:38.564334] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-11-28T20:28:38.564362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-11-28T20:28:38.575227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-11-28T20:28:38.575491] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-11-28T20:28:38.576215] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-11-28T20:28:38.576264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:38.576293] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:38.576319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:38.576372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:38.634082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:38.634723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:38.634797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:38.634830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:38.755222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:38.755366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:38.755403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:38.755431] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:38.758680] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=93.69%)
[2025-11-28T20:28:38.758956] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-11-28T20:28:38.759097] [INFO ] [sig       ] PSQH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:38.894935] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PSQH.txt
[2025-11-28T20:28:38.895056] [INFO ] [sig       ] [2617/3606] Completed PSQH in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:38.895093] [INFO ] [sig       ] [2618/3606] Forecasting PSTG...
[2025-11-28T20:28:38.895122] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-11-28T20:28:38.895151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-11-28T20:28:38.906394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-11-28T20:28:38.906692] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-11-28T20:28:38.907430] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-11-28T20:28:38.907478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:38.907530] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:38.907586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:38.907645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:38.963493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:38.964088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:38.964330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:38.964360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:39.085383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:39.085527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:39.085563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:39.085609] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:39.088933] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-11-28T20:28:39.089195] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-11-28T20:28:39.089309] [INFO ] [sig       ] PSTG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:39.224734] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PSTG.txt
[2025-11-28T20:28:39.224860] [INFO ] [sig       ] [2618/3606] Completed PSTG in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:39.224898] [INFO ] [sig       ] [2619/3606] Forecasting PSTL...
[2025-11-28T20:28:39.224930] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-11-28T20:28:39.224959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-11-28T20:28:39.236234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-11-28T20:28:39.236505] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-11-28T20:28:39.237233] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-11-28T20:28:39.237281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:39.237311] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:39.237336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:39.237390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:39.293324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:39.293944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:39.294018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:39.294051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:39.411335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:39.411473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:39.411509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:39.411536] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:39.414711] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=56.27%)
[2025-11-28T20:28:39.414963] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-11-28T20:28:39.415079] [INFO ] [sig       ] PSTL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:39.596142] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PSTL.txt
[2025-11-28T20:28:39.596275] [INFO ] [sig       ] [2619/3606] Completed PSTL in 0.4s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:39.596313] [INFO ] [sig       ] [2620/3606] Forecasting PSX...
[2025-11-28T20:28:39.596342] [INFO ] [sig       ] Generating forecast for: PSX
[2025-11-28T20:28:39.596371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-11-28T20:28:39.607966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-11-28T20:28:39.608279] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-11-28T20:28:39.609072] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-11-28T20:28:39.609122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:39.609154] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:39.609180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:39.609235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:39.665434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:39.666028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:39.666101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:39.666134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:39.789782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:39.789913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:39.789955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:39.789996] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:39.793304] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=76.28%)
[2025-11-28T20:28:39.793597] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-11-28T20:28:39.793719] [INFO ] [sig       ] PSX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:39.932290] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PSX.txt
[2025-11-28T20:28:39.932412] [INFO ] [sig       ] [2620/3606] Completed PSX in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:39.932448] [INFO ] [sig       ] [2621/3606] Forecasting PTA...
[2025-11-28T20:28:39.932476] [INFO ] [sig       ] Generating forecast for: PTA
[2025-11-28T20:28:39.932506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-11-28T20:28:39.943825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-11-28T20:28:39.944086] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-11-28T20:28:39.944810] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-11-28T20:28:39.944859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:39.944888] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:39.944916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:39.944973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:40.000218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:40.000845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:40.000919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:40.000951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:40.117677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:40.117826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:40.117862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:40.117918] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:40.121144] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-11-28T20:28:40.121398] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-11-28T20:28:40.121510] [INFO ] [sig       ] PTA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:40.257738] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PTA.txt
[2025-11-28T20:28:40.257865] [INFO ] [sig       ] [2621/3606] Completed PTA in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:40.257902] [INFO ] [sig       ] [2622/3606] Forecasting PTC...
[2025-11-28T20:28:40.257930] [INFO ] [sig       ] Generating forecast for: PTC
[2025-11-28T20:28:40.257969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-11-28T20:28:40.270126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-11-28T20:28:40.270532] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-11-28T20:28:40.271385] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-11-28T20:28:40.271437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:40.271469] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:40.271495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:40.271551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:40.326883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:40.327759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:40.327841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:40.327873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:40.453587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:40.453744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:40.453784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:40.453811] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:40.457099] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-11-28T20:28:40.457405] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-11-28T20:28:40.457535] [INFO ] [sig       ] PTC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:40.594597] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PTC.txt
[2025-11-28T20:28:40.594748] [INFO ] [sig       ] [2622/3606] Completed PTC in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:40.594787] [INFO ] [sig       ] [2623/3606] Forecasting PTEN...
[2025-11-28T20:28:40.594816] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-11-28T20:28:40.594845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-11-28T20:28:40.606402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-11-28T20:28:40.606737] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-11-28T20:28:40.607489] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-11-28T20:28:40.607536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:40.607566] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:40.607610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:40.607665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:40.661878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:40.662454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:40.662527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:40.662557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:40.776307] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:40.776463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:40.776502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:40.776530] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:40.779953] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2025-11-28T20:28:40.780238] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-11-28T20:28:40.780358] [INFO ] [sig       ] PTEN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:40.916313] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PTEN.txt
[2025-11-28T20:28:40.916465] [INFO ] [sig       ] [2623/3606] Completed PTEN in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:40.916503] [INFO ] [sig       ] [2624/3606] Forecasting PTF...
[2025-11-28T20:28:40.916531] [INFO ] [sig       ] Generating forecast for: PTF
[2025-11-28T20:28:40.916562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-11-28T20:28:40.928292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-11-28T20:28:40.928624] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-11-28T20:28:40.929365] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-11-28T20:28:40.929413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:40.929442] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:40.929466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:40.929520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:40.983634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:40.984461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:40.984545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:40.984593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:41.106793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:41.106937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:41.106973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:41.107001] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:41.110176] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-11-28T20:28:41.110428] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-11-28T20:28:41.110541] [INFO ] [sig       ] PTF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:41.247875] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PTF.txt
[2025-11-28T20:28:41.248032] [INFO ] [sig       ] [2624/3606] Completed PTF in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:41.248070] [INFO ] [sig       ] [2625/3606] Forecasting PTGX...
[2025-11-28T20:28:41.248099] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-11-28T20:28:41.248128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-11-28T20:28:41.259766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-11-28T20:28:41.260043] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-11-28T20:28:41.260772] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-11-28T20:28:41.260820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:41.260850] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:41.260876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:41.260930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:41.315111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:41.315728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:41.315801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:41.315832] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:41.428209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:41.428350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:41.428386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:41.428414] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:41.431636] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=36.09%)
[2025-11-28T20:28:41.431892] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-11-28T20:28:41.432004] [INFO ] [sig       ] PTGX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:41.567464] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PTGX.txt
[2025-11-28T20:28:41.567602] [INFO ] [sig       ] [2625/3606] Completed PTGX in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:41.567642] [INFO ] [sig       ] [2626/3606] Forecasting PTH...
[2025-11-28T20:28:41.567671] [INFO ] [sig       ] Generating forecast for: PTH
[2025-11-28T20:28:41.567700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-11-28T20:28:41.579873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-11-28T20:28:41.580300] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-11-28T20:28:41.581335] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-11-28T20:28:41.581400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:41.581449] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:41.581495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:41.581606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:41.654876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:41.655722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:41.655800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:41.655832] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:41.758876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:41.759028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:41.759070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:41.759098] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:41.762397] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=78.46%)
[2025-11-28T20:28:41.762692] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-11-28T20:28:41.762815] [INFO ] [sig       ] PTH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:41.900383] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PTH.txt
[2025-11-28T20:28:41.900526] [INFO ] [sig       ] [2626/3606] Completed PTH in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:41.900564] [INFO ] [sig       ] [2627/3606] Forecasting PTIX...
[2025-11-28T20:28:41.900613] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-11-28T20:28:41.900643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-11-28T20:28:41.912731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-11-28T20:28:41.913026] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-11-28T20:28:41.913762] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-11-28T20:28:41.913810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:41.913840] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:41.913865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:41.913919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:41.970109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:41.970950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:41.971044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:41.971077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:42.100142] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:42.100295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:42.100335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:42.100364] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:42.103730] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2025-11-28T20:28:42.104027] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-11-28T20:28:42.104151] [INFO ] [sig       ] PTIX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:42.241111] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PTIX.txt
[2025-11-28T20:28:42.241265] [INFO ] [sig       ] [2627/3606] Completed PTIX in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.5m
[2025-11-28T20:28:42.241304] [INFO ] [sig       ] [2628/3606] Forecasting PTLO...
[2025-11-28T20:28:42.241333] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-11-28T20:28:42.241363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-11-28T20:28:42.253923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-11-28T20:28:42.254253] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-11-28T20:28:42.255005] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-11-28T20:28:42.255056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:42.255086] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:42.255113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:42.255170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:42.309787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:42.310608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:42.310724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:42.310757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:42.426897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:42.427055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:42.427094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:42.427122] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:42.430386] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-11-28T20:28:42.430664] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-11-28T20:28:42.430783] [INFO ] [sig       ] PTLO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:42.567135] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PTLO.txt
[2025-11-28T20:28:42.567290] [INFO ] [sig       ] [2628/3606] Completed PTLO in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.5m
[2025-11-28T20:28:42.567329] [INFO ] [sig       ] [2629/3606] Forecasting PTNQ...
[2025-11-28T20:28:42.567358] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-11-28T20:28:42.567389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-11-28T20:28:42.579225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-11-28T20:28:42.579596] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-11-28T20:28:42.580319] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-11-28T20:28:42.580369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:42.580400] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:42.580427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:42.580496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:42.635845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:42.636695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:42.636774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:42.636805] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:42.755084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:42.755229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:42.755265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:42.755293] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:42.758544] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-11-28T20:28:42.758837] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-11-28T20:28:42.758963] [INFO ] [sig       ] PTNQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:42.897956] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PTNQ.txt
[2025-11-28T20:28:42.898119] [INFO ] [sig       ] [2629/3606] Completed PTNQ in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:42.898158] [INFO ] [sig       ] [2630/3606] Forecasting PTON...
[2025-11-28T20:28:42.898188] [INFO ] [sig       ] Generating forecast for: PTON
[2025-11-28T20:28:42.898217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-11-28T20:28:42.909229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-11-28T20:28:42.909655] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-11-28T20:28:42.910378] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-11-28T20:28:42.910426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:42.910455] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:42.910481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:42.910535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:42.965590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:42.966398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:42.966478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:42.966510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:43.086066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:43.086214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:43.086250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:43.086277] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:43.089661] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-11-28T20:28:43.089926] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-11-28T20:28:43.090042] [INFO ] [sig       ] PTON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:43.224942] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PTON.txt
[2025-11-28T20:28:43.225064] [INFO ] [sig       ] [2630/3606] Completed PTON in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:43.225100] [INFO ] [sig       ] [2631/3606] Forecasting PTY...
[2025-11-28T20:28:43.225128] [INFO ] [sig       ] Generating forecast for: PTY
[2025-11-28T20:28:43.225157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-11-28T20:28:43.236805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-11-28T20:28:43.237048] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-11-28T20:28:43.237762] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-11-28T20:28:43.237823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:43.237855] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:43.237882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:43.237936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:43.292946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:43.293505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:43.293592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:43.293626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:43.412189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:43.412295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:43.412329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:43.412357] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:43.415409] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-11-28T20:28:43.415680] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-11-28T20:28:43.415794] [INFO ] [sig       ] PTY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:43.554266] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PTY.txt
[2025-11-28T20:28:43.554390] [INFO ] [sig       ] [2631/3606] Completed PTY in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:43.554427] [INFO ] [sig       ] [2632/3606] Forecasting PUBM...
[2025-11-28T20:28:43.554455] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-11-28T20:28:43.554483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-11-28T20:28:43.565809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-11-28T20:28:43.566056] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-11-28T20:28:43.566766] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-11-28T20:28:43.566814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:43.566844] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:43.566869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:43.566922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:43.621168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:43.621726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:43.621796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:43.621826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:43.739525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:43.739686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:43.739724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:43.739751] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:43.742986] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=22.71%)
[2025-11-28T20:28:43.743243] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-11-28T20:28:43.743354] [INFO ] [sig       ] PUBM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:43.878607] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PUBM.txt
[2025-11-28T20:28:43.878755] [INFO ] [sig       ] [2632/3606] Completed PUBM in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:43.878794] [INFO ] [sig       ] [2633/3606] Forecasting PUK...
[2025-11-28T20:28:43.878823] [INFO ] [sig       ] Generating forecast for: PUK
[2025-11-28T20:28:43.878853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-11-28T20:28:43.889903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-11-28T20:28:43.890247] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-11-28T20:28:43.891021] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-11-28T20:28:43.891072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:43.891104] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:43.891131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:43.891189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:43.946916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:43.947725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:43.947802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:43.947834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:44.063700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:44.063844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:44.063880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:44.063908] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:44.067081] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-11-28T20:28:44.067335] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-11-28T20:28:44.067449] [INFO ] [sig       ] PUK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:44.201727] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PUK.txt
[2025-11-28T20:28:44.201830] [INFO ] [sig       ] [2633/3606] Completed PUK in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:44.201866] [INFO ] [sig       ] [2634/3606] Forecasting PUMP...
[2025-11-28T20:28:44.201894] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-11-28T20:28:44.201922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-11-28T20:28:44.212686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-11-28T20:28:44.212964] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-11-28T20:28:44.213719] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-11-28T20:28:44.213768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:44.213800] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:44.213827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:44.213881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:44.273434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:44.274036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:44.274110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:44.274142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:44.399154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:44.399250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:44.399283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:44.399310] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:44.402333] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2025-11-28T20:28:44.402611] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-11-28T20:28:44.402729] [INFO ] [sig       ] PUMP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:44.538722] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PUMP.txt
[2025-11-28T20:28:44.538837] [INFO ] [sig       ] [2634/3606] Completed PUMP in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:44.538874] [INFO ] [sig       ] [2635/3606] Forecasting PVH...
[2025-11-28T20:28:44.538903] [INFO ] [sig       ] Generating forecast for: PVH
[2025-11-28T20:28:44.538931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-11-28T20:28:44.549982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-11-28T20:28:44.550283] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-11-28T20:28:44.551038] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-11-28T20:28:44.551088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:44.551150] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:44.551189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:44.551268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:44.606965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:44.607614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:44.607687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:44.607719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:44.727410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:44.727515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:44.727549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:44.727595] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:44.730715] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-11-28T20:28:44.730966] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-11-28T20:28:44.731078] [INFO ] [sig       ] PVH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:44.866654] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PVH.txt
[2025-11-28T20:28:44.866759] [INFO ] [sig       ] [2635/3606] Completed PVH in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:44.866795] [INFO ] [sig       ] [2636/3606] Forecasting PVL...
[2025-11-28T20:28:44.866823] [INFO ] [sig       ] Generating forecast for: PVL
[2025-11-28T20:28:44.866853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-11-28T20:28:44.878035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-11-28T20:28:44.878377] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-11-28T20:28:44.879139] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-11-28T20:28:44.879189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:44.879220] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:44.879246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:44.879302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:44.937227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:44.937886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:44.937959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:44.937990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:45.050373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:45.050502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:45.050539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:45.050566] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:45.053706] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-11-28T20:28:45.053991] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-11-28T20:28:45.054108] [INFO ] [sig       ] PVL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:45.190977] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PVL.txt
[2025-11-28T20:28:45.191094] [INFO ] [sig       ] [2636/3606] Completed PVL in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:45.191131] [INFO ] [sig       ] [2637/3606] Forecasting PWP...
[2025-11-28T20:28:45.191158] [INFO ] [sig       ] Generating forecast for: PWP
[2025-11-28T20:28:45.191186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-11-28T20:28:45.202298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-11-28T20:28:45.202587] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-11-28T20:28:45.203347] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-11-28T20:28:45.203397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:45.203428] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:45.203454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:45.203509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:45.259653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:45.260226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:45.260299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:45.260330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:45.376150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:45.376279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:45.376313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:45.376340] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:45.379608] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: DOWN (p=33.63%)
[2025-11-28T20:28:45.379867] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-11-28T20:28:45.379984] [INFO ] [sig       ] PWP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:45.516270] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PWP.txt
[2025-11-28T20:28:45.516409] [INFO ] [sig       ] [2637/3606] Completed PWP in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:45.516447] [INFO ] [sig       ] [2638/3606] Forecasting PX...
[2025-11-28T20:28:45.516476] [INFO ] [sig       ] Generating forecast for: PX
[2025-11-28T20:28:45.516506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-11-28T20:28:45.528766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-11-28T20:28:45.529091] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-11-28T20:28:45.530036] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-11-28T20:28:45.530084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:45.530113] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:45.530138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:45.530384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:45.586703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:45.587511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:45.587607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:45.587642] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:45.720815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:45.720970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:45.721034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:45.721064] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:45.724416] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=33.32%)
[2025-11-28T20:28:45.724723] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-11-28T20:28:45.724852] [INFO ] [sig       ] PX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:45.860347] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PX.txt
[2025-11-28T20:28:45.860498] [INFO ] [sig       ] [2638/3606] Completed PX in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:45.860537] [INFO ] [sig       ] [2639/3606] Forecasting PXS...
[2025-11-28T20:28:45.860565] [INFO ] [sig       ] Generating forecast for: PXS
[2025-11-28T20:28:45.860616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-11-28T20:28:45.872016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-11-28T20:28:45.872402] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-11-28T20:28:45.873269] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-11-28T20:28:45.873320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:45.873350] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:45.873376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:45.873431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:45.930605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:45.931560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:45.931680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:45.931713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:46.042887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:46.043059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:46.043102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:46.043129] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:46.046761] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=83.15%)
[2025-11-28T20:28:46.047091] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-11-28T20:28:46.047230] [INFO ] [sig       ] PXS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:46.208636] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PXS.txt
[2025-11-28T20:28:46.208867] [INFO ] [sig       ] [2639/3606] Completed PXS in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:46.208930] [INFO ] [sig       ] [2640/3606] Forecasting PY...
[2025-11-28T20:28:46.208979] [INFO ] [sig       ] Generating forecast for: PY
[2025-11-28T20:28:46.209030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-11-28T20:28:46.222843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-11-28T20:28:46.223295] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-11-28T20:28:46.224280] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-11-28T20:28:46.224339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:46.224375] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:46.224403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:46.224463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:46.292882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:46.294078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:46.294218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:46.294274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:46.440201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:46.440358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:46.440408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:46.440437] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:46.443902] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-11-28T20:28:46.444235] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-11-28T20:28:46.444377] [INFO ] [sig       ] PY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:46.618061] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PY.txt
[2025-11-28T20:28:46.618279] [INFO ] [sig       ] [2640/3606] Completed PY in 0.4s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:46.618344] [INFO ] [sig       ] [2641/3606] Forecasting PYPL...
[2025-11-28T20:28:46.618394] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-11-28T20:28:46.618444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-11-28T20:28:46.634148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-11-28T20:28:46.634636] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-11-28T20:28:46.635771] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-11-28T20:28:46.635837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:46.635887] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:46.635931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:46.636021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:46.699883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:46.700808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:46.700894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:46.700928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:46.820414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:46.820566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:46.820622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:46.820651] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:46.824352] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=71.98%)
[2025-11-28T20:28:46.824638] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-11-28T20:28:46.824948] [INFO ] [sig       ] PYPL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:46.985891] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PYPL.txt
[2025-11-28T20:28:46.986033] [INFO ] [sig       ] [2641/3606] Completed PYPL in 0.4s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:46.986082] [INFO ] [sig       ] [2642/3606] Forecasting PYXS...
[2025-11-28T20:28:46.986116] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-11-28T20:28:46.986150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-11-28T20:28:46.996885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-11-28T20:28:46.997176] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-11-28T20:28:46.997922] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-11-28T20:28:46.997971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:46.998047] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:46.998080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:46.998137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:47.057361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:47.058265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:47.058353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:47.058385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:47.178865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:47.179010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:47.179048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:47.179076] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:47.182679] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-11-28T20:28:47.182936] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-11-28T20:28:47.183050] [INFO ] [sig       ] PYXS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:47.328486] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PYXS.txt
[2025-11-28T20:28:47.328660] [INFO ] [sig       ] [2642/3606] Completed PYXS in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:47.328704] [INFO ] [sig       ] [2643/3606] Forecasting PZZA...
[2025-11-28T20:28:47.328739] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-11-28T20:28:47.328782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-11-28T20:28:47.340466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-11-28T20:28:47.340872] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-11-28T20:28:47.341688] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-11-28T20:28:47.341738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:47.341769] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:47.341803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:47.341871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:47.400477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:47.401291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:47.401370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:47.401403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:47.525244] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:47.525388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:47.525427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:47.525455] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:47.528875] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-11-28T20:28:47.529147] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-11-28T20:28:47.529265] [INFO ] [sig       ] PZZA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:47.685196] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PZZA.txt
[2025-11-28T20:28:47.685322] [INFO ] [sig       ] [2643/3606] Completed PZZA in 0.4s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:47.685361] [INFO ] [sig       ] [2644/3606] Forecasting QABA...
[2025-11-28T20:28:47.685389] [INFO ] [sig       ] Generating forecast for: QABA
[2025-11-28T20:28:47.685419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QABA' from 'https://tdm.silogroup.org/data/derivative_storage/QABA.csv'.
[2025-11-28T20:28:47.696767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QABA'.
[2025-11-28T20:28:47.697119] [INFO ] [FORECASTER] Starting predict_future for QABA
[2025-11-28T20:28:47.697895] [DEBUG] [LOCAL     ] No optimal features file found for QABA: ./output/feature-sets/QABA.txt
[2025-11-28T20:28:47.697944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:47.697976] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:47.698003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:47.698086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:47.758460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:47.759229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:47.759318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:47.759351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:47.865862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:47.865991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:47.866026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:47.866054] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:47.869380] [DEBUG] [FORECASTER] QABA: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-11-28T20:28:47.869656] [INFO ] [FORECASTER] Completed predict_future for QABA
[2025-11-28T20:28:47.869771] [INFO ] [sig       ] QABA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:48.006275] [INFO ] [LOCAL     ] Saved forecast: QABA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QABA.txt
[2025-11-28T20:28:48.006413] [INFO ] [sig       ] [2644/3606] Completed QABA in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:48.006452] [INFO ] [sig       ] [2645/3606] Forecasting QBTS...
[2025-11-28T20:28:48.006481] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-11-28T20:28:48.006510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-11-28T20:28:48.017523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-11-28T20:28:48.017845] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-11-28T20:28:48.018655] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-11-28T20:28:48.018704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:48.018735] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:48.018762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:48.018818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:48.075185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:48.075915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:48.075992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:48.076051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:48.200335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:48.200464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:48.200500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:48.200528] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:48.203715] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=73.31%)
[2025-11-28T20:28:48.203974] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-11-28T20:28:48.204087] [INFO ] [sig       ] QBTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:48.342439] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QBTS.txt
[2025-11-28T20:28:48.342566] [INFO ] [sig       ] [2645/3606] Completed QBTS in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.4m
[2025-11-28T20:28:48.342626] [INFO ] [sig       ] [2646/3606] Forecasting QCLN...
[2025-11-28T20:28:48.342663] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-11-28T20:28:48.342694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-11-28T20:28:48.353601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-11-28T20:28:48.353877] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-11-28T20:28:48.354636] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-11-28T20:28:48.354685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:48.354715] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:48.354740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:48.354795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:48.412086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:48.412937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:48.413022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:48.413055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:48.533956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:48.534098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:48.534137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:48.534165] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:48.537625] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=64.97%)
[2025-11-28T20:28:48.537902] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-11-28T20:28:48.538048] [INFO ] [sig       ] QCLN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:48.681010] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QCLN.txt
[2025-11-28T20:28:48.681156] [INFO ] [sig       ] [2646/3606] Completed QCLN in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.4m
[2025-11-28T20:28:48.681205] [INFO ] [sig       ] [2647/3606] Forecasting QCOM...
[2025-11-28T20:28:48.681241] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-11-28T20:28:48.681275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-11-28T20:28:48.693040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-11-28T20:28:48.693345] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-11-28T20:28:48.694110] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-11-28T20:28:48.694171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:48.694209] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:48.694241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:48.694310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:48.751442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:48.752084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:48.752160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:48.752193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:48.869595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:48.869738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:48.869775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:48.869803] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:48.873068] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-11-28T20:28:48.873330] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-11-28T20:28:48.873448] [INFO ] [sig       ] QCOM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:49.013078] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QCOM.txt
[2025-11-28T20:28:49.013223] [INFO ] [sig       ] [2647/3606] Completed QCOM in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:49.013267] [INFO ] [sig       ] [2648/3606] Forecasting QCRH...
[2025-11-28T20:28:49.013302] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-11-28T20:28:49.013331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-11-28T20:28:49.024029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-11-28T20:28:49.024345] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-11-28T20:28:49.025099] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-11-28T20:28:49.025149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:49.025179] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:49.025206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:49.025262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:49.081188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:49.081812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:49.081886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:49.081916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:49.201627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:49.201776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:49.201814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:49.201841] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:49.205041] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-11-28T20:28:49.205295] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-11-28T20:28:49.205410] [INFO ] [sig       ] QCRH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:49.340124] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QCRH.txt
[2025-11-28T20:28:49.340273] [INFO ] [sig       ] [2648/3606] Completed QCRH in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:49.340311] [INFO ] [sig       ] [2649/3606] Forecasting QD...
[2025-11-28T20:28:49.340339] [INFO ] [sig       ] Generating forecast for: QD
[2025-11-28T20:28:49.340368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-11-28T20:28:49.350982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-11-28T20:28:49.351278] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-11-28T20:28:49.352010] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-11-28T20:28:49.352057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:49.352088] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:49.352114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:49.352168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:49.407444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:49.408106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:49.408181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:49.408214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:49.527832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:49.527976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:49.528043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:49.528093] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:49.531391] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=60.36%)
[2025-11-28T20:28:49.531688] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-11-28T20:28:49.531814] [INFO ] [sig       ] QD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:49.668559] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QD.txt
[2025-11-28T20:28:49.668710] [INFO ] [sig       ] [2649/3606] Completed QD in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:49.668750] [INFO ] [sig       ] [2650/3606] Forecasting QDEL...
[2025-11-28T20:28:49.668781] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-11-28T20:28:49.668812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-11-28T20:28:49.680222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-11-28T20:28:49.680666] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-11-28T20:28:49.681455] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-11-28T20:28:49.681505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:49.681536] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:49.681561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:49.681638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:49.737094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:49.737934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:49.738049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:49.738084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:49.858465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:49.858627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:49.858670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:49.858696] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:49.862060] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=35.68%)
[2025-11-28T20:28:49.862368] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-11-28T20:28:49.862493] [INFO ] [sig       ] QDEL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:50.001080] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QDEL.txt
[2025-11-28T20:28:50.001223] [INFO ] [sig       ] [2650/3606] Completed QDEL in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:50.001261] [INFO ] [sig       ] [2651/3606] Forecasting QFIN...
[2025-11-28T20:28:50.001291] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-11-28T20:28:50.001322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-11-28T20:28:50.012443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-11-28T20:28:50.012766] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-11-28T20:28:50.013524] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-11-28T20:28:50.013593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:50.013628] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:50.013654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:50.013710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:50.070466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:50.071280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:50.071358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:50.071410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:50.194562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:50.194723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:50.194761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:50.194789] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:50.198168] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=49.81%)
[2025-11-28T20:28:50.198450] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-11-28T20:28:50.198592] [INFO ] [sig       ] QFIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:50.333559] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QFIN.txt
[2025-11-28T20:28:50.333714] [INFO ] [sig       ] [2651/3606] Completed QFIN in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:50.333752] [INFO ] [sig       ] [2652/3606] Forecasting QGEN...
[2025-11-28T20:28:50.333781] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-11-28T20:28:50.333810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-11-28T20:28:50.344876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-11-28T20:28:50.345190] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-11-28T20:28:50.345994] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-11-28T20:28:50.346045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:50.346101] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:50.346130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:50.346188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:50.403315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:50.404053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:50.404133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:50.404167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:50.531869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:50.532012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:50.532050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:50.532077] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:50.535317] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-11-28T20:28:50.535600] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-11-28T20:28:50.535718] [INFO ] [sig       ] QGEN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:50.674647] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QGEN.txt
[2025-11-28T20:28:50.674775] [INFO ] [sig       ] [2652/3606] Completed QGEN in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:50.674813] [INFO ] [sig       ] [2653/3606] Forecasting QLYS...
[2025-11-28T20:28:50.674842] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-11-28T20:28:50.674871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-11-28T20:28:50.685741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-11-28T20:28:50.686094] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-11-28T20:28:50.686876] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-11-28T20:28:50.686925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:50.686955] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:50.686995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:50.687051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:50.741415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:50.742120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:50.742195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:50.742226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:50.858346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:50.858483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:50.858521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:50.858549] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:50.861762] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=45.98%)
[2025-11-28T20:28:50.862024] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-11-28T20:28:50.862140] [INFO ] [sig       ] QLYS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:51.000880] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QLYS.txt
[2025-11-28T20:28:51.001013] [INFO ] [sig       ] [2653/3606] Completed QLYS in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:51.001052] [INFO ] [sig       ] [2654/3606] Forecasting QMCO...
[2025-11-28T20:28:51.001080] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-11-28T20:28:51.001108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-11-28T20:28:51.012002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-11-28T20:28:51.012301] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-11-28T20:28:51.013086] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-11-28T20:28:51.013137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:51.013173] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:51.013200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:51.013256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:51.068183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:51.068966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:51.069046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:51.069079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:51.184550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:51.184697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:51.184734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:51.184762] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:51.188114] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-11-28T20:28:51.188384] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-11-28T20:28:51.188504] [INFO ] [sig       ] QMCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:51.328525] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QMCO.txt
[2025-11-28T20:28:51.328662] [INFO ] [sig       ] [2654/3606] Completed QMCO in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:51.328702] [INFO ] [sig       ] [2655/3606] Forecasting QMOM...
[2025-11-28T20:28:51.328731] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-11-28T20:28:51.328760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-11-28T20:28:51.339719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-11-28T20:28:51.340028] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-11-28T20:28:51.340800] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-11-28T20:28:51.340847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:51.340878] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:51.340903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:51.340958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:51.397194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:51.397927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:51.398005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:51.398062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:51.519154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:51.519298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:51.519338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:51.519401] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:51.522779] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-11-28T20:28:51.523049] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-11-28T20:28:51.523170] [INFO ] [sig       ] QMOM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:51.660314] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QMOM.txt
[2025-11-28T20:28:51.660442] [INFO ] [sig       ] [2655/3606] Completed QMOM in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:51.660480] [INFO ] [sig       ] [2656/3606] Forecasting QNCX...
[2025-11-28T20:28:51.660508] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-11-28T20:28:51.660537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-11-28T20:28:51.671713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-11-28T20:28:51.672016] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-11-28T20:28:51.672786] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-11-28T20:28:51.672837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:51.672870] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:51.672897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:51.672954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:51.729132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:51.729788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:51.729864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:51.729896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:51.846274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:51.846438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:51.846478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:51.846505] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:51.849806] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=72.70%)
[2025-11-28T20:28:51.850070] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-11-28T20:28:51.850190] [INFO ] [sig       ] QNCX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:51.986397] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QNCX.txt
[2025-11-28T20:28:51.986511] [INFO ] [sig       ] [2656/3606] Completed QNCX in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:51.986548] [INFO ] [sig       ] [2657/3606] Forecasting QNTM...
[2025-11-28T20:28:51.986605] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-11-28T20:28:51.986646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-11-28T20:28:51.996922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-11-28T20:28:51.997180] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-11-28T20:28:51.997905] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-11-28T20:28:51.997953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:51.997983] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:51.998032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:51.998089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:52.053947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:52.054810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:52.054889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:52.054921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:52.177075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:52.177237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:52.177285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:52.177318] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:52.180681] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-11-28T20:28:52.180947] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-11-28T20:28:52.181068] [INFO ] [sig       ] QNTM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:52.319274] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QNTM.txt
[2025-11-28T20:28:52.319404] [INFO ] [sig       ] [2657/3606] Completed QNTM in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:52.319442] [INFO ] [sig       ] [2658/3606] Forecasting QQMG...
[2025-11-28T20:28:52.319471] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-11-28T20:28:52.319501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-11-28T20:28:52.330441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-11-28T20:28:52.330742] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-11-28T20:28:52.331473] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-11-28T20:28:52.331522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:52.331553] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:52.331603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:52.331660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:52.386464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:52.387087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:52.387162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:52.387195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:52.495809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:52.495967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:52.496007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:52.496035] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:52.499273] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-11-28T20:28:52.499542] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-11-28T20:28:52.499677] [INFO ] [sig       ] QQMG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:52.635219] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QQMG.txt
[2025-11-28T20:28:52.635351] [INFO ] [sig       ] [2658/3606] Completed QQMG in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:52.635391] [INFO ] [sig       ] [2659/3606] Forecasting QQQ...
[2025-11-28T20:28:52.635419] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-11-28T20:28:52.635447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-11-28T20:28:52.646054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-11-28T20:28:52.646318] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-11-28T20:28:52.647057] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-11-28T20:28:52.647106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:52.647135] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:52.647161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:52.647215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:52.702478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:52.703128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:52.703211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:52.703243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:52.825161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:52.825300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:52.825337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:52.825365] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:52.828629] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-11-28T20:28:52.828882] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-11-28T20:28:52.828998] [INFO ] [sig       ] QQQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:52.967879] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QQQ.txt
[2025-11-28T20:28:52.968050] [INFO ] [sig       ] [2659/3606] Completed QQQ in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:52.968095] [INFO ] [sig       ] [2660/3606] Forecasting QQQE...
[2025-11-28T20:28:52.968132] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-11-28T20:28:52.968166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-11-28T20:28:52.979637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-11-28T20:28:52.980046] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-11-28T20:28:52.980901] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-11-28T20:28:52.980960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:52.980991] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:52.981017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:52.981075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:53.038184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:53.039079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:53.039163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:53.039197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:53.160492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:53.160649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:53.160689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:53.160717] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:53.164015] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=26.27%)
[2025-11-28T20:28:53.164274] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-11-28T20:28:53.164391] [INFO ] [sig       ] QQQE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:53.300109] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QQQE.txt
[2025-11-28T20:28:53.300230] [INFO ] [sig       ] [2660/3606] Completed QQQE in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:53.300267] [INFO ] [sig       ] [2661/3606] Forecasting QQQI...
[2025-11-28T20:28:53.300294] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-11-28T20:28:53.300324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-11-28T20:28:53.311290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-11-28T20:28:53.311543] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-11-28T20:28:53.312274] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-11-28T20:28:53.312322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:53.312352] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:53.312377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:53.312430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:53.367858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:53.368509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:53.368599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:53.368633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:53.483842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:53.483981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:53.484020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:53.484050] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:53.487345] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=66.50%)
[2025-11-28T20:28:53.487744] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-11-28T20:28:53.487868] [INFO ] [sig       ] QQQI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:53.626353] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QQQI.txt
[2025-11-28T20:28:53.626473] [INFO ] [sig       ] [2661/3606] Completed QQQI in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:53.626510] [INFO ] [sig       ] [2662/3606] Forecasting QQQJ...
[2025-11-28T20:28:53.626539] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-11-28T20:28:53.626567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-11-28T20:28:53.637747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-11-28T20:28:53.638003] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-11-28T20:28:53.638819] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-11-28T20:28:53.638875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:53.638906] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:53.638934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:53.638990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:53.695419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:53.696150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:53.696251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:53.696287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:53.815134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:53.815272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:53.815310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:53.815338] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:53.818509] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=44.03%)
[2025-11-28T20:28:53.818782] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-11-28T20:28:53.818900] [INFO ] [sig       ] QQQJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:53.957546] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QQQJ.txt
[2025-11-28T20:28:53.957693] [INFO ] [sig       ] [2662/3606] Completed QQQJ in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:53.957730] [INFO ] [sig       ] [2663/3606] Forecasting QQQM...
[2025-11-28T20:28:53.957759] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-11-28T20:28:53.957787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-11-28T20:28:53.970475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-11-28T20:28:53.970818] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-11-28T20:28:53.971555] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-11-28T20:28:53.971621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:53.971653] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:53.971681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:53.971739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:54.027544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:54.028190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:54.028266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:54.028301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:54.150342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:54.150486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:54.150525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:54.150554] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:54.153982] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=34.90%)
[2025-11-28T20:28:54.154244] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-11-28T20:28:54.154365] [INFO ] [sig       ] QQQM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:54.298791] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QQQM.txt
[2025-11-28T20:28:54.298928] [INFO ] [sig       ] [2663/3606] Completed QQQM in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.3m
[2025-11-28T20:28:54.298967] [INFO ] [sig       ] [2664/3606] Forecasting QQQX...
[2025-11-28T20:28:54.298994] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-11-28T20:28:54.299023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-11-28T20:28:54.309652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-11-28T20:28:54.309918] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-11-28T20:28:54.310695] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-11-28T20:28:54.310743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:54.310773] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:54.310799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:54.310864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:54.366269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:54.366967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:54.367045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:54.367077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:54.490428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:54.490584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:54.490626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:54.490656] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:54.493996] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=53.34%)
[2025-11-28T20:28:54.494257] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-11-28T20:28:54.494402] [INFO ] [sig       ] QQQX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:54.633936] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QQQX.txt
[2025-11-28T20:28:54.634060] [INFO ] [sig       ] [2664/3606] Completed QQQX in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.3m
[2025-11-28T20:28:54.634098] [INFO ] [sig       ] [2665/3606] Forecasting QQQY...
[2025-11-28T20:28:54.634126] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-11-28T20:28:54.634154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-11-28T20:28:54.645415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-11-28T20:28:54.645718] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-11-28T20:28:54.646424] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-11-28T20:28:54.646472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:54.646502] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:54.646528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:54.646602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:54.703183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:54.703846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:54.703922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:54.703955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:54.822612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:54.822750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:54.822788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:54.822817] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:54.826079] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-11-28T20:28:54.826340] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-11-28T20:28:54.826460] [INFO ] [sig       ] QQQY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:54.964511] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QQQY.txt
[2025-11-28T20:28:54.964684] [INFO ] [sig       ] [2665/3606] Completed QQQY in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:54.964727] [INFO ] [sig       ] [2666/3606] Forecasting QRHC...
[2025-11-28T20:28:54.964759] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-11-28T20:28:54.964792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-11-28T20:28:54.975377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-11-28T20:28:54.975670] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-11-28T20:28:54.976405] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-11-28T20:28:54.976467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:54.976499] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:54.976527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:54.976601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:55.032796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:55.033616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:55.033694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:55.033727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:55.150489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:55.150649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:55.150690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:55.150720] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:55.154110] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=76.37%)
[2025-11-28T20:28:55.154371] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-11-28T20:28:55.154486] [INFO ] [sig       ] QRHC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:55.293365] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QRHC.txt
[2025-11-28T20:28:55.293501] [INFO ] [sig       ] [2666/3606] Completed QRHC in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:55.293541] [INFO ] [sig       ] [2667/3606] Forecasting QRVO...
[2025-11-28T20:28:55.293590] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-11-28T20:28:55.293623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-11-28T20:28:55.304834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-11-28T20:28:55.305089] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-11-28T20:28:55.305820] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-11-28T20:28:55.305867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:55.305897] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:55.305923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:55.305977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:55.362966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:55.363737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:55.363827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:55.363870] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:55.484605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:55.484750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:55.484790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:55.484819] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:55.488089] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-11-28T20:28:55.488363] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-11-28T20:28:55.488486] [INFO ] [sig       ] QRVO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:55.626539] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QRVO.txt
[2025-11-28T20:28:55.626695] [INFO ] [sig       ] [2667/3606] Completed QRVO in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:55.626734] [INFO ] [sig       ] [2668/3606] Forecasting QS...
[2025-11-28T20:28:55.626763] [INFO ] [sig       ] Generating forecast for: QS
[2025-11-28T20:28:55.626793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-11-28T20:28:55.638287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-11-28T20:28:55.638554] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-11-28T20:28:55.639350] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-11-28T20:28:55.639397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:55.639428] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:55.639452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:55.639506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:55.694780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:55.695350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:55.695423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:55.695453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:55.815971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:55.816116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:55.816160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:55.816188] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:55.819465] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-11-28T20:28:55.819742] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-11-28T20:28:55.819862] [INFO ] [sig       ] QS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:55.957641] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QS.txt
[2025-11-28T20:28:55.957791] [INFO ] [sig       ] [2668/3606] Completed QS in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:55.957829] [INFO ] [sig       ] [2669/3606] Forecasting QSI...
[2025-11-28T20:28:55.957858] [INFO ] [sig       ] Generating forecast for: QSI
[2025-11-28T20:28:55.957887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-11-28T20:28:55.969136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-11-28T20:28:55.969500] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-11-28T20:28:55.970254] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-11-28T20:28:55.970306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:55.970361] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:55.970388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:55.970441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:56.025246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:56.025989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:56.026063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:56.026095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:56.142076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:56.142204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:56.142240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:56.142268] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:56.145462] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=27.85%)
[2025-11-28T20:28:56.145734] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-11-28T20:28:56.145850] [INFO ] [sig       ] QSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:56.282807] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QSI.txt
[2025-11-28T20:28:56.282956] [INFO ] [sig       ] [2669/3606] Completed QSI in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:56.283004] [INFO ] [sig       ] [2670/3606] Forecasting QTEC...
[2025-11-28T20:28:56.283033] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-11-28T20:28:56.283062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-11-28T20:28:56.294501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-11-28T20:28:56.294788] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-11-28T20:28:56.295492] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-11-28T20:28:56.295540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:56.295569] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:56.295619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:56.295674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:56.350554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:56.351130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:56.351201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:56.351233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:56.473414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:56.473549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:56.473601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:56.473631] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:56.476780] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-11-28T20:28:56.477031] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-11-28T20:28:56.477144] [INFO ] [sig       ] QTEC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:56.612586] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QTEC.txt
[2025-11-28T20:28:56.612709] [INFO ] [sig       ] [2670/3606] Completed QTEC in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:56.612746] [INFO ] [sig       ] [2671/3606] Forecasting QTRX...
[2025-11-28T20:28:56.612773] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-11-28T20:28:56.612802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-11-28T20:28:56.623749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-11-28T20:28:56.623988] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-11-28T20:28:56.624729] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-11-28T20:28:56.624776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:56.624807] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:56.624832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:56.624886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:56.679626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:56.680204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:56.680276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:56.680306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:56.796978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:56.797117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:56.797153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:56.797180] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:56.800329] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-11-28T20:28:56.800616] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-11-28T20:28:56.800732] [INFO ] [sig       ] QTRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:56.936991] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QTRX.txt
[2025-11-28T20:28:56.937111] [INFO ] [sig       ] [2671/3606] Completed QTRX in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:56.937148] [INFO ] [sig       ] [2672/3606] Forecasting QTTB...
[2025-11-28T20:28:56.937176] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-11-28T20:28:56.937205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-11-28T20:28:56.948189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-11-28T20:28:56.948443] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-11-28T20:28:56.949169] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-11-28T20:28:56.949217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:56.949247] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:56.949273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:56.949329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:57.004750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:57.005346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:57.005422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:57.005454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:57.124051] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:57.124191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:57.124228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:57.124281] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:57.127491] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-11-28T20:28:57.127764] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-11-28T20:28:57.127880] [INFO ] [sig       ] QTTB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:57.266032] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QTTB.txt
[2025-11-28T20:28:57.266162] [INFO ] [sig       ] [2672/3606] Completed QTTB in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:57.266200] [INFO ] [sig       ] [2673/3606] Forecasting QTUM...
[2025-11-28T20:28:57.266228] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-11-28T20:28:57.266257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-11-28T20:28:57.277435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-11-28T20:28:57.277834] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-11-28T20:28:57.278663] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-11-28T20:28:57.278714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:57.278745] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:57.278772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:57.278827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:57.337937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:57.338792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:57.338871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:57.338903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:57.454662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:57.454809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:57.454845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:57.454872] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:57.458096] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=54.51%)
[2025-11-28T20:28:57.458350] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-11-28T20:28:57.458470] [INFO ] [sig       ] QTUM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:57.596158] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QTUM.txt
[2025-11-28T20:28:57.596289] [INFO ] [sig       ] [2673/3606] Completed QTUM in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:57.596327] [INFO ] [sig       ] [2674/3606] Forecasting QTWO...
[2025-11-28T20:28:57.596355] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-11-28T20:28:57.596383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-11-28T20:28:57.611593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-11-28T20:28:57.612058] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-11-28T20:28:57.613082] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-11-28T20:28:57.613144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:57.613188] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:57.613227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:57.613311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:57.679665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:57.680495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:57.680592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:57.680626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:57.803291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:57.803449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:57.803493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:57.803527] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:57.806815] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-11-28T20:28:57.807076] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-11-28T20:28:57.807195] [INFO ] [sig       ] QTWO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:57.945845] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QTWO.txt
[2025-11-28T20:28:57.945993] [INFO ] [sig       ] [2674/3606] Completed QTWO in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:57.946032] [INFO ] [sig       ] [2675/3606] Forecasting QUAD...
[2025-11-28T20:28:57.946061] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-11-28T20:28:57.946092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-11-28T20:28:57.957513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-11-28T20:28:57.957825] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-11-28T20:28:57.958642] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-11-28T20:28:57.958691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:57.958721] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:57.958747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:57.958803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:58.015802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:58.016644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:58.016721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:58.016752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:58.137746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:58.137891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:58.137929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:58.137956] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:58.141194] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-11-28T20:28:58.141453] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-11-28T20:28:58.141569] [INFO ] [sig       ] QUAD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:58.278366] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QUAD.txt
[2025-11-28T20:28:58.278525] [INFO ] [sig       ] [2675/3606] Completed QUAD in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:58.278586] [INFO ] [sig       ] [2676/3606] Forecasting QUIK...
[2025-11-28T20:28:58.278624] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-11-28T20:28:58.278659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-11-28T20:28:58.293915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-11-28T20:28:58.294395] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-11-28T20:28:58.295497] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-11-28T20:28:58.295569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:58.295639] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:58.295686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:58.295779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:58.367346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:58.368282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:58.368370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:58.368402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:58.487929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:58.488102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:58.488141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:58.488167] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:58.491561] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-11-28T20:28:58.491956] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-11-28T20:28:58.492102] [INFO ] [sig       ] QUIK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:58.646704] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QUIK.txt
[2025-11-28T20:28:58.646853] [INFO ] [sig       ] [2676/3606] Completed QUIK in 0.4s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:58.646892] [INFO ] [sig       ] [2677/3606] Forecasting QURE...
[2025-11-28T20:28:58.646921] [INFO ] [sig       ] Generating forecast for: QURE
[2025-11-28T20:28:58.646950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-11-28T20:28:58.658305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-11-28T20:28:58.658684] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-11-28T20:28:58.659487] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-11-28T20:28:58.659538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:58.659614] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:58.659649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:58.659706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:58.717662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:58.718517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:58.718617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:58.718653] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:58.843805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:58.843950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:58.843989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:58.844016] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:58.847282] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-11-28T20:28:58.847551] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-11-28T20:28:58.847731] [INFO ] [sig       ] QURE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:58.993002] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QURE.txt
[2025-11-28T20:28:58.993152] [INFO ] [sig       ] [2677/3606] Completed QURE in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:58.993192] [INFO ] [sig       ] [2678/3606] Forecasting QVAL...
[2025-11-28T20:28:58.993221] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-11-28T20:28:58.993250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-11-28T20:28:59.005348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-11-28T20:28:59.005780] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-11-28T20:28:59.006542] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-11-28T20:28:59.006609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:59.006642] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:59.006667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:59.006723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:59.060936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:59.061592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:59.061667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:59.061699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:59.176392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:59.176536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:59.176592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:59.176623] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:59.179862] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-11-28T20:28:59.180119] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-11-28T20:28:59.180232] [INFO ] [sig       ] QVAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:28:59.315887] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QVAL.txt
[2025-11-28T20:28:59.316011] [INFO ] [sig       ] [2678/3606] Completed QVAL in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:59.316049] [INFO ] [sig       ] [2679/3606] Forecasting QVCC...
[2025-11-28T20:28:59.316076] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-11-28T20:28:59.316106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-11-28T20:28:59.327762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-11-28T20:28:59.328164] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-11-28T20:28:59.328941] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-11-28T20:28:59.328993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:59.329026] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:59.329053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:59.329109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:59.384274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:59.385124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:59.385235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:59.385269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:59.499306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:59.499457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:59.499495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:59.499525] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:59.502811] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2025-11-28T20:28:59.503070] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-11-28T20:28:59.503184] [INFO ] [sig       ] QVCC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:59.638541] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QVCC.txt
[2025-11-28T20:28:59.638691] [INFO ] [sig       ] [2679/3606] Completed QVCC in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:59.638730] [INFO ] [sig       ] [2680/3606] Forecasting QYLD...
[2025-11-28T20:28:59.638760] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-11-28T20:28:59.638789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-11-28T20:28:59.649922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-11-28T20:28:59.650210] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-11-28T20:28:59.650957] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-11-28T20:28:59.651005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:59.651035] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:59.651060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:59.651114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:28:59.705276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:28:59.705918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:28:59.705989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:28:59.706021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:28:59.828323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:28:59.828488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:28:59.828533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:28:59.828560] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:28:59.831792] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: DOWN (p=32.18%)
[2025-11-28T20:28:59.832052] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-11-28T20:28:59.832169] [INFO ] [sig       ] QYLD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:28:59.977483] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QYLD.txt
[2025-11-28T20:28:59.977657] [INFO ] [sig       ] [2680/3606] Completed QYLD in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:28:59.977709] [INFO ] [sig       ] [2681/3606] Forecasting QYLG...
[2025-11-28T20:28:59.977739] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-11-28T20:28:59.977771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-11-28T20:28:59.989962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-11-28T20:28:59.990341] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-11-28T20:28:59.991127] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-11-28T20:28:59.991178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:28:59.991209] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:28:59.991234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:28:59.991289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:00.049444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:00.050317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:00.050398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:00.050432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:00.169087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:00.169233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:00.169271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:00.169300] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:00.172660] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-11-28T20:29:00.172929] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-11-28T20:29:00.173046] [INFO ] [sig       ] QYLG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:00.312699] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QYLG.txt
[2025-11-28T20:29:00.312850] [INFO ] [sig       ] [2681/3606] Completed QYLG in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.2m
[2025-11-28T20:29:00.312889] [INFO ] [sig       ] [2682/3606] Forecasting RA...
[2025-11-28T20:29:00.312917] [INFO ] [sig       ] Generating forecast for: RA
[2025-11-28T20:29:00.312946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-11-28T20:29:00.324030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-11-28T20:29:00.324353] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-11-28T20:29:00.325126] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-11-28T20:29:00.325175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:00.325206] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:00.325232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:00.325287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:00.380223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:00.381040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:00.381119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:00.381152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:00.498328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:00.498476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:00.498513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:00.498540] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:00.501792] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-11-28T20:29:00.502061] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-11-28T20:29:00.502202] [INFO ] [sig       ] RA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:00.639149] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RA.txt
[2025-11-28T20:29:00.639298] [INFO ] [sig       ] [2682/3606] Completed RA in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.2m
[2025-11-28T20:29:00.639338] [INFO ] [sig       ] [2683/3606] Forecasting RACE...
[2025-11-28T20:29:00.639366] [INFO ] [sig       ] Generating forecast for: RACE
[2025-11-28T20:29:00.639397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-11-28T20:29:00.650324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-11-28T20:29:00.650619] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-11-28T20:29:00.651336] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-11-28T20:29:00.651394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:00.651432] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:00.651464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:00.651528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:00.707039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:00.707666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:00.707740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:00.707771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:00.831218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:00.831354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:00.831389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:00.831416] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:00.834685] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=81.32%)
[2025-11-28T20:29:00.834945] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-11-28T20:29:00.835060] [INFO ] [sig       ] RACE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:00.973063] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RACE.txt
[2025-11-28T20:29:00.973219] [INFO ] [sig       ] [2683/3606] Completed RACE in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:00.973259] [INFO ] [sig       ] [2684/3606] Forecasting RAIL...
[2025-11-28T20:29:00.973288] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-11-28T20:29:00.973318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-11-28T20:29:00.984190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-11-28T20:29:00.984461] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-11-28T20:29:00.985203] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-11-28T20:29:00.985252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:00.985282] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:00.985309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:00.985364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:01.042630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:01.043450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:01.043531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:01.043563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:01.161806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:01.161954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:01.162010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:01.162038] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:01.165226] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=68.81%)
[2025-11-28T20:29:01.165488] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-11-28T20:29:01.165621] [INFO ] [sig       ] RAIL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:01.302084] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RAIL.txt
[2025-11-28T20:29:01.302251] [INFO ] [sig       ] [2684/3606] Completed RAIL in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:01.302292] [INFO ] [sig       ] [2685/3606] Forecasting RAMP...
[2025-11-28T20:29:01.302323] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-11-28T20:29:01.302354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-11-28T20:29:01.313813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-11-28T20:29:01.314077] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-11-28T20:29:01.314822] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-11-28T20:29:01.314872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:01.314904] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:01.314932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:01.314987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:01.370532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:01.371347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:01.371432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:01.371465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:01.491022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:01.491167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:01.491206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:01.491236] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:01.494594] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-11-28T20:29:01.494863] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-11-28T20:29:01.494985] [INFO ] [sig       ] RAMP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:01.635964] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RAMP.txt
[2025-11-28T20:29:01.636091] [INFO ] [sig       ] [2685/3606] Completed RAMP in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:01.636129] [INFO ] [sig       ] [2686/3606] Forecasting RAPP...
[2025-11-28T20:29:01.636157] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-11-28T20:29:01.636192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-11-28T20:29:01.648260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-11-28T20:29:01.648557] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-11-28T20:29:01.649319] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-11-28T20:29:01.649369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:01.649428] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:01.649457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:01.649513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:01.706838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:01.707487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:01.707597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:01.707633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:01.827657] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:01.827805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:01.827843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:01.827872] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:01.831166] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-11-28T20:29:01.831431] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-11-28T20:29:01.831554] [INFO ] [sig       ] RAPP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:01.969977] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RAPP.txt
[2025-11-28T20:29:01.970120] [INFO ] [sig       ] [2686/3606] Completed RAPP in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:01.970157] [INFO ] [sig       ] [2687/3606] Forecasting RARE...
[2025-11-28T20:29:01.970185] [INFO ] [sig       ] Generating forecast for: RARE
[2025-11-28T20:29:01.970215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-11-28T20:29:01.981536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-11-28T20:29:01.981887] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-11-28T20:29:01.982636] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-11-28T20:29:01.982684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:01.982714] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:01.982740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:01.982808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:02.037707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:02.038487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:02.038596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:02.038629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:02.156386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:02.156530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:02.156567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:02.156616] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:02.159819] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2025-11-28T20:29:02.160075] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-11-28T20:29:02.160196] [INFO ] [sig       ] RARE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:02.296088] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RARE.txt
[2025-11-28T20:29:02.296208] [INFO ] [sig       ] [2687/3606] Completed RARE in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:02.296245] [INFO ] [sig       ] [2688/3606] Forecasting RAVE...
[2025-11-28T20:29:02.296273] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-11-28T20:29:02.296302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-11-28T20:29:02.307243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-11-28T20:29:02.307539] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-11-28T20:29:02.308300] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-11-28T20:29:02.308349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:02.308391] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:02.308418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:02.308474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:02.363319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:02.363891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:02.363960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:02.363992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:02.468854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:02.468983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:02.469018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:02.469046] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:02.472205] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2025-11-28T20:29:02.472471] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-11-28T20:29:02.472621] [INFO ] [sig       ] RAVE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:02.612404] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RAVE.txt
[2025-11-28T20:29:02.612530] [INFO ] [sig       ] [2688/3606] Completed RAVE in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:02.612567] [INFO ] [sig       ] [2689/3606] Forecasting RAY...
[2025-11-28T20:29:02.612614] [INFO ] [sig       ] Generating forecast for: RAY
[2025-11-28T20:29:02.612645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-11-28T20:29:02.624149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-11-28T20:29:02.624448] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-11-28T20:29:02.625206] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-11-28T20:29:02.625254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:02.625284] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:02.625309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:02.625363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:02.684995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:02.685822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:02.685933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:02.685976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:02.798685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:02.798829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:02.798867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:02.798922] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:02.802128] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: UP (p=51.14%)
[2025-11-28T20:29:02.802383] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-11-28T20:29:02.802498] [INFO ] [sig       ] RAY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:02.938102] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RAY.txt
[2025-11-28T20:29:02.938244] [INFO ] [sig       ] [2689/3606] Completed RAY in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:02.938282] [INFO ] [sig       ] [2690/3606] Forecasting RBA...
[2025-11-28T20:29:02.938311] [INFO ] [sig       ] Generating forecast for: RBA
[2025-11-28T20:29:02.938343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-11-28T20:29:02.949223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-11-28T20:29:02.949474] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-11-28T20:29:02.950202] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-11-28T20:29:02.950250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:02.950280] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:02.950305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:02.950359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:03.004681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:03.005492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:03.005588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:03.005622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:03.123883] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:03.124028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:03.124065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:03.124094] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:03.127341] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-11-28T20:29:03.127618] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-11-28T20:29:03.127738] [INFO ] [sig       ] RBA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:03.267977] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RBA.txt
[2025-11-28T20:29:03.268139] [INFO ] [sig       ] [2690/3606] Completed RBA in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:03.268178] [INFO ] [sig       ] [2691/3606] Forecasting RBB...
[2025-11-28T20:29:03.268208] [INFO ] [sig       ] Generating forecast for: RBB
[2025-11-28T20:29:03.268237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-11-28T20:29:03.279329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-11-28T20:29:03.279653] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-11-28T20:29:03.280375] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-11-28T20:29:03.280424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:03.280454] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:03.280480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:03.280535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:03.336731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:03.337429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:03.337505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:03.337537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:03.468302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:03.468457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:03.468512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:03.468548] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:03.472964] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-11-28T20:29:03.473314] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-11-28T20:29:03.473465] [INFO ] [sig       ] RBB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:03.625387] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RBB.txt
[2025-11-28T20:29:03.625510] [INFO ] [sig       ] [2691/3606] Completed RBB in 0.4s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:03.625547] [INFO ] [sig       ] [2692/3606] Forecasting RBBN...
[2025-11-28T20:29:03.625604] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-11-28T20:29:03.625637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-11-28T20:29:03.636420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-11-28T20:29:03.636698] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-11-28T20:29:03.637406] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-11-28T20:29:03.637454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:03.637484] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:03.637509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:03.637562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:03.693261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:03.693902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:03.693975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:03.694007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:03.816332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:03.816475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:03.816513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:03.816541] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:03.819878] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: DOWN (p=47.73%)
[2025-11-28T20:29:03.820135] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-11-28T20:29:03.820252] [INFO ] [sig       ] RBBN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:03.964061] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RBBN.txt
[2025-11-28T20:29:03.964255] [INFO ] [sig       ] [2692/3606] Completed RBBN in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:03.964323] [INFO ] [sig       ] [2693/3606] Forecasting RBC...
[2025-11-28T20:29:03.964368] [INFO ] [sig       ] Generating forecast for: RBC
[2025-11-28T20:29:03.964410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-11-28T20:29:03.978652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-11-28T20:29:03.979097] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-11-28T20:29:03.979928] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-11-28T20:29:03.979978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:03.980009] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:03.980036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:03.980091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:04.036287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:04.037131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:04.037211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:04.037246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:04.155826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:04.155967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:04.156006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:04.156035] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:04.159316] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=26.23%)
[2025-11-28T20:29:04.159594] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-11-28T20:29:04.159716] [INFO ] [sig       ] RBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:04.303060] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RBC.txt
[2025-11-28T20:29:04.303198] [INFO ] [sig       ] [2693/3606] Completed RBC in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:04.303239] [INFO ] [sig       ] [2694/3606] Forecasting RBCAA...
[2025-11-28T20:29:04.303270] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-11-28T20:29:04.303300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-11-28T20:29:04.314865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-11-28T20:29:04.315179] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-11-28T20:29:04.315940] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-11-28T20:29:04.315996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:04.316031] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:04.316064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:04.316137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:04.372378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:04.373066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:04.373143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:04.373177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:04.486464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:04.486628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:04.486669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:04.486697] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:04.490048] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-11-28T20:29:04.490367] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-11-28T20:29:04.490509] [INFO ] [sig       ] RBCAA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:04.628967] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RBCAA.txt
[2025-11-28T20:29:04.629095] [INFO ] [sig       ] [2694/3606] Completed RBCAA in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:04.629133] [INFO ] [sig       ] [2695/3606] Forecasting RBLX...
[2025-11-28T20:29:04.629162] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-11-28T20:29:04.629191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-11-28T20:29:04.639784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-11-28T20:29:04.640056] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-11-28T20:29:04.640789] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-11-28T20:29:04.640837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:04.640867] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:04.640893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:04.640946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:04.700232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:04.700944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:04.701021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:04.701054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:04.822230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:04.822384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:04.822428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:04.822483] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:04.825738] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=50.45%)
[2025-11-28T20:29:04.825992] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-11-28T20:29:04.826107] [INFO ] [sig       ] RBLX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:04.960418] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RBLX.txt
[2025-11-28T20:29:04.960536] [INFO ] [sig       ] [2695/3606] Completed RBLX in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:04.960590] [INFO ] [sig       ] [2696/3606] Forecasting RC...
[2025-11-28T20:29:04.960621] [INFO ] [sig       ] Generating forecast for: RC
[2025-11-28T20:29:04.960652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-11-28T20:29:04.971014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-11-28T20:29:04.971265] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-11-28T20:29:04.971997] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-11-28T20:29:04.972045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:04.972075] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:04.972101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:04.972155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:05.026826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:05.027695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:05.027802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:05.027835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:05.145683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:05.145830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:05.145867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:05.145895] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:05.149111] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-11-28T20:29:05.149366] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-11-28T20:29:05.149483] [INFO ] [sig       ] RC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:05.284676] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RC.txt
[2025-11-28T20:29:05.284796] [INFO ] [sig       ] [2696/3606] Completed RC in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:05.284833] [INFO ] [sig       ] [2697/3606] Forecasting RCEL...
[2025-11-28T20:29:05.284865] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-11-28T20:29:05.284895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-11-28T20:29:05.295602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-11-28T20:29:05.295883] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-11-28T20:29:05.296646] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-11-28T20:29:05.296693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:05.296722] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:05.296747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:05.296801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:05.351059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:05.351677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:05.351749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:05.351780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:05.471975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:05.472123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:05.472169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:05.472197] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:05.475477] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=77.01%)
[2025-11-28T20:29:05.475759] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-11-28T20:29:05.475872] [INFO ] [sig       ] RCEL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:05.610128] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RCEL.txt
[2025-11-28T20:29:05.610252] [INFO ] [sig       ] [2697/3606] Completed RCEL in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:05.610289] [INFO ] [sig       ] [2698/3606] Forecasting RCI...
[2025-11-28T20:29:05.610318] [INFO ] [sig       ] Generating forecast for: RCI
[2025-11-28T20:29:05.610348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-11-28T20:29:05.621298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-11-28T20:29:05.621589] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-11-28T20:29:05.622303] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-11-28T20:29:05.622351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:05.622381] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:05.622407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:05.622462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:05.677352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:05.678246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:05.678331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:05.678364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:05.794770] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:05.794918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:05.794957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:05.794986] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:05.798268] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=64.60%)
[2025-11-28T20:29:05.798527] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-11-28T20:29:05.798664] [INFO ] [sig       ] RCI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:05.933961] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RCI.txt
[2025-11-28T20:29:05.934076] [INFO ] [sig       ] [2698/3606] Completed RCI in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:05.934112] [INFO ] [sig       ] [2699/3606] Forecasting RCKY...
[2025-11-28T20:29:05.934140] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-11-28T20:29:05.934169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-11-28T20:29:05.944792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-11-28T20:29:05.945047] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-11-28T20:29:05.945775] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-11-28T20:29:05.945823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:05.945852] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:05.945877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:05.945943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:06.001931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:06.002505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:06.002597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:06.002631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:06.127679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:06.127849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:06.127888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:06.127917] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:06.131322] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-11-28T20:29:06.131613] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-11-28T20:29:06.131734] [INFO ] [sig       ] RCKY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:06.269242] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RCKY.txt
[2025-11-28T20:29:06.269386] [INFO ] [sig       ] [2699/3606] Completed RCKY in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.1m
[2025-11-28T20:29:06.269424] [INFO ] [sig       ] [2700/3606] Forecasting RCL...
[2025-11-28T20:29:06.269453] [INFO ] [sig       ] Generating forecast for: RCL
[2025-11-28T20:29:06.269482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-11-28T20:29:06.280778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-11-28T20:29:06.281044] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-11-28T20:29:06.281789] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-11-28T20:29:06.281838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:06.281871] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:06.281897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:06.281952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:06.339544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:06.340222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:06.340298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:06.340329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:06.457194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:06.457340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:06.457376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:06.457404] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:06.460689] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-11-28T20:29:06.460944] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-11-28T20:29:06.461054] [INFO ] [sig       ] RCL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:06.594907] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RCL.txt
[2025-11-28T20:29:06.595016] [INFO ] [sig       ] [2700/3606] Completed RCL in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.1m
[2025-11-28T20:29:06.595052] [INFO ] [sig       ] [2701/3606] Forecasting RCS...
[2025-11-28T20:29:06.595080] [INFO ] [sig       ] Generating forecast for: RCS
[2025-11-28T20:29:06.595109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-11-28T20:29:06.606073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-11-28T20:29:06.606342] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-11-28T20:29:06.607077] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-11-28T20:29:06.607140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:06.607171] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:06.607197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:06.607250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:06.661477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:06.662098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:06.662171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:06.662202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:06.774135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:06.774279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:06.774315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:06.774343] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:06.777550] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=49.90%)
[2025-11-28T20:29:06.777828] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-11-28T20:29:06.777945] [INFO ] [sig       ] RCS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:06.915203] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RCS.txt
[2025-11-28T20:29:06.915327] [INFO ] [sig       ] [2701/3606] Completed RCS in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:06.915365] [INFO ] [sig       ] [2702/3606] Forecasting RCUS...
[2025-11-28T20:29:06.915392] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-11-28T20:29:06.915421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-11-28T20:29:06.926233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-11-28T20:29:06.926488] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-11-28T20:29:06.927253] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-11-28T20:29:06.927302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:06.927333] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:06.927359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:06.927414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:06.984242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:06.985039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:06.985117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:06.985148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:07.106043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:07.106173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:07.106208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:07.106236] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:07.109418] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=52.66%)
[2025-11-28T20:29:07.109705] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-11-28T20:29:07.109825] [INFO ] [sig       ] RCUS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:07.246361] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RCUS.txt
[2025-11-28T20:29:07.246483] [INFO ] [sig       ] [2702/3606] Completed RCUS in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:07.246521] [INFO ] [sig       ] [2703/3606] Forecasting RDCM...
[2025-11-28T20:29:07.246549] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-11-28T20:29:07.246595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-11-28T20:29:07.257648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-11-28T20:29:07.257898] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-11-28T20:29:07.258693] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-11-28T20:29:07.258741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:07.258793] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:07.258820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:07.258874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:07.313918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:07.314625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:07.314698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:07.314730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:07.428524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:07.428669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:07.428705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:07.428732] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:07.431849] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-11-28T20:29:07.432102] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-11-28T20:29:07.432215] [INFO ] [sig       ] RDCM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:07.567156] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RDCM.txt
[2025-11-28T20:29:07.567282] [INFO ] [sig       ] [2703/3606] Completed RDCM in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:07.567320] [INFO ] [sig       ] [2704/3606] Forecasting RDHL...
[2025-11-28T20:29:07.567347] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-11-28T20:29:07.567376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-11-28T20:29:07.578650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-11-28T20:29:07.578942] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-11-28T20:29:07.579682] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-11-28T20:29:07.579730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:07.579760] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:07.579786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:07.579840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:07.635349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:07.636103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:07.636179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:07.636211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:07.748061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:07.748187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:07.748226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:07.748254] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:07.751360] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-11-28T20:29:07.751638] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-11-28T20:29:07.751753] [INFO ] [sig       ] RDHL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:07.886133] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RDHL.txt
[2025-11-28T20:29:07.886264] [INFO ] [sig       ] [2704/3606] Completed RDHL in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:07.886304] [INFO ] [sig       ] [2705/3606] Forecasting RDN...
[2025-11-28T20:29:07.886332] [INFO ] [sig       ] Generating forecast for: RDN
[2025-11-28T20:29:07.886361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'.
[2025-11-28T20:29:07.897357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDN'.
[2025-11-28T20:29:07.897640] [INFO ] [FORECASTER] Starting predict_future for RDN
[2025-11-28T20:29:07.898367] [DEBUG] [LOCAL     ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt
[2025-11-28T20:29:07.898416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:07.898446] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:07.898472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:07.898527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:07.953334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:07.954140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:07.954220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:07.954251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:08.072019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:08.072181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:08.072220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:08.072249] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:08.075736] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: DOWN (p=46.74%)
[2025-11-28T20:29:08.076051] [INFO ] [FORECASTER] Completed predict_future for RDN
[2025-11-28T20:29:08.076189] [INFO ] [sig       ] RDN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:08.211954] [INFO ] [LOCAL     ] Saved forecast: RDN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RDN.txt
[2025-11-28T20:29:08.212080] [INFO ] [sig       ] [2705/3606] Completed RDN in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:08.212118] [INFO ] [sig       ] [2706/3606] Forecasting RDVY...
[2025-11-28T20:29:08.212147] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-11-28T20:29:08.212176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-11-28T20:29:08.223171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-11-28T20:29:08.223449] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-11-28T20:29:08.224203] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-11-28T20:29:08.224252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:08.224282] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:08.224308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:08.224362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:08.279103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:08.279935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:08.280015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:08.280047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:08.398307] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:08.398445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:08.398482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:08.398540] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:08.401788] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-11-28T20:29:08.402076] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-11-28T20:29:08.402190] [INFO ] [sig       ] RDVY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:08.536062] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RDVY.txt
[2025-11-28T20:29:08.536181] [INFO ] [sig       ] [2706/3606] Completed RDVY in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:08.536219] [INFO ] [sig       ] [2707/3606] Forecasting RDY...
[2025-11-28T20:29:08.536248] [INFO ] [sig       ] Generating forecast for: RDY
[2025-11-28T20:29:08.536277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-11-28T20:29:08.547729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-11-28T20:29:08.547985] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-11-28T20:29:08.548816] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-11-28T20:29:08.548865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:08.548895] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:08.548920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:08.548973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:08.603847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:08.604463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:08.604536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:08.604567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:08.725905] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:08.726058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:08.726096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:08.726124] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:08.729436] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-11-28T20:29:08.729751] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-11-28T20:29:08.729868] [INFO ] [sig       ] RDY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:08.863694] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RDY.txt
[2025-11-28T20:29:08.863807] [INFO ] [sig       ] [2707/3606] Completed RDY in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:08.863844] [INFO ] [sig       ] [2708/3606] Forecasting REAL...
[2025-11-28T20:29:08.863873] [INFO ] [sig       ] Generating forecast for: REAL
[2025-11-28T20:29:08.863901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-11-28T20:29:08.875257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-11-28T20:29:08.875523] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-11-28T20:29:08.876268] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-11-28T20:29:08.876316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:08.876346] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:08.876372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:08.876427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:08.931231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:08.932056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:08.932133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:08.932165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:09.049984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:09.050146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:09.050183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:09.050211] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:09.053399] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: UP (p=67.32%)
[2025-11-28T20:29:09.053680] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-11-28T20:29:09.053796] [INFO ] [sig       ] REAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:09.188479] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/REAL.txt
[2025-11-28T20:29:09.188624] [INFO ] [sig       ] [2708/3606] Completed REAL in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:09.188665] [INFO ] [sig       ] [2709/3606] Forecasting REAX...
[2025-11-28T20:29:09.188693] [INFO ] [sig       ] Generating forecast for: REAX
[2025-11-28T20:29:09.188722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-11-28T20:29:09.200515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-11-28T20:29:09.200868] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-11-28T20:29:09.201656] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-11-28T20:29:09.201704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:09.201734] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:09.201760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:09.201815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:09.257103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:09.258031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:09.258116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:09.258150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:09.375252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:09.375398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:09.375433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:09.375460] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:09.378814] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=80.54%)
[2025-11-28T20:29:09.379084] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-11-28T20:29:09.379200] [INFO ] [sig       ] REAX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:09.517128] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/REAX.txt
[2025-11-28T20:29:09.517297] [INFO ] [sig       ] [2709/3606] Completed REAX in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:09.517345] [INFO ] [sig       ] [2710/3606] Forecasting REBN...
[2025-11-28T20:29:09.517377] [INFO ] [sig       ] Generating forecast for: REBN
[2025-11-28T20:29:09.517407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-11-28T20:29:09.528367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-11-28T20:29:09.528735] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-11-28T20:29:09.529466] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-11-28T20:29:09.529514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:09.529545] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:09.529587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:09.529653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:09.585635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:09.586479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:09.586561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:09.586620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:09.702809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:09.702957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:09.702993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:09.703021] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:09.706200] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-11-28T20:29:09.706460] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-11-28T20:29:09.706595] [INFO ] [sig       ] REBN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:09.844667] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/REBN.txt
[2025-11-28T20:29:09.844817] [INFO ] [sig       ] [2710/3606] Completed REBN in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:09.844857] [INFO ] [sig       ] [2711/3606] Forecasting REFI...
[2025-11-28T20:29:09.844885] [INFO ] [sig       ] Generating forecast for: REFI
[2025-11-28T20:29:09.844913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-11-28T20:29:09.856097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-11-28T20:29:09.856454] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-11-28T20:29:09.857220] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-11-28T20:29:09.857270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:09.857303] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:09.857331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:09.857387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:09.913878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:09.914719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:09.914800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:09.914834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:10.033752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:10.033898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:10.033936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:10.033964] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:10.037177] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-11-28T20:29:10.037449] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-11-28T20:29:10.037568] [INFO ] [sig       ] REFI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:10.176245] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/REFI.txt
[2025-11-28T20:29:10.176397] [INFO ] [sig       ] [2711/3606] Completed REFI in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:10.176436] [INFO ] [sig       ] [2712/3606] Forecasting REG...
[2025-11-28T20:29:10.176465] [INFO ] [sig       ] Generating forecast for: REG
[2025-11-28T20:29:10.176493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-11-28T20:29:10.187175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-11-28T20:29:10.187523] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-11-28T20:29:10.188290] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-11-28T20:29:10.188339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:10.188381] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:10.188408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:10.188463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:10.243411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:10.244230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:10.244309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:10.244340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:10.363082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:10.363229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:10.363265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:10.363293] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:10.366507] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-11-28T20:29:10.366794] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-11-28T20:29:10.366912] [INFO ] [sig       ] REG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:10.503738] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/REG.txt
[2025-11-28T20:29:10.503887] [INFO ] [sig       ] [2712/3606] Completed REG in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:10.503925] [INFO ] [sig       ] [2713/3606] Forecasting REGN...
[2025-11-28T20:29:10.503954] [INFO ] [sig       ] Generating forecast for: REGN
[2025-11-28T20:29:10.503985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-11-28T20:29:10.514706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-11-28T20:29:10.515037] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-11-28T20:29:10.515777] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-11-28T20:29:10.515825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:10.515854] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:10.515881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:10.515935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:10.572638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:10.573456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:10.573586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:10.573621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:10.693759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:10.693914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:10.693952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:10.693979] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:10.697327] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-11-28T20:29:10.697630] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-11-28T20:29:10.697756] [INFO ] [sig       ] REGN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:10.838475] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/REGN.txt
[2025-11-28T20:29:10.838643] [INFO ] [sig       ] [2713/3606] Completed REGN in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:10.838685] [INFO ] [sig       ] [2714/3606] Forecasting RELL...
[2025-11-28T20:29:10.838714] [INFO ] [sig       ] Generating forecast for: RELL
[2025-11-28T20:29:10.838745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-11-28T20:29:10.849640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-11-28T20:29:10.849987] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-11-28T20:29:10.850760] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-11-28T20:29:10.850809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:10.850840] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:10.850866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:10.850921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:10.906026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:10.906861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:10.906945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:10.906975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:11.028237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:11.028387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:11.028426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:11.028453] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:11.031817] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-11-28T20:29:11.032146] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-11-28T20:29:11.032279] [INFO ] [sig       ] RELL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:11.169650] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RELL.txt
[2025-11-28T20:29:11.169798] [INFO ] [sig       ] [2714/3606] Completed RELL in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:11.169839] [INFO ] [sig       ] [2715/3606] Forecasting RELX...
[2025-11-28T20:29:11.169866] [INFO ] [sig       ] Generating forecast for: RELX
[2025-11-28T20:29:11.169895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-11-28T20:29:11.180414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-11-28T20:29:11.180805] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-11-28T20:29:11.181557] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-11-28T20:29:11.181623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:11.181653] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:11.181680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:11.181734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:11.235851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:11.236676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:11.236754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:11.236785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:11.360596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:11.360741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:11.360777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:11.360805] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:11.363989] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-11-28T20:29:11.364246] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-11-28T20:29:11.364362] [INFO ] [sig       ] RELX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:11.500888] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RELX.txt
[2025-11-28T20:29:11.501045] [INFO ] [sig       ] [2715/3606] Completed RELX in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:11.501092] [INFO ] [sig       ] [2716/3606] Forecasting RELY...
[2025-11-28T20:29:11.501121] [INFO ] [sig       ] Generating forecast for: RELY
[2025-11-28T20:29:11.501150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-11-28T20:29:11.513005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-11-28T20:29:11.513326] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-11-28T20:29:11.514291] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-11-28T20:29:11.514341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:11.514372] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:11.514398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:11.514452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:11.570589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:11.571228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:11.571303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:11.571335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:11.687797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:11.687906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:11.687940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:11.687968] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:11.691037] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2025-11-28T20:29:11.691292] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-11-28T20:29:11.691406] [INFO ] [sig       ] RELY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:11.827341] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RELY.txt
[2025-11-28T20:29:11.827549] [INFO ] [sig       ] [2716/3606] Completed RELY in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:11.827621] [INFO ] [sig       ] [2717/3606] Forecasting REPL...
[2025-11-28T20:29:11.827665] [INFO ] [sig       ] Generating forecast for: REPL
[2025-11-28T20:29:11.827706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-11-28T20:29:11.838395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-11-28T20:29:11.838710] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-11-28T20:29:11.839451] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-11-28T20:29:11.839499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:11.839530] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:11.839556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:11.839635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:11.894418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:11.894993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:11.895066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:11.895097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:12.013557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:12.013712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:12.013749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:12.013776] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:12.016996] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-11-28T20:29:12.017252] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-11-28T20:29:12.017385] [INFO ] [sig       ] REPL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:12.152711] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/REPL.txt
[2025-11-28T20:29:12.152840] [INFO ] [sig       ] [2717/3606] Completed REPL in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.0m
[2025-11-28T20:29:12.152878] [INFO ] [sig       ] [2718/3606] Forecasting RERE...
[2025-11-28T20:29:12.152906] [INFO ] [sig       ] Generating forecast for: RERE
[2025-11-28T20:29:12.152936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-11-28T20:29:12.163496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-11-28T20:29:12.163858] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-11-28T20:29:12.164610] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-11-28T20:29:12.164658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:12.164688] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:12.164718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:12.164773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:12.220057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:12.220833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:12.220911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:12.220944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:12.340222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:12.340336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:12.340372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:12.340398] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:12.343613] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-11-28T20:29:12.343904] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-11-28T20:29:12.344019] [INFO ] [sig       ] RERE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:12.481782] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RERE.txt
[2025-11-28T20:29:12.481892] [INFO ] [sig       ] [2718/3606] Completed RERE in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-28T20:29:12.481929] [INFO ] [sig       ] [2719/3606] Forecasting RES...
[2025-11-28T20:29:12.481957] [INFO ] [sig       ] Generating forecast for: RES
[2025-11-28T20:29:12.481986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-11-28T20:29:12.492930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-11-28T20:29:12.493185] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-11-28T20:29:12.493918] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-11-28T20:29:12.493965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:12.493995] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:12.494021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:12.494075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:12.549216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:12.549797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:12.549867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:12.549898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:12.669719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:12.669832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:12.669886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:12.669914] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:12.672991] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=71.69%)
[2025-11-28T20:29:12.673244] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-11-28T20:29:12.673357] [INFO ] [sig       ] RES: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:12.808785] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RES.txt
[2025-11-28T20:29:12.808895] [INFO ] [sig       ] [2719/3606] Completed RES in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:12.808933] [INFO ] [sig       ] [2720/3606] Forecasting RETO...
[2025-11-28T20:29:12.808962] [INFO ] [sig       ] Generating forecast for: RETO
[2025-11-28T20:29:12.808991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RETO' from 'https://tdm.silogroup.org/data/derivative_storage/RETO.csv'.
[2025-11-28T20:29:12.820394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RETO'.
[2025-11-28T20:29:12.820701] [INFO ] [FORECASTER] Starting predict_future for RETO
[2025-11-28T20:29:12.821420] [DEBUG] [LOCAL     ] No optimal features file found for RETO: ./output/feature-sets/RETO.txt
[2025-11-28T20:29:12.821468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:12.821523] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:12.821551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:12.821624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:12.876616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:12.877176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:12.877248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:12.877280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:12.985713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:12.985816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:12.985850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:12.985877] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:12.988918] [DEBUG] [FORECASTER] RETO: Forecast T+1@11:T+2@11: UP (p=92.84%)
[2025-11-28T20:29:12.989170] [INFO ] [FORECASTER] Completed predict_future for RETO
[2025-11-28T20:29:12.989285] [INFO ] [sig       ] RETO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:13.123512] [INFO ] [LOCAL     ] Saved forecast: RETO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RETO.txt
[2025-11-28T20:29:13.123663] [INFO ] [sig       ] [2720/3606] Completed RETO in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:13.123704] [INFO ] [sig       ] [2721/3606] Forecasting REVG...
[2025-11-28T20:29:13.123734] [INFO ] [sig       ] Generating forecast for: REVG
[2025-11-28T20:29:13.123764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-11-28T20:29:13.134298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-11-28T20:29:13.134561] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-11-28T20:29:13.135294] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-11-28T20:29:13.135343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:13.135374] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:13.135403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:13.135464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:13.190410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:13.190978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:13.191063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:13.191094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:13.313398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:13.313535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:13.313589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:13.313619] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:13.316770] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-11-28T20:29:13.317025] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-11-28T20:29:13.317140] [INFO ] [sig       ] REVG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:13.451369] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/REVG.txt
[2025-11-28T20:29:13.451481] [INFO ] [sig       ] [2721/3606] Completed REVG in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:13.451517] [INFO ] [sig       ] [2722/3606] Forecasting REX...
[2025-11-28T20:29:13.451546] [INFO ] [sig       ] Generating forecast for: REX
[2025-11-28T20:29:13.451592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-11-28T20:29:13.462126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-11-28T20:29:13.462398] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-11-28T20:29:13.463115] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-11-28T20:29:13.463162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:13.463193] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:13.463218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:13.463273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:13.518675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:13.519258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:13.519331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:13.519364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:13.631986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:13.632089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:13.632123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:13.632150] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:13.635216] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=63.39%)
[2025-11-28T20:29:13.635469] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-11-28T20:29:13.635599] [INFO ] [sig       ] REX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:13.771997] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/REX.txt
[2025-11-28T20:29:13.772105] [INFO ] [sig       ] [2722/3606] Completed REX in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:13.772141] [INFO ] [sig       ] [2723/3606] Forecasting REYN...
[2025-11-28T20:29:13.772169] [INFO ] [sig       ] Generating forecast for: REYN
[2025-11-28T20:29:13.772199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-11-28T20:29:13.782959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-11-28T20:29:13.783225] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-11-28T20:29:13.784001] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-11-28T20:29:13.784050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:13.784092] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:13.784120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:13.784176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:13.839543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:13.840201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:13.840277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:13.840306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:13.953862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:13.953979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:13.954015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:13.954071] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:13.957194] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-11-28T20:29:13.957452] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-11-28T20:29:13.957583] [INFO ] [sig       ] REYN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:14.093006] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/REYN.txt
[2025-11-28T20:29:14.093114] [INFO ] [sig       ] [2723/3606] Completed REYN in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:14.093151] [INFO ] [sig       ] [2724/3606] Forecasting REZI...
[2025-11-28T20:29:14.093180] [INFO ] [sig       ] Generating forecast for: REZI
[2025-11-28T20:29:14.093209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-11-28T20:29:14.103736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-11-28T20:29:14.103995] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-11-28T20:29:14.104718] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-11-28T20:29:14.104765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:14.104795] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:14.104820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:14.104874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:14.163711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:14.164290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:14.164365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:14.164398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:14.280293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:14.280404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:14.280440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:14.280468] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:14.283620] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2025-11-28T20:29:14.283879] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-11-28T20:29:14.283999] [INFO ] [sig       ] REZI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:14.419618] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/REZI.txt
[2025-11-28T20:29:14.419737] [INFO ] [sig       ] [2724/3606] Completed REZI in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:14.419781] [INFO ] [sig       ] [2725/3606] Forecasting RF...
[2025-11-28T20:29:14.419816] [INFO ] [sig       ] Generating forecast for: RF
[2025-11-28T20:29:14.419850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-11-28T20:29:14.430832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-11-28T20:29:14.431111] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-11-28T20:29:14.431837] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-11-28T20:29:14.431886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:14.431916] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:14.431942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:14.431996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:14.487640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:14.488278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:14.488350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:14.488381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:14.606089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:14.606209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:14.606245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:14.606273] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:14.609697] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=32.29%)
[2025-11-28T20:29:14.609977] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-11-28T20:29:14.610091] [INFO ] [sig       ] RF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:14.746790] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RF.txt
[2025-11-28T20:29:14.746911] [INFO ] [sig       ] [2725/3606] Completed RF in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:14.746947] [INFO ] [sig       ] [2726/3606] Forecasting RFI...
[2025-11-28T20:29:14.746975] [INFO ] [sig       ] Generating forecast for: RFI
[2025-11-28T20:29:14.747005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-11-28T20:29:14.758125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-11-28T20:29:14.758399] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-11-28T20:29:14.759170] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-11-28T20:29:14.759218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:14.759248] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:14.759273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:14.759326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:14.814422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:14.815022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:14.815098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:14.815130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:14.925720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:14.925834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:14.925870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:14.925898] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:14.929129] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=25.97%)
[2025-11-28T20:29:14.929390] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-11-28T20:29:14.929508] [INFO ] [sig       ] RFI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:15.066501] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RFI.txt
[2025-11-28T20:29:15.066635] [INFO ] [sig       ] [2726/3606] Completed RFI in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:15.066673] [INFO ] [sig       ] [2727/3606] Forecasting RFL...
[2025-11-28T20:29:15.066710] [INFO ] [sig       ] Generating forecast for: RFL
[2025-11-28T20:29:15.066746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-11-28T20:29:15.079344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-11-28T20:29:15.079768] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-11-28T20:29:15.080533] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-11-28T20:29:15.080600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:15.080633] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:15.080658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:15.080722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:15.136169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:15.137015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:15.137095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:15.137126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:15.255063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:15.255228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:15.255267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:15.255294] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:15.258673] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=53.66%)
[2025-11-28T20:29:15.258959] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-11-28T20:29:15.259084] [INFO ] [sig       ] RFL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:15.397663] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RFL.txt
[2025-11-28T20:29:15.397799] [INFO ] [sig       ] [2727/3606] Completed RFL in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:15.397843] [INFO ] [sig       ] [2728/3606] Forecasting RFM...
[2025-11-28T20:29:15.397869] [INFO ] [sig       ] Generating forecast for: RFM
[2025-11-28T20:29:15.397898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-11-28T20:29:15.409067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-11-28T20:29:15.409383] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-11-28T20:29:15.410181] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-11-28T20:29:15.410232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:15.410262] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:15.410288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:15.410342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:15.466307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:15.466907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:15.466983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:15.467014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:15.579099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:15.579218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:15.579255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:15.579282] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:15.582555] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-11-28T20:29:15.582858] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-11-28T20:29:15.582984] [INFO ] [sig       ] RFM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:15.718840] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RFM.txt
[2025-11-28T20:29:15.718948] [INFO ] [sig       ] [2728/3606] Completed RFM in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:15.718985] [INFO ] [sig       ] [2729/3606] Forecasting RFMZ...
[2025-11-28T20:29:15.719013] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-11-28T20:29:15.719041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-11-28T20:29:15.730405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-11-28T20:29:15.730689] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-11-28T20:29:15.731432] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-11-28T20:29:15.731484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:15.731513] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:15.731539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:15.731609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:15.785881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:15.786433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:15.786504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:15.786534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:15.905004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:15.905162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:15.905202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:15.905228] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:15.908824] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=60.90%)
[2025-11-28T20:29:15.909151] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-11-28T20:29:15.909281] [INFO ] [sig       ] RFMZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:16.047818] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RFMZ.txt
[2025-11-28T20:29:16.048001] [INFO ] [sig       ] [2729/3606] Completed RFMZ in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:16.048257] [INFO ] [sig       ] [2730/3606] Forecasting RGA...
[2025-11-28T20:29:16.048356] [INFO ] [sig       ] Generating forecast for: RGA
[2025-11-28T20:29:16.048399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-11-28T20:29:16.063508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-11-28T20:29:16.063867] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-11-28T20:29:16.064788] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-11-28T20:29:16.064846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:16.064883] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:16.064917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:16.064994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:16.136603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:16.137330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:16.137451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:16.137495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:16.257666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:16.257826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:16.257876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:16.257925] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:16.261383] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-11-28T20:29:16.261659] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-11-28T20:29:16.261780] [INFO ] [sig       ] RGA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:16.396490] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RGA.txt
[2025-11-28T20:29:16.396627] [INFO ] [sig       ] [2730/3606] Completed RGA in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:16.396666] [INFO ] [sig       ] [2731/3606] Forecasting RGCO...
[2025-11-28T20:29:16.396696] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-11-28T20:29:16.396725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-11-28T20:29:16.408448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-11-28T20:29:16.408887] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-11-28T20:29:16.409768] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-11-28T20:29:16.409821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:16.409851] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:16.409877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:16.409932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:16.465910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:16.466782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:16.466864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:16.466896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:16.568985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:16.569138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:16.569177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:16.569205] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:16.572589] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-11-28T20:29:16.572893] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-11-28T20:29:16.573019] [INFO ] [sig       ] RGCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:16.707464] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RGCO.txt
[2025-11-28T20:29:16.707613] [INFO ] [sig       ] [2731/3606] Completed RGCO in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:16.707653] [INFO ] [sig       ] [2732/3606] Forecasting RGEN...
[2025-11-28T20:29:16.707682] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-11-28T20:29:16.707711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-11-28T20:29:16.719385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-11-28T20:29:16.719672] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-11-28T20:29:16.720403] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-11-28T20:29:16.720452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:16.720482] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:16.720508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:16.720562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:16.775394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:16.776067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:16.776141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:16.776172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:16.894971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:16.895122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:16.895159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:16.895186] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:16.898431] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-11-28T20:29:16.898715] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-11-28T20:29:16.898835] [INFO ] [sig       ] RGEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:17.034371] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RGEN.txt
[2025-11-28T20:29:17.034519] [INFO ] [sig       ] [2732/3606] Completed RGEN in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:17.034559] [INFO ] [sig       ] [2733/3606] Forecasting RGLD...
[2025-11-28T20:29:17.034610] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-11-28T20:29:17.034641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-11-28T20:29:17.046439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-11-28T20:29:17.046842] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-11-28T20:29:17.047653] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-11-28T20:29:17.047705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:17.047736] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:17.047762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:17.047817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:17.105626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:17.106478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:17.106559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:17.106612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:17.229192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:17.229340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:17.229378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:17.229407] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:17.232697] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-11-28T20:29:17.232974] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-11-28T20:29:17.233100] [INFO ] [sig       ] RGLD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:17.369711] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RGLD.txt
[2025-11-28T20:29:17.369859] [INFO ] [sig       ] [2733/3606] Completed RGLD in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:17.369898] [INFO ] [sig       ] [2734/3606] Forecasting RGNX...
[2025-11-28T20:29:17.369927] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-11-28T20:29:17.369956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-11-28T20:29:17.381563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-11-28T20:29:17.381977] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-11-28T20:29:17.382762] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-11-28T20:29:17.382811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:17.382841] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:17.382866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:17.382933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:17.438403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:17.439333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:17.439420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:17.439452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:17.556318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:17.556469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:17.556506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:17.556535] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:17.559800] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: UP (p=63.12%)
[2025-11-28T20:29:17.560073] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-11-28T20:29:17.560194] [INFO ] [sig       ] RGNX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:17.697074] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RGNX.txt
[2025-11-28T20:29:17.697199] [INFO ] [sig       ] [2734/3606] Completed RGNX in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:17.697237] [INFO ] [sig       ] [2735/3606] Forecasting RGP...
[2025-11-28T20:29:17.697265] [INFO ] [sig       ] Generating forecast for: RGP
[2025-11-28T20:29:17.697295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-11-28T20:29:17.708831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-11-28T20:29:17.709214] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-11-28T20:29:17.709968] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-11-28T20:29:17.710016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:17.710046] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:17.710073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:17.710127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:17.765646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:17.766381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:17.766491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:17.766526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:17.883997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:17.884155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:17.884194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:17.884223] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:17.887552] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=53.76%)
[2025-11-28T20:29:17.887843] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-11-28T20:29:17.887968] [INFO ] [sig       ] RGP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:18.024964] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RGP.txt
[2025-11-28T20:29:18.025100] [INFO ] [sig       ] [2735/3606] Completed RGP in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.9m
[2025-11-28T20:29:18.025138] [INFO ] [sig       ] [2736/3606] Forecasting RGS...
[2025-11-28T20:29:18.025166] [INFO ] [sig       ] Generating forecast for: RGS
[2025-11-28T20:29:18.025196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-11-28T20:29:18.035978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-11-28T20:29:18.036292] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-11-28T20:29:18.037037] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-11-28T20:29:18.037098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:18.037130] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:18.037155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:18.037209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:18.094869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:18.095689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:18.095768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:18.095799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:18.209514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:18.209692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:18.209742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:18.209783] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:18.213082] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=64.65%)
[2025-11-28T20:29:18.213340] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-11-28T20:29:18.213452] [INFO ] [sig       ] RGS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:18.353035] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RGS.txt
[2025-11-28T20:29:18.353162] [INFO ] [sig       ] [2736/3606] Completed RGS in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-28T20:29:18.353198] [INFO ] [sig       ] [2737/3606] Forecasting RGTI...
[2025-11-28T20:29:18.353227] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-11-28T20:29:18.353256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-11-28T20:29:18.364100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-11-28T20:29:18.364382] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-11-28T20:29:18.365130] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-11-28T20:29:18.365177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:18.365231] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:18.365258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:18.365312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:18.421302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:18.421933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:18.422006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:18.422038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:18.541496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:18.541659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:18.541697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:18.541725] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:18.545061] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-11-28T20:29:18.545338] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-11-28T20:29:18.545461] [INFO ] [sig       ] RGTI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:18.682304] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RGTI.txt
[2025-11-28T20:29:18.682434] [INFO ] [sig       ] [2737/3606] Completed RGTI in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:18.682472] [INFO ] [sig       ] [2738/3606] Forecasting RH...
[2025-11-28T20:29:18.682500] [INFO ] [sig       ] Generating forecast for: RH
[2025-11-28T20:29:18.682530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-11-28T20:29:18.693550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-11-28T20:29:18.693844] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-11-28T20:29:18.694557] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-11-28T20:29:18.694626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:18.694657] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:18.694682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:18.694737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:18.752026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:18.752874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:18.752959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:18.752991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:18.877349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:18.877504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:18.877546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:18.877591] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:18.880977] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=35.13%)
[2025-11-28T20:29:18.881239] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-11-28T20:29:18.881355] [INFO ] [sig       ] RH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:19.019821] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RH.txt
[2025-11-28T20:29:19.019953] [INFO ] [sig       ] [2738/3606] Completed RH in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:19.019990] [INFO ] [sig       ] [2739/3606] Forecasting RHI...
[2025-11-28T20:29:19.020020] [INFO ] [sig       ] Generating forecast for: RHI
[2025-11-28T20:29:19.020049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-11-28T20:29:19.031125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-11-28T20:29:19.031387] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-11-28T20:29:19.032112] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-11-28T20:29:19.032160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:19.032190] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:19.032216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:19.032270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:19.090111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:19.090866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:19.090947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:19.090978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:19.212811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:19.212965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:19.213003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:19.213032] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:19.216307] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=73.23%)
[2025-11-28T20:29:19.216569] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-11-28T20:29:19.216710] [INFO ] [sig       ] RHI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:19.355604] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RHI.txt
[2025-11-28T20:29:19.355743] [INFO ] [sig       ] [2739/3606] Completed RHI in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:19.355791] [INFO ] [sig       ] [2740/3606] Forecasting RHP...
[2025-11-28T20:29:19.355821] [INFO ] [sig       ] Generating forecast for: RHP
[2025-11-28T20:29:19.355851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-11-28T20:29:19.367655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-11-28T20:29:19.367966] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-11-28T20:29:19.368756] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-11-28T20:29:19.368805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:19.368835] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:19.368860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:19.368913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:19.422965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:19.423696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:19.423774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:19.423805] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:19.542880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:19.543034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:19.543070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:19.543096] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:19.546372] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-11-28T20:29:19.546659] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-11-28T20:29:19.546777] [INFO ] [sig       ] RHP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:19.683790] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RHP.txt
[2025-11-28T20:29:19.683908] [INFO ] [sig       ] [2740/3606] Completed RHP in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:19.683945] [INFO ] [sig       ] [2741/3606] Forecasting RICK...
[2025-11-28T20:29:19.683974] [INFO ] [sig       ] Generating forecast for: RICK
[2025-11-28T20:29:19.684003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-11-28T20:29:19.694701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-11-28T20:29:19.694944] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-11-28T20:29:19.695677] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-11-28T20:29:19.695725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:19.695756] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:19.695782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:19.695840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:19.750948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:19.751484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:19.751556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:19.751615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:19.870814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:19.870911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:19.870945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:19.870971] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:19.873969] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=72.07%)
[2025-11-28T20:29:19.874237] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-11-28T20:29:19.874350] [INFO ] [sig       ] RICK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:20.008350] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RICK.txt
[2025-11-28T20:29:20.008451] [INFO ] [sig       ] [2741/3606] Completed RICK in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:20.008487] [INFO ] [sig       ] [2742/3606] Forecasting RIG...
[2025-11-28T20:29:20.008514] [INFO ] [sig       ] Generating forecast for: RIG
[2025-11-28T20:29:20.008542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-11-28T20:29:20.023686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-11-28T20:29:20.024192] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-11-28T20:29:20.025239] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-11-28T20:29:20.025301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:20.025344] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:20.025382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:20.025460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:20.094074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:20.094983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:20.095069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:20.095102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:20.215335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:20.215492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:20.215533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:20.215559] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:20.218861] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-11-28T20:29:20.219129] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-11-28T20:29:20.219247] [INFO ] [sig       ] RIG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:20.357522] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RIG.txt
[2025-11-28T20:29:20.357668] [INFO ] [sig       ] [2742/3606] Completed RIG in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:20.357709] [INFO ] [sig       ] [2743/3606] Forecasting RIGL...
[2025-11-28T20:29:20.357737] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-11-28T20:29:20.357766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-11-28T20:29:20.369046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-11-28T20:29:20.369412] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-11-28T20:29:20.370180] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-11-28T20:29:20.370229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:20.370259] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:20.370284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:20.370342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:20.424718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:20.425441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:20.425518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:20.425549] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:20.544904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:20.545057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:20.545114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:20.545144] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:20.548525] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-11-28T20:29:20.548841] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-11-28T20:29:20.548976] [INFO ] [sig       ] RIGL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:20.688332] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RIGL.txt
[2025-11-28T20:29:20.688482] [INFO ] [sig       ] [2743/3606] Completed RIGL in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:20.688521] [INFO ] [sig       ] [2744/3606] Forecasting RILY...
[2025-11-28T20:29:20.688550] [INFO ] [sig       ] Generating forecast for: RILY
[2025-11-28T20:29:20.688599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-11-28T20:29:20.699787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-11-28T20:29:20.700061] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-11-28T20:29:20.700816] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-11-28T20:29:20.700865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:20.700900] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:20.700929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:20.700984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:20.757775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:20.758604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:20.758682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:20.758715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:20.880860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:20.881004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:20.881043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:20.881072] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:20.884362] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-11-28T20:29:20.884647] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-11-28T20:29:20.884770] [INFO ] [sig       ] RILY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:21.038267] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RILY.txt
[2025-11-28T20:29:21.038423] [INFO ] [sig       ] [2744/3606] Completed RILY in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:21.038469] [INFO ] [sig       ] [2745/3606] Forecasting RILYN...
[2025-11-28T20:29:21.038498] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-11-28T20:29:21.038529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-11-28T20:29:21.049992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-11-28T20:29:21.050354] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-11-28T20:29:21.051175] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-11-28T20:29:21.051226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:21.051257] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:21.051284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:21.051345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:21.106050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:21.106887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:21.106970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:21.107005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:21.221791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:21.221933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:21.221969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:21.221997] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:21.225174] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=81.37%)
[2025-11-28T20:29:21.225435] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-11-28T20:29:21.225549] [INFO ] [sig       ] RILYN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:21.361435] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RILYN.txt
[2025-11-28T20:29:21.361563] [INFO ] [sig       ] [2745/3606] Completed RILYN in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:21.361621] [INFO ] [sig       ] [2746/3606] Forecasting RILYZ...
[2025-11-28T20:29:21.361652] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-11-28T20:29:21.361682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-11-28T20:29:21.373095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-11-28T20:29:21.373396] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-11-28T20:29:21.374174] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-11-28T20:29:21.374224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:21.374255] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:21.374282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:21.374337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:21.430480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:21.431124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:21.431200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:21.431233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:21.554549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:21.554727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:21.554766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:21.554795] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:21.558101] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=37.12%)
[2025-11-28T20:29:21.558378] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-11-28T20:29:21.558503] [INFO ] [sig       ] RILYZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:21.695325] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RILYZ.txt
[2025-11-28T20:29:21.695447] [INFO ] [sig       ] [2746/3606] Completed RILYZ in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:21.695485] [INFO ] [sig       ] [2747/3606] Forecasting RIME...
[2025-11-28T20:29:21.695513] [INFO ] [sig       ] Generating forecast for: RIME
[2025-11-28T20:29:21.695541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-11-28T20:29:21.706636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-11-28T20:29:21.706892] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-11-28T20:29:21.707622] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-11-28T20:29:21.707671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:21.707714] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:21.707742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:21.707797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:21.762404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:21.763021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:21.763114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:21.763146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:21.877277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:21.877411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:21.877447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:21.877475] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:21.880694] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-11-28T20:29:21.880958] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-11-28T20:29:21.881074] [INFO ] [sig       ] RIME: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:22.015796] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RIME.txt
[2025-11-28T20:29:22.015915] [INFO ] [sig       ] [2747/3606] Completed RIME in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:22.015954] [INFO ] [sig       ] [2748/3606] Forecasting RING...
[2025-11-28T20:29:22.015986] [INFO ] [sig       ] Generating forecast for: RING
[2025-11-28T20:29:22.016014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-11-28T20:29:22.026841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-11-28T20:29:22.027125] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-11-28T20:29:22.027851] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-11-28T20:29:22.027899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:22.027929] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:22.027955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:22.028030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:22.082100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:22.082763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:22.082839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:22.082870] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:22.206437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:22.206600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:22.206639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:22.206668] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:22.209974] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-11-28T20:29:22.210236] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-11-28T20:29:22.210351] [INFO ] [sig       ] RING: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:22.346490] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RING.txt
[2025-11-28T20:29:22.346627] [INFO ] [sig       ] [2748/3606] Completed RING in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:22.346665] [INFO ] [sig       ] [2749/3606] Forecasting RIO...
[2025-11-28T20:29:22.346694] [INFO ] [sig       ] Generating forecast for: RIO
[2025-11-28T20:29:22.346724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-11-28T20:29:22.357813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-11-28T20:29:22.358094] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-11-28T20:29:22.358819] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-11-28T20:29:22.358866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:22.358896] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:22.358922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:22.358976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:22.413976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:22.414630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:22.414704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:22.414735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:22.539326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:22.539464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:22.539501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:22.539528] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:22.542699] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=49.72%)
[2025-11-28T20:29:22.542951] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-11-28T20:29:22.543067] [INFO ] [sig       ] RIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:22.678668] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RIO.txt
[2025-11-28T20:29:22.678788] [INFO ] [sig       ] [2749/3606] Completed RIO in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:22.678825] [INFO ] [sig       ] [2750/3606] Forecasting RITM...
[2025-11-28T20:29:22.678853] [INFO ] [sig       ] Generating forecast for: RITM
[2025-11-28T20:29:22.678882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-11-28T20:29:22.690106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-11-28T20:29:22.690411] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-11-28T20:29:22.691137] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-11-28T20:29:22.691184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:22.691213] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:22.691239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:22.691292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:22.746267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:22.746897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:22.746970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:22.747000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:22.863770] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:22.863903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:22.863943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:22.863972] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:22.867099] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-11-28T20:29:22.867354] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-11-28T20:29:22.867467] [INFO ] [sig       ] RITM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:23.050622] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RITM.txt
[2025-11-28T20:29:23.050799] [INFO ] [sig       ] [2750/3606] Completed RITM in 0.4s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:23.050848] [INFO ] [sig       ] [2751/3606] Forecasting RIVN...
[2025-11-28T20:29:23.050877] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-11-28T20:29:23.050906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-11-28T20:29:23.061845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-11-28T20:29:23.062138] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-11-28T20:29:23.062876] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-11-28T20:29:23.062924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:23.062955] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:23.062981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:23.063036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:23.118404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:23.119132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:23.119206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:23.119238] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:23.239196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:23.239336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:23.239373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:23.239400] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:23.242555] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-11-28T20:29:23.242826] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-11-28T20:29:23.242942] [INFO ] [sig       ] RIVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:23.393860] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RIVN.txt
[2025-11-28T20:29:23.393997] [INFO ] [sig       ] [2751/3606] Completed RIVN in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:23.394035] [INFO ] [sig       ] [2752/3606] Forecasting RKLB...
[2025-11-28T20:29:23.394063] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-11-28T20:29:23.394092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-11-28T20:29:23.405511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-11-28T20:29:23.405802] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-11-28T20:29:23.406511] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-11-28T20:29:23.406560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:23.406613] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:23.406641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:23.406696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:23.461889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:23.462537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:23.462627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:23.462660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:23.585177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:23.585319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:23.585356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:23.585382] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:23.588567] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-11-28T20:29:23.588846] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-11-28T20:29:23.588979] [INFO ] [sig       ] RKLB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:23.725170] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RKLB.txt
[2025-11-28T20:29:23.725302] [INFO ] [sig       ] [2752/3606] Completed RKLB in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:23.725341] [INFO ] [sig       ] [2753/3606] Forecasting RL...
[2025-11-28T20:29:23.725369] [INFO ] [sig       ] Generating forecast for: RL
[2025-11-28T20:29:23.725398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-11-28T20:29:23.736199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-11-28T20:29:23.736456] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-11-28T20:29:23.737187] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-11-28T20:29:23.737236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:23.737267] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:23.737293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:23.737348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:23.791955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:23.792531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:23.792621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:23.792654] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:23.910397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:23.910537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:23.910589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:23.910621] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:23.913869] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-11-28T20:29:23.914122] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-11-28T20:29:23.914240] [INFO ] [sig       ] RL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:24.051321] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RL.txt
[2025-11-28T20:29:24.051436] [INFO ] [sig       ] [2753/3606] Completed RL in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.8m
[2025-11-28T20:29:24.051473] [INFO ] [sig       ] [2754/3606] Forecasting RLAY...
[2025-11-28T20:29:24.051501] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-11-28T20:29:24.051530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-11-28T20:29:24.062542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-11-28T20:29:24.062809] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-11-28T20:29:24.063521] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-11-28T20:29:24.063596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:24.063650] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:24.063677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:24.063732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:24.119319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:24.119928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:24.120032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:24.120070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:24.244731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:24.244872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:24.244926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:24.244954] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:24.248226] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-11-28T20:29:24.248481] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-11-28T20:29:24.248612] [INFO ] [sig       ] RLAY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:24.387793] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RLAY.txt
[2025-11-28T20:29:24.387918] [INFO ] [sig       ] [2754/3606] Completed RLAY in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-28T20:29:24.387958] [INFO ] [sig       ] [2755/3606] Forecasting RLI...
[2025-11-28T20:29:24.387988] [INFO ] [sig       ] Generating forecast for: RLI
[2025-11-28T20:29:24.388045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-11-28T20:29:24.399088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-11-28T20:29:24.399347] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-11-28T20:29:24.400118] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-11-28T20:29:24.400166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:24.400196] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:24.400222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:24.400276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:24.455172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:24.455793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:24.455866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:24.455900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:24.575851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:24.575999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:24.576038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:24.576067] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:24.579317] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2025-11-28T20:29:24.579599] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-11-28T20:29:24.579720] [INFO ] [sig       ] RLI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:24.717104] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RLI.txt
[2025-11-28T20:29:24.717225] [INFO ] [sig       ] [2755/3606] Completed RLI in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:24.717263] [INFO ] [sig       ] [2756/3606] Forecasting RLJ...
[2025-11-28T20:29:24.717291] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-11-28T20:29:24.717320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-11-28T20:29:24.727766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-11-28T20:29:24.728070] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-11-28T20:29:24.728817] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-11-28T20:29:24.728865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:24.728895] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:24.728921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:24.728980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:24.784234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:24.784859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:24.784949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:24.784983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:24.917455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:24.917621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:24.917660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:24.917688] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:24.920963] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-11-28T20:29:24.921236] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-11-28T20:29:24.921356] [INFO ] [sig       ] RLJ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:25.061322] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RLJ.txt
[2025-11-28T20:29:25.061467] [INFO ] [sig       ] [2756/3606] Completed RLJ in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:25.061506] [INFO ] [sig       ] [2757/3606] Forecasting RLMD...
[2025-11-28T20:29:25.061535] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-11-28T20:29:25.061565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-11-28T20:29:25.072680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-11-28T20:29:25.073012] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-11-28T20:29:25.073756] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-11-28T20:29:25.073804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:25.073833] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:25.073858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:25.073913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:25.128744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:25.129388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:25.129462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:25.129493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:25.248438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:25.248595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:25.248632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:25.248688] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:25.251896] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-11-28T20:29:25.252150] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-11-28T20:29:25.252263] [INFO ] [sig       ] RLMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:25.388810] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RLMD.txt
[2025-11-28T20:29:25.388932] [INFO ] [sig       ] [2757/3606] Completed RLMD in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:25.388970] [INFO ] [sig       ] [2758/3606] Forecasting RLTY...
[2025-11-28T20:29:25.389000] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-11-28T20:29:25.389031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-11-28T20:29:25.400166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-11-28T20:29:25.400494] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-11-28T20:29:25.401234] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-11-28T20:29:25.401282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:25.401326] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:25.401353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:25.401407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:25.457937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:25.458567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:25.458658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:25.458690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:25.574974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:25.575119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:25.575157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:25.575184] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:25.578416] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-11-28T20:29:25.578696] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-11-28T20:29:25.578814] [INFO ] [sig       ] RLTY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:25.715698] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RLTY.txt
[2025-11-28T20:29:25.715829] [INFO ] [sig       ] [2758/3606] Completed RLTY in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:25.715866] [INFO ] [sig       ] [2759/3606] Forecasting RLX...
[2025-11-28T20:29:25.715894] [INFO ] [sig       ] Generating forecast for: RLX
[2025-11-28T20:29:25.715924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-11-28T20:29:25.727443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-11-28T20:29:25.727841] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-11-28T20:29:25.728623] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-11-28T20:29:25.728671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:25.728700] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:25.728725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:25.728779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:25.787282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:25.787943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:25.788045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:25.788088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:25.909460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:25.909621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:25.909663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:25.909692] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:25.913022] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=45.00%)
[2025-11-28T20:29:25.913306] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-11-28T20:29:25.913430] [INFO ] [sig       ] RLX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:26.050044] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RLX.txt
[2025-11-28T20:29:26.050170] [INFO ] [sig       ] [2759/3606] Completed RLX in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:26.050208] [INFO ] [sig       ] [2760/3606] Forecasting RM...
[2025-11-28T20:29:26.050236] [INFO ] [sig       ] Generating forecast for: RM
[2025-11-28T20:29:26.050265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-11-28T20:29:26.060718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-11-28T20:29:26.060970] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-11-28T20:29:26.061709] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-11-28T20:29:26.061758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:26.061787] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:26.061812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:26.061865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:26.119107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:26.119776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:26.119850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:26.119882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:26.235161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:26.235298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:26.235334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:26.235360] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:26.238617] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-11-28T20:29:26.238872] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-11-28T20:29:26.238986] [INFO ] [sig       ] RM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:26.375682] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RM.txt
[2025-11-28T20:29:26.375798] [INFO ] [sig       ] [2760/3606] Completed RM in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:26.375835] [INFO ] [sig       ] [2761/3606] Forecasting RMAX...
[2025-11-28T20:29:26.375864] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-11-28T20:29:26.375892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-11-28T20:29:26.387289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-11-28T20:29:26.387544] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-11-28T20:29:26.388338] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-11-28T20:29:26.388387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:26.388418] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:26.388444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:26.388499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:26.455874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:26.456644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:26.456731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:26.456769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:26.572226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:26.572366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:26.572405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:26.572432] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:26.575672] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=38.13%)
[2025-11-28T20:29:26.575931] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-11-28T20:29:26.576045] [INFO ] [sig       ] RMAX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:26.711420] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RMAX.txt
[2025-11-28T20:29:26.711543] [INFO ] [sig       ] [2761/3606] Completed RMAX in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:26.711597] [INFO ] [sig       ] [2762/3606] Forecasting RMBI...
[2025-11-28T20:29:26.711629] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-11-28T20:29:26.711666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-11-28T20:29:26.722938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-11-28T20:29:26.723221] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-11-28T20:29:26.723953] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-11-28T20:29:26.724004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:26.724036] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:26.724061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:26.724115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:26.778547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:26.779129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:26.779202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:26.779233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:26.885758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:26.885902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:26.885939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:26.885966] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:26.889239] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=76.83%)
[2025-11-28T20:29:26.889501] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-11-28T20:29:26.889633] [INFO ] [sig       ] RMBI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:27.024635] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RMBI.txt
[2025-11-28T20:29:27.024757] [INFO ] [sig       ] [2762/3606] Completed RMBI in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:27.024794] [INFO ] [sig       ] [2763/3606] Forecasting RMBS...
[2025-11-28T20:29:27.024823] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-11-28T20:29:27.024851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-11-28T20:29:27.036176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-11-28T20:29:27.036437] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-11-28T20:29:27.037176] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-11-28T20:29:27.037225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:27.037255] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:27.037280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:27.037335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:27.093286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:27.094089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:27.094166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:27.094203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:27.213286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:27.213446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:27.213484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:27.213511] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:27.216703] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-11-28T20:29:27.216957] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-11-28T20:29:27.217070] [INFO ] [sig       ] RMBS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:27.354705] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RMBS.txt
[2025-11-28T20:29:27.354825] [INFO ] [sig       ] [2763/3606] Completed RMBS in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:27.354862] [INFO ] [sig       ] [2764/3606] Forecasting RMD...
[2025-11-28T20:29:27.354890] [INFO ] [sig       ] Generating forecast for: RMD
[2025-11-28T20:29:27.354920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-11-28T20:29:27.365661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-11-28T20:29:27.365916] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-11-28T20:29:27.366646] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-11-28T20:29:27.366694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:27.366724] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:27.366751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:27.366804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:27.422252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:27.422842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:27.422934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:27.422966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:27.544919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:27.545052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:27.545089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:27.545116] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:27.548284] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-11-28T20:29:27.548538] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-11-28T20:29:27.548669] [INFO ] [sig       ] RMD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:27.684714] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RMD.txt
[2025-11-28T20:29:27.684831] [INFO ] [sig       ] [2764/3606] Completed RMD in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:27.684868] [INFO ] [sig       ] [2765/3606] Forecasting RMI...
[2025-11-28T20:29:27.684897] [INFO ] [sig       ] Generating forecast for: RMI
[2025-11-28T20:29:27.684926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-11-28T20:29:27.696160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-11-28T20:29:27.696475] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-11-28T20:29:27.697205] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-11-28T20:29:27.697254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:27.697284] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:27.697309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:27.697363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:27.752169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:27.752764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:27.752835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:27.752867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:27.862351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:27.862496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:27.862535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:27.862563] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:27.865942] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=65.84%)
[2025-11-28T20:29:27.866222] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-11-28T20:29:27.866346] [INFO ] [sig       ] RMI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:28.004833] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RMI.txt
[2025-11-28T20:29:28.004967] [INFO ] [sig       ] [2765/3606] Completed RMI in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:28.005006] [INFO ] [sig       ] [2766/3606] Forecasting RMM...
[2025-11-28T20:29:28.005038] [INFO ] [sig       ] Generating forecast for: RMM
[2025-11-28T20:29:28.005068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-11-28T20:29:28.016758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-11-28T20:29:28.017039] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-11-28T20:29:28.017770] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-11-28T20:29:28.017819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:28.017848] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:28.017874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:28.017928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:28.073661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:28.074288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:28.074365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:28.074399] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:28.197983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:28.198146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:28.198185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:28.198214] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:28.201517] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=49.24%)
[2025-11-28T20:29:28.201812] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-11-28T20:29:28.201932] [INFO ] [sig       ] RMM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:28.339218] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RMM.txt
[2025-11-28T20:29:28.339350] [INFO ] [sig       ] [2766/3606] Completed RMM in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:28.339391] [INFO ] [sig       ] [2767/3606] Forecasting RMMZ...
[2025-11-28T20:29:28.339419] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-11-28T20:29:28.339448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-11-28T20:29:28.351001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-11-28T20:29:28.351312] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-11-28T20:29:28.352048] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-11-28T20:29:28.352096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:28.352126] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:28.352151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:28.352205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:28.408109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:28.408924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:28.409003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:28.409036] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:28.522694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:28.522827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:28.522865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:28.522893] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:28.526152] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=33.09%)
[2025-11-28T20:29:28.526428] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-11-28T20:29:28.526551] [INFO ] [sig       ] RMMZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:28.669939] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RMMZ.txt
[2025-11-28T20:29:28.670095] [INFO ] [sig       ] [2767/3606] Completed RMMZ in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:28.670135] [INFO ] [sig       ] [2768/3606] Forecasting RMNI...
[2025-11-28T20:29:28.670163] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-11-28T20:29:28.670192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-11-28T20:29:28.681888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-11-28T20:29:28.682283] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-11-28T20:29:28.683059] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-11-28T20:29:28.683109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:28.683143] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:28.683169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:28.683224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:28.741448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:28.742324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:28.742408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:28.742440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:28.862874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:28.863028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:28.863066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:28.863098] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:28.866382] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=67.97%)
[2025-11-28T20:29:28.866679] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-11-28T20:29:28.866800] [INFO ] [sig       ] RMNI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:29.004108] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RMNI.txt
[2025-11-28T20:29:29.004254] [INFO ] [sig       ] [2768/3606] Completed RMNI in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:29.004292] [INFO ] [sig       ] [2769/3606] Forecasting RNA...
[2025-11-28T20:29:29.004321] [INFO ] [sig       ] Generating forecast for: RNA
[2025-11-28T20:29:29.004352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-11-28T20:29:29.016431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-11-28T20:29:29.016772] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-11-28T20:29:29.017605] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-11-28T20:29:29.017656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:29.017690] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:29.017727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:29.017787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:29.076295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:29.077006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:29.077082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:29.077113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:29.197074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:29.197230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:29.197269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:29.197296] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:29.200592] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-11-28T20:29:29.200901] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-11-28T20:29:29.201030] [INFO ] [sig       ] RNA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:29.343627] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RNA.txt
[2025-11-28T20:29:29.343776] [INFO ] [sig       ] [2769/3606] Completed RNA in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:29.343818] [INFO ] [sig       ] [2770/3606] Forecasting RNAC...
[2025-11-28T20:29:29.343849] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-11-28T20:29:29.343880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-11-28T20:29:29.356295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-11-28T20:29:29.356725] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-11-28T20:29:29.357539] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-11-28T20:29:29.357606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:29.357638] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:29.357663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:29.357721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:29.413441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:29.414126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:29.414202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:29.414235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:29.529183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:29.529332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:29.529370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:29.529397] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:29.532592] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-11-28T20:29:29.532856] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-11-28T20:29:29.532994] [INFO ] [sig       ] RNAC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:29.670223] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RNAC.txt
[2025-11-28T20:29:29.670375] [INFO ] [sig       ] [2770/3606] Completed RNAC in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:29.670415] [INFO ] [sig       ] [2771/3606] Forecasting RNAZ...
[2025-11-28T20:29:29.670443] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-11-28T20:29:29.670473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-11-28T20:29:29.682601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-11-28T20:29:29.682968] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-11-28T20:29:29.683715] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-11-28T20:29:29.683778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:29.683833] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:29.683861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:29.683916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:29.738541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:29.739202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:29.739276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:29.739308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:29.854780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:29.854944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:29.854990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:29.855027] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:29.858362] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=52.68%)
[2025-11-28T20:29:29.858653] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-11-28T20:29:29.858776] [INFO ] [sig       ] RNAZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:29.995396] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RNAZ.txt
[2025-11-28T20:29:29.995545] [INFO ] [sig       ] [2771/3606] Completed RNAZ in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.7m
[2025-11-28T20:29:29.995606] [INFO ] [sig       ] [2772/3606] Forecasting RNG...
[2025-11-28T20:29:29.995635] [INFO ] [sig       ] Generating forecast for: RNG
[2025-11-28T20:29:29.995664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-11-28T20:29:30.007535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-11-28T20:29:30.007940] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-11-28T20:29:30.008786] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-11-28T20:29:30.008836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:30.008867] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:30.008894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:30.008949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:30.065680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:30.066454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:30.066534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:30.066567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:30.184586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:30.184747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:30.184788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:30.184817] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:30.188047] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-11-28T20:29:30.188327] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-11-28T20:29:30.188452] [INFO ] [sig       ] RNG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:30.332125] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RNG.txt
[2025-11-28T20:29:30.332267] [INFO ] [sig       ] [2772/3606] Completed RNG in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-28T20:29:30.332304] [INFO ] [sig       ] [2773/3606] Forecasting RNP...
[2025-11-28T20:29:30.332333] [INFO ] [sig       ] Generating forecast for: RNP
[2025-11-28T20:29:30.332361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-11-28T20:29:30.344309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-11-28T20:29:30.344569] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-11-28T20:29:30.345309] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-11-28T20:29:30.345356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:30.345386] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:30.345410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:30.345464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:30.402862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:30.403722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:30.403801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:30.403834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:30.519470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:30.519636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:30.519675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:30.519703] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:30.522948] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-11-28T20:29:30.523213] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-11-28T20:29:30.523329] [INFO ] [sig       ] RNP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:30.663478] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RNP.txt
[2025-11-28T20:29:30.663625] [INFO ] [sig       ] [2773/3606] Completed RNP in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:30.663667] [INFO ] [sig       ] [2774/3606] Forecasting ROAD...
[2025-11-28T20:29:30.663698] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-11-28T20:29:30.663730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-11-28T20:29:30.675403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-11-28T20:29:30.675691] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-11-28T20:29:30.676435] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-11-28T20:29:30.676485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:30.676516] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:30.676544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:30.676619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:30.732509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:30.733094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:30.733174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:30.733205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:30.854445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:30.854586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:30.854624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:30.854681] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:30.857976] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-11-28T20:29:30.858269] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-11-28T20:29:30.858394] [INFO ] [sig       ] ROAD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:30.997113] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ROAD.txt
[2025-11-28T20:29:30.997265] [INFO ] [sig       ] [2774/3606] Completed ROAD in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:30.997312] [INFO ] [sig       ] [2775/3606] Forecasting ROCK...
[2025-11-28T20:29:30.997343] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-11-28T20:29:30.997373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-11-28T20:29:31.009284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-11-28T20:29:31.009538] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-11-28T20:29:31.010305] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-11-28T20:29:31.010355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:31.010387] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:31.010413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:31.010469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:31.066106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:31.066696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:31.066770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:31.066802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:31.179309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:31.179455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:31.179493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:31.179520] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:31.182730] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-11-28T20:29:31.182989] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-11-28T20:29:31.183104] [INFO ] [sig       ] ROCK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:31.317076] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ROCK.txt
[2025-11-28T20:29:31.317195] [INFO ] [sig       ] [2775/3606] Completed ROCK in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:31.317231] [INFO ] [sig       ] [2776/3606] Forecasting ROE...
[2025-11-28T20:29:31.317259] [INFO ] [sig       ] Generating forecast for: ROE
[2025-11-28T20:29:31.317287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-11-28T20:29:31.329344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-11-28T20:29:31.329708] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-11-28T20:29:31.330466] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-11-28T20:29:31.330514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:31.330545] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:31.330586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:31.330646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:31.386470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:31.387095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:31.387182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:31.387221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:31.500531] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:31.500690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:31.500728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:31.500756] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:31.503960] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-11-28T20:29:31.504263] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-11-28T20:29:31.504379] [INFO ] [sig       ] ROE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:31.639264] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ROE.txt
[2025-11-28T20:29:31.639389] [INFO ] [sig       ] [2776/3606] Completed ROE in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:31.639427] [INFO ] [sig       ] [2777/3606] Forecasting ROP...
[2025-11-28T20:29:31.639454] [INFO ] [sig       ] Generating forecast for: ROP
[2025-11-28T20:29:31.639483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-11-28T20:29:31.651642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-11-28T20:29:31.652040] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-11-28T20:29:31.652822] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-11-28T20:29:31.652871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:31.652900] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:31.652925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:31.652978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:31.709712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:31.710598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:31.710681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:31.710713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:31.827359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:31.827522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:31.827559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:31.827609] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:31.831034] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-11-28T20:29:31.831307] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-11-28T20:29:31.831430] [INFO ] [sig       ] ROP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:31.972654] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ROP.txt
[2025-11-28T20:29:31.972781] [INFO ] [sig       ] [2777/3606] Completed ROP in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:31.972819] [INFO ] [sig       ] [2778/3606] Forecasting RPAY...
[2025-11-28T20:29:31.972848] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-11-28T20:29:31.972877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-11-28T20:29:31.984095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-11-28T20:29:31.984365] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-11-28T20:29:31.985098] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-11-28T20:29:31.985150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:31.985180] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:31.985206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:31.985260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:32.041916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:32.042524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:32.042615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:32.042650] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:32.160184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:32.160338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:32.160421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:32.160452] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:32.163787] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=47.53%)
[2025-11-28T20:29:32.164043] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-11-28T20:29:32.164165] [INFO ] [sig       ] RPAY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:32.303663] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RPAY.txt
[2025-11-28T20:29:32.303778] [INFO ] [sig       ] [2778/3606] Completed RPAY in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:32.303815] [INFO ] [sig       ] [2779/3606] Forecasting RPD...
[2025-11-28T20:29:32.303844] [INFO ] [sig       ] Generating forecast for: RPD
[2025-11-28T20:29:32.303873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-11-28T20:29:32.315423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-11-28T20:29:32.315754] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-11-28T20:29:32.316509] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-11-28T20:29:32.316558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:32.316621] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:32.316649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:32.316703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:32.373035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:32.373777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:32.373859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:32.373892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:32.495134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:32.495297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:32.495337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:32.495365] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:32.498720] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-11-28T20:29:32.498983] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-11-28T20:29:32.499109] [INFO ] [sig       ] RPD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:32.636282] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RPD.txt
[2025-11-28T20:29:32.636424] [INFO ] [sig       ] [2779/3606] Completed RPD in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:32.636464] [INFO ] [sig       ] [2780/3606] Forecasting RPID...
[2025-11-28T20:29:32.636492] [INFO ] [sig       ] Generating forecast for: RPID
[2025-11-28T20:29:32.636520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-11-28T20:29:32.648562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-11-28T20:29:32.648899] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-11-28T20:29:32.649684] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-11-28T20:29:32.649733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:32.649763] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:32.649788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:32.649841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:32.703872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:32.704450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:32.704523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:32.704554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:32.821521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:32.821663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:32.821699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:32.821726] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:32.824838] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-11-28T20:29:32.825096] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-11-28T20:29:32.825217] [INFO ] [sig       ] RPID: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:32.959941] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RPID.txt
[2025-11-28T20:29:32.960051] [INFO ] [sig       ] [2780/3606] Completed RPID in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:32.960088] [INFO ] [sig       ] [2781/3606] Forecasting RPRX...
[2025-11-28T20:29:32.960121] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-11-28T20:29:32.960155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-11-28T20:29:32.972251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-11-28T20:29:32.972543] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-11-28T20:29:32.973414] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-11-28T20:29:32.973464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:32.973495] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:32.973522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:32.973594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:33.027535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:33.028152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:33.028255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:33.028286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:33.148442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:33.148593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:33.148631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:33.148658] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:33.151826] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-11-28T20:29:33.152083] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-11-28T20:29:33.152203] [INFO ] [sig       ] RPRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:33.285997] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RPRX.txt
[2025-11-28T20:29:33.286111] [INFO ] [sig       ] [2781/3606] Completed RPRX in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:33.286148] [INFO ] [sig       ] [2782/3606] Forecasting RPTX...
[2025-11-28T20:29:33.286177] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-11-28T20:29:33.286207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-11-28T20:29:33.297436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-11-28T20:29:33.297737] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-11-28T20:29:33.298512] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-11-28T20:29:33.298561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:33.298630] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:33.298657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:33.298711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:33.352967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:33.353524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:33.353614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:33.353647] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:33.470367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:33.470535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:33.470592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:33.470625] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:33.474085] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=22.69%)
[2025-11-28T20:29:33.474370] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-11-28T20:29:33.474497] [INFO ] [sig       ] RPTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:33.608640] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RPTX.txt
[2025-11-28T20:29:33.608774] [INFO ] [sig       ] [2782/3606] Completed RPTX in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:33.608813] [INFO ] [sig       ] [2783/3606] Forecasting RQI...
[2025-11-28T20:29:33.608842] [INFO ] [sig       ] Generating forecast for: RQI
[2025-11-28T20:29:33.608870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-11-28T20:29:33.621878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-11-28T20:29:33.622167] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-11-28T20:29:33.622927] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-11-28T20:29:33.622976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:33.623005] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:33.623031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:33.623086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:33.679329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:33.680031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:33.680109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:33.680141] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:33.803332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:33.803497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:33.803543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:33.803601] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:33.807051] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-11-28T20:29:33.807325] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-11-28T20:29:33.807444] [INFO ] [sig       ] RQI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:33.980424] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RQI.txt
[2025-11-28T20:29:33.980646] [INFO ] [sig       ] [2783/3606] Completed RQI in 0.4s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:33.980719] [INFO ] [sig       ] [2784/3606] Forecasting RRBI...
[2025-11-28T20:29:33.980768] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-11-28T20:29:33.980819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-11-28T20:29:33.995932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-11-28T20:29:33.996386] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-11-28T20:29:33.997462] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-11-28T20:29:33.997526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:33.997604] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:33.997653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:33.997743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:34.084873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:34.086001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:34.086109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:34.086163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:34.220291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:34.220470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:34.220534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:34.220607] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:34.225657] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2025-11-28T20:29:34.226064] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-11-28T20:29:34.226247] [INFO ] [sig       ] RRBI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:34.438592] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RRBI.txt
[2025-11-28T20:29:34.438841] [INFO ] [sig       ] [2784/3606] Completed RRBI in 0.5s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:34.438905] [INFO ] [sig       ] [2785/3606] Forecasting RRC...
[2025-11-28T20:29:34.438955] [INFO ] [sig       ] Generating forecast for: RRC
[2025-11-28T20:29:34.439005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-11-28T20:29:34.455406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-11-28T20:29:34.455893] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-11-28T20:29:34.456909] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-11-28T20:29:34.456970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:34.457011] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:34.457046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:34.457125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:34.542189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:34.543296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:34.543400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:34.543436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:34.681283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:34.681440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:34.681482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:34.681512] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:34.685040] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=87.76%)
[2025-11-28T20:29:34.685354] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-11-28T20:29:34.685492] [INFO ] [sig       ] RRC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:34.852474] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RRC.txt
[2025-11-28T20:29:34.852637] [INFO ] [sig       ] [2785/3606] Completed RRC in 0.4s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:34.852678] [INFO ] [sig       ] [2786/3606] Forecasting RRGB...
[2025-11-28T20:29:34.852716] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-11-28T20:29:34.852750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-11-28T20:29:34.864972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-11-28T20:29:34.865338] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-11-28T20:29:34.866551] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-11-28T20:29:34.866631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:34.866663] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:34.866689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:34.866744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:34.924508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:34.925782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:34.925866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:34.925898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:35.047892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:35.048087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:35.048130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:35.048157] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:35.051810] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=78.63%)
[2025-11-28T20:29:35.052098] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-11-28T20:29:35.052219] [INFO ] [sig       ] RRGB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:35.189203] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RRGB.txt
[2025-11-28T20:29:35.189360] [INFO ] [sig       ] [2786/3606] Completed RRGB in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:35.189399] [INFO ] [sig       ] [2787/3606] Forecasting RRX...
[2025-11-28T20:29:35.189427] [INFO ] [sig       ] Generating forecast for: RRX
[2025-11-28T20:29:35.189456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-11-28T20:29:35.201350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-11-28T20:29:35.201773] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-11-28T20:29:35.202515] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-11-28T20:29:35.202563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:35.202616] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:35.202643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:35.202698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:35.259941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:35.260838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:35.260918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:35.260951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:35.380721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:35.380873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:35.380912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:35.380941] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:35.384418] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=37.10%)
[2025-11-28T20:29:35.384707] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-11-28T20:29:35.384826] [INFO ] [sig       ] RRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:35.532734] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RRX.txt
[2025-11-28T20:29:35.532866] [INFO ] [sig       ] [2787/3606] Completed RRX in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:35.532903] [INFO ] [sig       ] [2788/3606] Forecasting RS...
[2025-11-28T20:29:35.532932] [INFO ] [sig       ] Generating forecast for: RS
[2025-11-28T20:29:35.532962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-11-28T20:29:35.546418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-11-28T20:29:35.546820] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-11-28T20:29:35.547589] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-11-28T20:29:35.547638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:35.547694] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:35.547721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:35.547776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:35.604779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:35.605623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:35.605703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:35.605734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:35.734345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:35.734488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:35.734527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:35.734554] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:35.737821] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-11-28T20:29:35.738110] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-11-28T20:29:35.738228] [INFO ] [sig       ] RS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:35.880541] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RS.txt
[2025-11-28T20:29:35.880681] [INFO ] [sig       ] [2788/3606] Completed RS in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:35.880720] [INFO ] [sig       ] [2789/3606] Forecasting RSG...
[2025-11-28T20:29:35.880748] [INFO ] [sig       ] Generating forecast for: RSG
[2025-11-28T20:29:35.880776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-11-28T20:29:35.892064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-11-28T20:29:35.892387] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-11-28T20:29:35.893160] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-11-28T20:29:35.893219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:35.893255] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:35.893286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:35.893355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:35.948447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:35.949062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:35.949136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:35.949167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:36.070212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:36.070363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:36.070401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:36.070448] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:36.073740] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=75.55%)
[2025-11-28T20:29:36.073999] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-11-28T20:29:36.074116] [INFO ] [sig       ] RSG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:36.210622] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RSG.txt
[2025-11-28T20:29:36.210760] [INFO ] [sig       ] [2789/3606] Completed RSG in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.6m
[2025-11-28T20:29:36.210800] [INFO ] [sig       ] [2790/3606] Forecasting RSI...
[2025-11-28T20:29:36.210828] [INFO ] [sig       ] Generating forecast for: RSI
[2025-11-28T20:29:36.210858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-11-28T20:29:36.222849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-11-28T20:29:36.223202] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-11-28T20:29:36.223951] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-11-28T20:29:36.224000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:36.224031] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:36.224057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:36.224116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:36.279820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:36.280667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:36.280745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:36.280776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:36.404134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:36.404289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:36.404333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:36.404364] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:36.407597] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=65.81%)
[2025-11-28T20:29:36.407851] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-11-28T20:29:36.407964] [INFO ] [sig       ] RSI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:36.544736] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RSI.txt
[2025-11-28T20:29:36.544843] [INFO ] [sig       ] [2790/3606] Completed RSI in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:36.544879] [INFO ] [sig       ] [2791/3606] Forecasting RSKD...
[2025-11-28T20:29:36.544907] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-11-28T20:29:36.544936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-11-28T20:29:36.555760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-11-28T20:29:36.556020] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-11-28T20:29:36.556775] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-11-28T20:29:36.556824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:36.556855] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:36.556880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:36.556935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:36.611470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:36.612052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:36.612124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:36.612168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:36.723871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:36.724018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:36.724055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:36.724081] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:36.727317] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-11-28T20:29:36.727596] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-11-28T20:29:36.727712] [INFO ] [sig       ] RSKD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:36.864462] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RSKD.txt
[2025-11-28T20:29:36.864624] [INFO ] [sig       ] [2791/3606] Completed RSKD in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:36.864665] [INFO ] [sig       ] [2792/3606] Forecasting RSSS...
[2025-11-28T20:29:36.864694] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-11-28T20:29:36.864723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-11-28T20:29:36.879891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-11-28T20:29:36.880306] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-11-28T20:29:36.881231] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-11-28T20:29:36.881294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:36.881331] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:36.881363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:36.881439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:36.941922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:36.942540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:36.942630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:36.942663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:37.062279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:37.062419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:37.062455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:37.062483] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:37.065717] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=76.87%)
[2025-11-28T20:29:37.065975] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-11-28T20:29:37.066089] [INFO ] [sig       ] RSSS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:37.201147] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RSSS.txt
[2025-11-28T20:29:37.201305] [INFO ] [sig       ] [2792/3606] Completed RSSS in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:37.201355] [INFO ] [sig       ] [2793/3606] Forecasting RTO...
[2025-11-28T20:29:37.201388] [INFO ] [sig       ] Generating forecast for: RTO
[2025-11-28T20:29:37.201418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-11-28T20:29:37.212402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-11-28T20:29:37.212727] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-11-28T20:29:37.213443] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-11-28T20:29:37.213492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:37.213522] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:37.213547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:37.213639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:37.269695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:37.270435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:37.270515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:37.270743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:37.394213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:37.394360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:37.394397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:37.394424] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:37.397738] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-11-28T20:29:37.398002] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-11-28T20:29:37.398147] [INFO ] [sig       ] RTO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:37.535338] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RTO.txt
[2025-11-28T20:29:37.535470] [INFO ] [sig       ] [2793/3606] Completed RTO in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:37.535508] [INFO ] [sig       ] [2794/3606] Forecasting RUM...
[2025-11-28T20:29:37.535535] [INFO ] [sig       ] Generating forecast for: RUM
[2025-11-28T20:29:37.535565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-11-28T20:29:37.546292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-11-28T20:29:37.546589] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-11-28T20:29:37.547309] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-11-28T20:29:37.547359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:37.547389] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:37.547414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:37.547469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:37.605415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:37.606119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:37.606196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:37.606235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:37.728308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:37.728452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:37.728489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:37.728517] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:37.731706] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=53.78%)
[2025-11-28T20:29:37.731961] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-11-28T20:29:37.732078] [INFO ] [sig       ] RUM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:37.873106] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RUM.txt
[2025-11-28T20:29:37.873231] [INFO ] [sig       ] [2794/3606] Completed RUM in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:37.873270] [INFO ] [sig       ] [2795/3606] Forecasting RUN...
[2025-11-28T20:29:37.873298] [INFO ] [sig       ] Generating forecast for: RUN
[2025-11-28T20:29:37.873327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-11-28T20:29:37.884256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-11-28T20:29:37.884550] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-11-28T20:29:37.885312] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-11-28T20:29:37.885375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:37.885408] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:37.885436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:37.885494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:37.943609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:37.944415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:37.944496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:37.944530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:38.066923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:38.067066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:38.067104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:38.067131] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:38.070356] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-11-28T20:29:38.070630] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-11-28T20:29:38.070748] [INFO ] [sig       ] RUN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:38.208801] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RUN.txt
[2025-11-28T20:29:38.208920] [INFO ] [sig       ] [2795/3606] Completed RUN in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:38.208957] [INFO ] [sig       ] [2796/3606] Forecasting RUNN...
[2025-11-28T20:29:38.208985] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-11-28T20:29:38.209013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-11-28T20:29:38.220718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-11-28T20:29:38.221094] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-11-28T20:29:38.222057] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-11-28T20:29:38.222115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:38.222153] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:38.222189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:38.222272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:38.279353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:38.280000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:38.280077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:38.280109] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:38.401217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:38.401390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:38.401440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:38.401469] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:38.404950] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-11-28T20:29:38.405266] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-11-28T20:29:38.405395] [INFO ] [sig       ] RUNN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:38.547156] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RUNN.txt
[2025-11-28T20:29:38.547288] [INFO ] [sig       ] [2796/3606] Completed RUNN in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:38.547333] [INFO ] [sig       ] [2797/3606] Forecasting RUSHA...
[2025-11-28T20:29:38.547369] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-11-28T20:29:38.547404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-11-28T20:29:38.559214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-11-28T20:29:38.559537] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-11-28T20:29:38.560302] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-11-28T20:29:38.560361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:38.560398] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:38.560426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:38.560480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:38.615072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:38.615687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:38.615760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:38.615791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:38.734231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:38.734378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:38.734416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:38.734443] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:38.737703] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-11-28T20:29:38.737961] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-11-28T20:29:38.738097] [INFO ] [sig       ] RUSHA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:38.876309] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RUSHA.txt
[2025-11-28T20:29:38.876447] [INFO ] [sig       ] [2797/3606] Completed RUSHA in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:38.876484] [INFO ] [sig       ] [2798/3606] Forecasting RUSHB...
[2025-11-28T20:29:38.876512] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-11-28T20:29:38.876540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-11-28T20:29:38.887750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-11-28T20:29:38.888096] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-11-28T20:29:38.888861] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-11-28T20:29:38.888909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:38.888938] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:38.888964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:38.889018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:38.944679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:38.945280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:38.945378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:38.945410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:39.048489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:39.048619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:39.048656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:39.048683] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:39.051732] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-11-28T20:29:39.051986] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-11-28T20:29:39.052100] [INFO ] [sig       ] RUSHB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:39.194296] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RUSHB.txt
[2025-11-28T20:29:39.194438] [INFO ] [sig       ] [2798/3606] Completed RUSHB in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:39.194476] [INFO ] [sig       ] [2799/3606] Forecasting RVMD...
[2025-11-28T20:29:39.194504] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-11-28T20:29:39.194532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-11-28T20:29:39.205438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-11-28T20:29:39.205692] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-11-28T20:29:39.206396] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-11-28T20:29:39.206444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:39.206474] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:39.206499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:39.206553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:39.262173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:39.262939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:39.263014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:39.263045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:39.384165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:39.384310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:39.384347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:39.384374] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:39.387598] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-11-28T20:29:39.387857] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-11-28T20:29:39.387971] [INFO ] [sig       ] RVMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:39.523901] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RVMD.txt
[2025-11-28T20:29:39.524008] [INFO ] [sig       ] [2799/3606] Completed RVMD in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:39.524045] [INFO ] [sig       ] [2800/3606] Forecasting RVSB...
[2025-11-28T20:29:39.524073] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-11-28T20:29:39.524101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-11-28T20:29:39.534908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-11-28T20:29:39.535193] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-11-28T20:29:39.535924] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-11-28T20:29:39.535971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:39.536001] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:39.536027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:39.536080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:39.591525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:39.592110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:39.592184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:39.592215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:39.708356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:39.708524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:39.708568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:39.708622] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:39.712294] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=56.59%)
[2025-11-28T20:29:39.712564] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-11-28T20:29:39.712703] [INFO ] [sig       ] RVSB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:39.857947] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RVSB.txt
[2025-11-28T20:29:39.858088] [INFO ] [sig       ] [2800/3606] Completed RVSB in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:39.858128] [INFO ] [sig       ] [2801/3606] Forecasting RVTY...
[2025-11-28T20:29:39.858156] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-11-28T20:29:39.858184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-11-28T20:29:39.870394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-11-28T20:29:39.870736] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-11-28T20:29:39.871504] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-11-28T20:29:39.871554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:39.871603] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:39.871630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:39.871684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:39.927344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:39.928267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:39.928367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:39.928398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:40.051209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:40.051395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:40.051447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:40.051486] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:40.055105] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-11-28T20:29:40.055409] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-11-28T20:29:40.055542] [INFO ] [sig       ] RVTY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:40.201554] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RVTY.txt
[2025-11-28T20:29:40.201760] [INFO ] [sig       ] [2801/3606] Completed RVTY in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:40.201799] [INFO ] [sig       ] [2802/3606] Forecasting RWAY...
[2025-11-28T20:29:40.201828] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-11-28T20:29:40.201861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-11-28T20:29:40.213060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-11-28T20:29:40.213423] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-11-28T20:29:40.214179] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-11-28T20:29:40.214228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:40.214258] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:40.214284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:40.214339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:40.269082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:40.269892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:40.269969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:40.270000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:40.391036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:40.391188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:40.391225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:40.391252] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:40.394478] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=43.77%)
[2025-11-28T20:29:40.394769] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-11-28T20:29:40.394889] [INFO ] [sig       ] RWAY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:40.531185] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RWAY.txt
[2025-11-28T20:29:40.531346] [INFO ] [sig       ] [2802/3606] Completed RWAY in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:40.531383] [INFO ] [sig       ] [2803/3606] Forecasting RXO...
[2025-11-28T20:29:40.531411] [INFO ] [sig       ] Generating forecast for: RXO
[2025-11-28T20:29:40.531443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-11-28T20:29:40.545074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-11-28T20:29:40.545601] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-11-28T20:29:40.546539] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-11-28T20:29:40.546609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:40.546643] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:40.546670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:40.546728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:40.603457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:40.604668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:40.604768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:40.604801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:40.723164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:40.723397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:40.723441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:40.723471] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:40.727546] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-11-28T20:29:40.727989] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-11-28T20:29:40.728175] [INFO ] [sig       ] RXO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:40.869097] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RXO.txt
[2025-11-28T20:29:40.869324] [INFO ] [sig       ] [2803/3606] Completed RXO in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:40.869370] [INFO ] [sig       ] [2804/3606] Forecasting RXRX...
[2025-11-28T20:29:40.869401] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-11-28T20:29:40.869433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-11-28T20:29:40.882506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-11-28T20:29:40.882876] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-11-28T20:29:40.883638] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-11-28T20:29:40.883687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:40.883718] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:40.883742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:40.883796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:40.938781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:40.939421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:40.939511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:40.939547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:41.054616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:41.054769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:41.054805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:41.054833] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:41.058037] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-11-28T20:29:41.058304] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-11-28T20:29:41.058422] [INFO ] [sig       ] RXRX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:41.192230] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RXRX.txt
[2025-11-28T20:29:41.192349] [INFO ] [sig       ] [2804/3606] Completed RXRX in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:41.192387] [INFO ] [sig       ] [2805/3606] Forecasting RY...
[2025-11-28T20:29:41.192416] [INFO ] [sig       ] Generating forecast for: RY
[2025-11-28T20:29:41.192444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-11-28T20:29:41.206617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-11-28T20:29:41.207187] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-11-28T20:29:41.208205] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-11-28T20:29:41.208261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:41.208329] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:41.208357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:41.208425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:41.266628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:41.267821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:41.267917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:41.267949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:41.395081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:41.395319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:41.395366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:41.395395] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:41.399215] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=11.96%)
[2025-11-28T20:29:41.399511] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-11-28T20:29:41.399655] [INFO ] [sig       ] RY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:41.542383] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RY.txt
[2025-11-28T20:29:41.542603] [INFO ] [sig       ] [2805/3606] Completed RY in 0.4s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:41.542650] [INFO ] [sig       ] [2806/3606] Forecasting RYAAY...
[2025-11-28T20:29:41.542684] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-11-28T20:29:41.542718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-11-28T20:29:41.555834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-11-28T20:29:41.556409] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-11-28T20:29:41.557416] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-11-28T20:29:41.557522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:41.557557] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:41.557609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:41.557670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:41.614493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:41.615661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:41.615757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:41.615794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:41.740690] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:41.740916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:41.740958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:41.740986] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:41.745005] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=39.04%)
[2025-11-28T20:29:41.745368] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-11-28T20:29:41.745525] [INFO ] [sig       ] RYAAY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:41.902862] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RYAAY.txt
[2025-11-28T20:29:41.903042] [INFO ] [sig       ] [2806/3606] Completed RYAAY in 0.4s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:41.903080] [INFO ] [sig       ] [2807/3606] Forecasting RYAM...
[2025-11-28T20:29:41.903110] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-11-28T20:29:41.903140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-11-28T20:29:41.915086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-11-28T20:29:41.915445] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-11-28T20:29:41.916208] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-11-28T20:29:41.916256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:41.916286] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:41.916311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:41.916366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:41.974293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:41.975485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:41.975613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:41.975650] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:42.102566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:42.102823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:42.102870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:42.102899] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:42.106836] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=68.92%)
[2025-11-28T20:29:42.107157] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-11-28T20:29:42.107298] [INFO ] [sig       ] RYAM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:42.256850] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RYAM.txt
[2025-11-28T20:29:42.257029] [INFO ] [sig       ] [2807/3606] Completed RYAM in 0.4s | 2.99 sym/s | Total: 15.6m | ETA: 4.5m
[2025-11-28T20:29:42.257074] [INFO ] [sig       ] [2808/3606] Forecasting RYAN...
[2025-11-28T20:29:42.257105] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-11-28T20:29:42.257138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-11-28T20:29:42.270050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-11-28T20:29:42.270508] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-11-28T20:29:42.271366] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-11-28T20:29:42.271416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:42.271446] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:42.271471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:42.271527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:42.328555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:42.329758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:42.329858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:42.329891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:42.452301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:42.452462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:42.452500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:42.452559] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:42.455925] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-11-28T20:29:42.456198] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-11-28T20:29:42.456328] [INFO ] [sig       ] RYAN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:42.601303] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RYAN.txt
[2025-11-28T20:29:42.601525] [INFO ] [sig       ] [2808/3606] Completed RYAN in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:42.601588] [INFO ] [sig       ] [2809/3606] Forecasting RYI...
[2025-11-28T20:29:42.601622] [INFO ] [sig       ] Generating forecast for: RYI
[2025-11-28T20:29:42.601656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-11-28T20:29:42.614784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-11-28T20:29:42.615239] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-11-28T20:29:42.616020] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-11-28T20:29:42.616070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:42.616101] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:42.616126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:42.616181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:42.671655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:42.672566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:42.672670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:42.672702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:42.793141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:42.793295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:42.793334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:42.793363] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:42.796688] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=40.79%)
[2025-11-28T20:29:42.796947] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-11-28T20:29:42.797064] [INFO ] [sig       ] RYI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:42.934913] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RYI.txt
[2025-11-28T20:29:42.935066] [INFO ] [sig       ] [2809/3606] Completed RYI in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:42.935116] [INFO ] [sig       ] [2810/3606] Forecasting RYN...
[2025-11-28T20:29:42.935147] [INFO ] [sig       ] Generating forecast for: RYN
[2025-11-28T20:29:42.935177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-11-28T20:29:42.946958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-11-28T20:29:42.947315] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-11-28T20:29:42.951052] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-11-28T20:29:42.951116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:42.951147] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:42.951172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:42.951227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:43.006830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:43.007694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:43.007776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:43.007807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:43.120011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:43.120172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:43.120209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:43.120238] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:43.123734] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-11-28T20:29:43.124064] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-11-28T20:29:43.124197] [INFO ] [sig       ] RYN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:43.262990] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RYN.txt
[2025-11-28T20:29:43.263139] [INFO ] [sig       ] [2810/3606] Completed RYN in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:43.263179] [INFO ] [sig       ] [2811/3606] Forecasting RYTM...
[2025-11-28T20:29:43.263207] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-11-28T20:29:43.263237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-11-28T20:29:43.275173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-11-28T20:29:43.275463] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-11-28T20:29:43.276240] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-11-28T20:29:43.276290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:43.276321] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:43.276347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:43.276403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:43.337224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:43.337941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:43.338031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:43.338067] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:43.461434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:43.461599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:43.461640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:43.461668] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:43.464928] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-11-28T20:29:43.465209] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-11-28T20:29:43.465330] [INFO ] [sig       ] RYTM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:43.601942] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RYTM.txt
[2025-11-28T20:29:43.602076] [INFO ] [sig       ] [2811/3606] Completed RYTM in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:43.602116] [INFO ] [sig       ] [2812/3606] Forecasting RZB...
[2025-11-28T20:29:43.602147] [INFO ] [sig       ] Generating forecast for: RZB
[2025-11-28T20:29:43.602178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-11-28T20:29:43.616385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-11-28T20:29:43.616873] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-11-28T20:29:43.617690] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-11-28T20:29:43.617740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:43.617771] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:43.617798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:43.617857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:43.675614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:43.676280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:43.676362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:43.676394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:43.794926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:43.795083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:43.795122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:43.795150] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:43.798423] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=69.97%)
[2025-11-28T20:29:43.798709] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-11-28T20:29:43.798822] [INFO ] [sig       ] RZB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:43.936363] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RZB.txt
[2025-11-28T20:29:43.936541] [INFO ] [sig       ] [2812/3606] Completed RZB in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:43.936599] [INFO ] [sig       ] [2813/3606] Forecasting RZC...
[2025-11-28T20:29:43.936633] [INFO ] [sig       ] Generating forecast for: RZC
[2025-11-28T20:29:43.936663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-11-28T20:29:43.947556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-11-28T20:29:43.947905] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-11-28T20:29:43.951635] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-11-28T20:29:43.951704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:43.951736] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:43.951763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:43.951819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:44.007352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:44.008211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:44.008293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:44.008325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:44.127094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:44.127245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:44.127314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:44.127345] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:44.130723] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-11-28T20:29:44.130986] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-11-28T20:29:44.131106] [INFO ] [sig       ] RZC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:44.269880] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RZC.txt
[2025-11-28T20:29:44.270003] [INFO ] [sig       ] [2813/3606] Completed RZC in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:44.270042] [INFO ] [sig       ] [2814/3606] Forecasting S...
[2025-11-28T20:29:44.270072] [INFO ] [sig       ] Generating forecast for: S
[2025-11-28T20:29:44.270102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-11-28T20:29:44.281655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-11-28T20:29:44.281919] [INFO ] [FORECASTER] Starting predict_future for S
[2025-11-28T20:29:44.282719] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-11-28T20:29:44.282771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:44.282802] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:44.282829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:44.282884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:44.339994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:44.340565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:44.340654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:44.340689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:44.467789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:44.467909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:44.467971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:44.468147] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:44.471441] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=15.54%)
[2025-11-28T20:29:44.471727] [INFO ] [FORECASTER] Completed predict_future for S
[2025-11-28T20:29:44.471847] [INFO ] [sig       ] S: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:44.610785] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/S.txt
[2025-11-28T20:29:44.610906] [INFO ] [sig       ] [2814/3606] Completed S in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:44.610944] [INFO ] [sig       ] [2815/3606] Forecasting SA...
[2025-11-28T20:29:44.610971] [INFO ] [sig       ] Generating forecast for: SA
[2025-11-28T20:29:44.610999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-11-28T20:29:44.622471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-11-28T20:29:44.622755] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-11-28T20:29:44.623458] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-11-28T20:29:44.623506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:44.623537] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:44.623563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:44.623637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:44.682207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:44.682840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:44.682925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:44.682978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:44.809888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:44.810038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:44.810076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:44.810105] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:44.813449] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=35.78%)
[2025-11-28T20:29:44.813737] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-11-28T20:29:44.813857] [INFO ] [sig       ] SA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:44.956592] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SA.txt
[2025-11-28T20:29:44.956716] [INFO ] [sig       ] [2815/3606] Completed SA in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:44.956754] [INFO ] [sig       ] [2816/3606] Forecasting SAFE...
[2025-11-28T20:29:44.956783] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-11-28T20:29:44.956814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-11-28T20:29:44.968510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-11-28T20:29:44.968804] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-11-28T20:29:44.969552] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-11-28T20:29:44.969620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:44.969652] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:44.969680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:44.969736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:45.026462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:45.027075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:45.027149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:45.027181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:45.149473] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:45.149639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:45.149679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:45.149709] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:45.153070] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=19.57%)
[2025-11-28T20:29:45.153350] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-11-28T20:29:45.153473] [INFO ] [sig       ] SAFE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:45.292693] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SAFE.txt
[2025-11-28T20:29:45.292872] [INFO ] [sig       ] [2816/3606] Completed SAFE in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:45.292914] [INFO ] [sig       ] [2817/3606] Forecasting SAH...
[2025-11-28T20:29:45.292945] [INFO ] [sig       ] Generating forecast for: SAH
[2025-11-28T20:29:45.292974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-11-28T20:29:45.304036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-11-28T20:29:45.304318] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-11-28T20:29:45.305106] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-11-28T20:29:45.305154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:45.305197] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:45.305223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:45.305278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:45.361135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:45.361976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:45.362057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:45.362089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:45.489013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:45.489167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:45.489205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:45.489232] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:45.492462] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=37.35%)
[2025-11-28T20:29:45.492735] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-11-28T20:29:45.492848] [INFO ] [sig       ] SAH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:45.631111] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SAH.txt
[2025-11-28T20:29:45.631261] [INFO ] [sig       ] [2817/3606] Completed SAH in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:45.631298] [INFO ] [sig       ] [2818/3606] Forecasting SAIA...
[2025-11-28T20:29:45.631327] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-11-28T20:29:45.631356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-11-28T20:29:45.643100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-11-28T20:29:45.643454] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-11-28T20:29:45.644205] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-11-28T20:29:45.644254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:45.644283] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:45.644312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:45.644366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:45.701236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:45.702060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:45.702141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:45.702172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:45.826120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:45.826269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:45.826308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:45.826337] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:45.829697] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: UP (p=54.78%)
[2025-11-28T20:29:45.829982] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-11-28T20:29:45.830108] [INFO ] [sig       ] SAIA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:45.971017] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SAIA.txt
[2025-11-28T20:29:45.971180] [INFO ] [sig       ] [2818/3606] Completed SAIA in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:45.971220] [INFO ] [sig       ] [2819/3606] Forecasting SAIC...
[2025-11-28T20:29:45.971248] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-11-28T20:29:45.971277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-11-28T20:29:45.983076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-11-28T20:29:45.983463] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-11-28T20:29:45.984215] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-11-28T20:29:45.984264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:45.984295] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:45.984320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:45.984375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:46.041474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:46.042290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:46.042367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:46.042400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:46.166153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:46.166302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:46.166339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:46.166366] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:46.169735] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-11-28T20:29:46.170025] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-11-28T20:29:46.170149] [INFO ] [sig       ] SAIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:46.306954] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SAIC.txt
[2025-11-28T20:29:46.307103] [INFO ] [sig       ] [2819/3606] Completed SAIC in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:46.307140] [INFO ] [sig       ] [2820/3606] Forecasting SAM...
[2025-11-28T20:29:46.307169] [INFO ] [sig       ] Generating forecast for: SAM
[2025-11-28T20:29:46.307198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-11-28T20:29:46.318851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-11-28T20:29:46.319094] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-11-28T20:29:46.319951] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-11-28T20:29:46.320000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:46.320029] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:46.320055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:46.320109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:46.376247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:46.377131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:46.377214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:46.377247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:46.499507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:46.499666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:46.499707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:46.499735] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:46.503073] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=0.12%)
[2025-11-28T20:29:46.503336] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-11-28T20:29:46.503456] [INFO ] [sig       ] SAM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:46.647588] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SAM.txt
[2025-11-28T20:29:46.647741] [INFO ] [sig       ] [2820/3606] Completed SAM in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:46.647779] [INFO ] [sig       ] [2821/3606] Forecasting SAMG...
[2025-11-28T20:29:46.647817] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-11-28T20:29:46.647847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-11-28T20:29:46.659916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-11-28T20:29:46.660252] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-11-28T20:29:46.660996] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-11-28T20:29:46.661045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:46.661076] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:46.661101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:46.661156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:46.715994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:46.716624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:46.716698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:46.716729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:46.833615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:46.833757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:46.833794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:46.833822] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:46.837021] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-11-28T20:29:46.837288] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-11-28T20:29:46.837403] [INFO ] [sig       ] SAMG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:46.974059] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SAMG.txt
[2025-11-28T20:29:46.974191] [INFO ] [sig       ] [2821/3606] Completed SAMG in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:46.974228] [INFO ] [sig       ] [2822/3606] Forecasting SAN...
[2025-11-28T20:29:46.974257] [INFO ] [sig       ] Generating forecast for: SAN
[2025-11-28T20:29:46.974286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-11-28T20:29:46.985760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-11-28T20:29:46.986168] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-11-28T20:29:46.986964] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-11-28T20:29:46.987015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:46.987072] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:46.987100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:46.987156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:47.044562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:47.045414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:47.045493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:47.045531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:47.168878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:47.169040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:47.169079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:47.169106] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:47.172306] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-11-28T20:29:47.172561] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-11-28T20:29:47.172690] [INFO ] [sig       ] SAN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:47.308611] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SAN.txt
[2025-11-28T20:29:47.308730] [INFO ] [sig       ] [2822/3606] Completed SAN in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:47.308767] [INFO ] [sig       ] [2823/3606] Forecasting SANA...
[2025-11-28T20:29:47.308796] [INFO ] [sig       ] Generating forecast for: SANA
[2025-11-28T20:29:47.308825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-11-28T20:29:47.323418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-11-28T20:29:47.323892] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-11-28T20:29:47.324882] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-11-28T20:29:47.324940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:47.324979] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:47.325011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:47.325086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:47.383730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:47.384554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:47.384651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:47.384684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:47.501765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:47.501912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:47.501950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:47.501977] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:47.505188] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-11-28T20:29:47.505443] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-11-28T20:29:47.505559] [INFO ] [sig       ] SANA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:47.638997] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SANA.txt
[2025-11-28T20:29:47.639131] [INFO ] [sig       ] [2823/3606] Completed SANA in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:47.639169] [INFO ] [sig       ] [2824/3606] Forecasting SANM...
[2025-11-28T20:29:47.639197] [INFO ] [sig       ] Generating forecast for: SANM
[2025-11-28T20:29:47.639227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-11-28T20:29:47.650897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-11-28T20:29:47.651194] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-11-28T20:29:47.651967] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-11-28T20:29:47.652016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:47.652046] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:47.652071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:47.652126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:47.707659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:47.708265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:47.708340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:47.708372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:47.825920] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:47.826056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:47.826092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:47.826135] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:47.829348] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: DOWN (p=16.24%)
[2025-11-28T20:29:47.829623] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-11-28T20:29:47.829738] [INFO ] [sig       ] SANM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:47.964101] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SANM.txt
[2025-11-28T20:29:47.964216] [INFO ] [sig       ] [2824/3606] Completed SANM in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:47.964252] [INFO ] [sig       ] [2825/3606] Forecasting SAP...
[2025-11-28T20:29:47.964281] [INFO ] [sig       ] Generating forecast for: SAP
[2025-11-28T20:29:47.964311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-11-28T20:29:47.975560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-11-28T20:29:47.975846] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-11-28T20:29:47.976554] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-11-28T20:29:47.976621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:47.976650] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:47.976675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:47.976729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:48.033588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:48.034348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:48.034426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:48.034459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:48.154957] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:48.155090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:48.155131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:48.155185] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:48.158361] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-11-28T20:29:48.158642] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-11-28T20:29:48.158770] [INFO ] [sig       ] SAP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:48.297806] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SAP.txt
[2025-11-28T20:29:48.297926] [INFO ] [sig       ] [2825/3606] Completed SAP in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.4m
[2025-11-28T20:29:48.297963] [INFO ] [sig       ] [2826/3606] Forecasting SARK...
[2025-11-28T20:29:48.297991] [INFO ] [sig       ] Generating forecast for: SARK
[2025-11-28T20:29:48.298048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-11-28T20:29:48.308660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-11-28T20:29:48.308921] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-11-28T20:29:48.309699] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-11-28T20:29:48.309748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:48.309779] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:48.309805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:48.309860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:48.366962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:48.367551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:48.367640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:48.367673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:48.483449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:48.483604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:48.483641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:48.483669] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:48.486982] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-11-28T20:29:48.487253] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-11-28T20:29:48.487370] [INFO ] [sig       ] SARK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:48.625627] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SARK.txt
[2025-11-28T20:29:48.625749] [INFO ] [sig       ] [2826/3606] Completed SARK in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:48.625786] [INFO ] [sig       ] [2827/3606] Forecasting SATL...
[2025-11-28T20:29:48.625814] [INFO ] [sig       ] Generating forecast for: SATL
[2025-11-28T20:29:48.625841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-11-28T20:29:48.637918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-11-28T20:29:48.638346] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-11-28T20:29:48.639176] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-11-28T20:29:48.639228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:48.639259] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:48.639284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:48.639343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:48.695674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:48.696515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:48.696614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:48.696648] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:48.812658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:48.812816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:48.812853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:48.812881] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:48.816289] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=18.80%)
[2025-11-28T20:29:48.816595] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-11-28T20:29:48.816722] [INFO ] [sig       ] SATL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:48.950755] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SATL.txt
[2025-11-28T20:29:48.950878] [INFO ] [sig       ] [2827/3606] Completed SATL in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:48.950916] [INFO ] [sig       ] [2828/3606] Forecasting SATS...
[2025-11-28T20:29:48.950944] [INFO ] [sig       ] Generating forecast for: SATS
[2025-11-28T20:29:48.950973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-11-28T20:29:48.962070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-11-28T20:29:48.962369] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-11-28T20:29:48.963188] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-11-28T20:29:48.963238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:48.963268] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:48.963294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:48.963361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:49.017651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:49.018269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:49.018342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:49.018374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:49.140428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:49.140555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:49.140609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:49.140637] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:49.143805] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-11-28T20:29:49.144057] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-11-28T20:29:49.144174] [INFO ] [sig       ] SATS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:49.277734] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SATS.txt
[2025-11-28T20:29:49.277858] [INFO ] [sig       ] [2828/3606] Completed SATS in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:49.277895] [INFO ] [sig       ] [2829/3606] Forecasting SAVA...
[2025-11-28T20:29:49.277924] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-11-28T20:29:49.277952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-11-28T20:29:49.288847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-11-28T20:29:49.289137] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-11-28T20:29:49.289924] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-11-28T20:29:49.289974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:49.290005] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:49.290031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:49.290086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:49.344981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:49.345664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:49.345740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:49.345772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:49.465475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:49.465644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:49.465685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:49.465712] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:49.468975] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-11-28T20:29:49.469229] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-11-28T20:29:49.469345] [INFO ] [sig       ] SAVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:49.603118] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SAVA.txt
[2025-11-28T20:29:49.603223] [INFO ] [sig       ] [2829/3606] Completed SAVA in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:49.603260] [INFO ] [sig       ] [2830/3606] Forecasting SB...
[2025-11-28T20:29:49.603289] [INFO ] [sig       ] Generating forecast for: SB
[2025-11-28T20:29:49.603318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-11-28T20:29:49.613873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-11-28T20:29:49.614133] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-11-28T20:29:49.614878] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-11-28T20:29:49.614939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:49.614970] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:49.614995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:49.615049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:49.669542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:49.670282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:49.670358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:49.670389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:49.785122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:49.785270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:49.785307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:49.785334] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:49.788522] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-11-28T20:29:49.788793] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-11-28T20:29:49.788910] [INFO ] [sig       ] SB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:49.923156] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SB.txt
[2025-11-28T20:29:49.923287] [INFO ] [sig       ] [2830/3606] Completed SB in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:49.923324] [INFO ] [sig       ] [2831/3606] Forecasting SBAC...
[2025-11-28T20:29:49.923353] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-11-28T20:29:49.923382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-11-28T20:29:49.934823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-11-28T20:29:49.935124] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-11-28T20:29:49.935890] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-11-28T20:29:49.935938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:49.935968] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:49.935994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:49.936047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:49.992203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:49.992843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:49.992918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:49.992959] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:50.108396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:50.108542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:50.108595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:50.108628] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:50.111831] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=24.46%)
[2025-11-28T20:29:50.112087] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-11-28T20:29:50.112200] [INFO ] [sig       ] SBAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:50.251857] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SBAC.txt
[2025-11-28T20:29:50.251985] [INFO ] [sig       ] [2831/3606] Completed SBAC in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:50.252022] [INFO ] [sig       ] [2832/3606] Forecasting SBCF...
[2025-11-28T20:29:50.252050] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-11-28T20:29:50.252079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-11-28T20:29:50.263838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-11-28T20:29:50.264139] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-11-28T20:29:50.264930] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-11-28T20:29:50.264979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:50.265009] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:50.265034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:50.265089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:50.319773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:50.320403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:50.320510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:50.320542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:50.437535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:50.437700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:50.437739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:50.437767] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:50.441109] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=32.76%)
[2025-11-28T20:29:50.441368] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-11-28T20:29:50.441485] [INFO ] [sig       ] SBCF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:50.575961] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SBCF.txt
[2025-11-28T20:29:50.576084] [INFO ] [sig       ] [2832/3606] Completed SBCF in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:50.576122] [INFO ] [sig       ] [2833/3606] Forecasting SBFM...
[2025-11-28T20:29:50.576152] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-11-28T20:29:50.576183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-11-28T20:29:50.588100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-11-28T20:29:50.588400] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-11-28T20:29:50.589173] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-11-28T20:29:50.589221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:50.589251] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:50.589276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:50.589330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:50.644287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:50.644969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:50.645045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:50.645076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:50.765277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:50.765415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:50.765451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:50.765479] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:50.768815] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=75.77%)
[2025-11-28T20:29:50.769081] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-11-28T20:29:50.769199] [INFO ] [sig       ] SBFM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:50.909050] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SBFM.txt
[2025-11-28T20:29:50.909201] [INFO ] [sig       ] [2833/3606] Completed SBFM in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:50.909240] [INFO ] [sig       ] [2834/3606] Forecasting SBGI...
[2025-11-28T20:29:50.909269] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-11-28T20:29:50.909297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-11-28T20:29:50.921536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-11-28T20:29:50.921952] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-11-28T20:29:50.922733] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-11-28T20:29:50.922783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:50.922815] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:50.922841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:50.922896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:50.979658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:50.980514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:50.980615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:50.980649] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:51.099877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:51.100025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:51.100065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:51.100093] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:51.103390] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=49.47%)
[2025-11-28T20:29:51.103828] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-11-28T20:29:51.103954] [INFO ] [sig       ] SBGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:51.241037] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SBGI.txt
[2025-11-28T20:29:51.241193] [INFO ] [sig       ] [2834/3606] Completed SBGI in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:51.241232] [INFO ] [sig       ] [2835/3606] Forecasting SBH...
[2025-11-28T20:29:51.241261] [INFO ] [sig       ] Generating forecast for: SBH
[2025-11-28T20:29:51.241290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-11-28T20:29:51.252707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-11-28T20:29:51.253015] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-11-28T20:29:51.253755] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-11-28T20:29:51.253804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:51.253834] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:51.253861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:51.253915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:51.309479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:51.310180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:51.310256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:51.310287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:51.431653] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:51.431802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:51.431840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:51.431868] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:51.435077] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-11-28T20:29:51.435350] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-11-28T20:29:51.435465] [INFO ] [sig       ] SBH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:51.576529] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SBH.txt
[2025-11-28T20:29:51.576732] [INFO ] [sig       ] [2835/3606] Completed SBH in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:51.576777] [INFO ] [sig       ] [2836/3606] Forecasting SBI...
[2025-11-28T20:29:51.576805] [INFO ] [sig       ] Generating forecast for: SBI
[2025-11-28T20:29:51.576841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-11-28T20:29:51.588467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-11-28T20:29:51.588838] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-11-28T20:29:51.589638] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-11-28T20:29:51.589697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:51.589734] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:51.589763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:51.589818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:51.644744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:51.645492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:51.645589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:51.645636] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:51.761999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:51.762147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:51.762185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:51.762214] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:51.765690] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-11-28T20:29:51.765956] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-11-28T20:29:51.766073] [INFO ] [sig       ] SBI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:51.903681] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SBI.txt
[2025-11-28T20:29:51.903800] [INFO ] [sig       ] [2836/3606] Completed SBI in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:51.903837] [INFO ] [sig       ] [2837/3606] Forecasting SBLK...
[2025-11-28T20:29:51.903865] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-11-28T20:29:51.903894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-11-28T20:29:51.915878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-11-28T20:29:51.916229] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-11-28T20:29:51.916999] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-11-28T20:29:51.917048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:51.917077] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:51.917102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:51.917156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:51.974670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:51.975442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:51.975520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:51.975552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:52.091998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:52.092167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:52.092205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:52.092234] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:52.095531] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=52.04%)
[2025-11-28T20:29:52.095837] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-11-28T20:29:52.095974] [INFO ] [sig       ] SBLK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:52.231418] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SBLK.txt
[2025-11-28T20:29:52.231540] [INFO ] [sig       ] [2837/3606] Completed SBLK in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:52.231596] [INFO ] [sig       ] [2838/3606] Forecasting SBRA...
[2025-11-28T20:29:52.231628] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-11-28T20:29:52.231658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-11-28T20:29:52.243564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-11-28T20:29:52.243901] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-11-28T20:29:52.244653] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-11-28T20:29:52.244701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:52.244731] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:52.244756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:52.244810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:52.298651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:52.299215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:52.299290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:52.299320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:52.417079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:52.417227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:52.417264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:52.417291] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:52.420630] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-11-28T20:29:52.420903] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-11-28T20:29:52.421016] [INFO ] [sig       ] SBRA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:52.556513] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SBRA.txt
[2025-11-28T20:29:52.556681] [INFO ] [sig       ] [2838/3606] Completed SBRA in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:52.556727] [INFO ] [sig       ] [2839/3606] Forecasting SBS...
[2025-11-28T20:29:52.556758] [INFO ] [sig       ] Generating forecast for: SBS
[2025-11-28T20:29:52.556786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-11-28T20:29:52.568183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-11-28T20:29:52.568460] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-11-28T20:29:52.569198] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-11-28T20:29:52.569247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:52.569299] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:52.569327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:52.569382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:52.624512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:52.625121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:52.625194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:52.625224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:52.751418] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:52.751565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:52.751691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:52.751725] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:52.754915] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=22.39%)
[2025-11-28T20:29:52.755171] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-11-28T20:29:52.755286] [INFO ] [sig       ] SBS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:52.893209] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SBS.txt
[2025-11-28T20:29:52.893332] [INFO ] [sig       ] [2839/3606] Completed SBS in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:52.893377] [INFO ] [sig       ] [2840/3606] Forecasting SBSI...
[2025-11-28T20:29:52.893406] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-11-28T20:29:52.893434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-11-28T20:29:52.904341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-11-28T20:29:52.904628] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-11-28T20:29:52.905351] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-11-28T20:29:52.905399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:52.905429] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:52.905454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:52.905508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:52.959806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:52.960464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:52.960538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:52.960568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:53.072722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:53.072863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:53.072901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:53.072928] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:53.076101] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-11-28T20:29:53.076358] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-11-28T20:29:53.076473] [INFO ] [sig       ] SBSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:53.211075] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SBSI.txt
[2025-11-28T20:29:53.211195] [INFO ] [sig       ] [2840/3606] Completed SBSI in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:53.211231] [INFO ] [sig       ] [2841/3606] Forecasting SBUX...
[2025-11-28T20:29:53.211259] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-11-28T20:29:53.211287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-11-28T20:29:53.222209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-11-28T20:29:53.222500] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-11-28T20:29:53.223260] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-11-28T20:29:53.223319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:53.223351] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:53.223377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:53.223431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:53.277893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:53.278493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:53.278565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:53.278613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:53.397361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:53.397470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:53.397505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:53.397532] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:53.400665] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-11-28T20:29:53.400917] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-11-28T20:29:53.401027] [INFO ] [sig       ] SBUX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:53.536377] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SBUX.txt
[2025-11-28T20:29:53.536497] [INFO ] [sig       ] [2841/3606] Completed SBUX in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:53.536534] [INFO ] [sig       ] [2842/3606] Forecasting SCD...
[2025-11-28T20:29:53.536563] [INFO ] [sig       ] Generating forecast for: SCD
[2025-11-28T20:29:53.536613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-11-28T20:29:53.548240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-11-28T20:29:53.548509] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-11-28T20:29:53.549299] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-11-28T20:29:53.549348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:53.549379] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:53.549406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:53.549461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:53.604314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:53.604911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:53.604983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:53.605013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:53.718082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:53.718217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:53.718253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:53.718306] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:53.721526] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=19.88%)
[2025-11-28T20:29:53.721808] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-11-28T20:29:53.721923] [INFO ] [sig       ] SCD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:53.860970] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SCD.txt
[2025-11-28T20:29:53.861116] [INFO ] [sig       ] [2842/3606] Completed SCD in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:53.861155] [INFO ] [sig       ] [2843/3606] Forecasting SCHL...
[2025-11-28T20:29:53.861184] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-11-28T20:29:53.861213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-11-28T20:29:53.872268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-11-28T20:29:53.872539] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-11-28T20:29:53.873309] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-11-28T20:29:53.873368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:53.873418] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:53.873452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:53.873509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:53.928641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:53.929267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:53.929343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:53.929374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:54.050250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:54.050385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:54.050443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:54.050476] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:54.053784] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=18.90%)
[2025-11-28T20:29:54.054046] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-11-28T20:29:54.054168] [INFO ] [sig       ] SCHL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:54.190210] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SCHL.txt
[2025-11-28T20:29:54.190324] [INFO ] [sig       ] [2843/3606] Completed SCHL in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.3m
[2025-11-28T20:29:54.190362] [INFO ] [sig       ] [2844/3606] Forecasting SCI...
[2025-11-28T20:29:54.190389] [INFO ] [sig       ] Generating forecast for: SCI
[2025-11-28T20:29:54.190417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-11-28T20:29:54.201522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-11-28T20:29:54.201828] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-11-28T20:29:54.202588] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-11-28T20:29:54.202648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:54.202684] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:54.202716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:54.202783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:54.259243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:54.259984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:54.260060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:54.260092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:54.382292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:54.382459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:54.382510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:54.382547] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:54.386875] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-11-28T20:29:54.387208] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-11-28T20:29:54.387360] [INFO ] [sig       ] SCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:54.531898] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SCI.txt
[2025-11-28T20:29:54.532037] [INFO ] [sig       ] [2844/3606] Completed SCI in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.2m
[2025-11-28T20:29:54.532083] [INFO ] [sig       ] [2845/3606] Forecasting SCL...
[2025-11-28T20:29:54.532112] [INFO ] [sig       ] Generating forecast for: SCL
[2025-11-28T20:29:54.532141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-11-28T20:29:54.543001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-11-28T20:29:54.543366] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-11-28T20:29:54.544133] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-11-28T20:29:54.544182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:54.544212] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:54.544237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:54.544291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:54.598699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:54.599525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:54.599624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:54.599657] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:54.717430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:54.717593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:54.717633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:54.717660] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:54.720901] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2025-11-28T20:29:54.721180] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-11-28T20:29:54.721300] [INFO ] [sig       ] SCL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:54.855535] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SCL.txt
[2025-11-28T20:29:54.855705] [INFO ] [sig       ] [2845/3606] Completed SCL in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:54.855744] [INFO ] [sig       ] [2846/3606] Forecasting SCLX...
[2025-11-28T20:29:54.855771] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-11-28T20:29:54.855805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-11-28T20:29:54.866517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-11-28T20:29:54.866824] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-11-28T20:29:54.867549] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-11-28T20:29:54.867614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:54.867649] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:54.867677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:54.867731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:54.922492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:54.923228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:54.923301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:54.923332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:55.041508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:55.041671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:55.041716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:55.041750] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:55.045201] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: DOWN (p=28.22%)
[2025-11-28T20:29:55.045524] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-11-28T20:29:55.045736] [INFO ] [sig       ] SCLX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:55.183248] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SCLX.txt
[2025-11-28T20:29:55.183375] [INFO ] [sig       ] [2846/3606] Completed SCLX in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:55.183414] [INFO ] [sig       ] [2847/3606] Forecasting SCM...
[2025-11-28T20:29:55.183442] [INFO ] [sig       ] Generating forecast for: SCM
[2025-11-28T20:29:55.183470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-11-28T20:29:55.194398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-11-28T20:29:55.194697] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-11-28T20:29:55.195413] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-11-28T20:29:55.195462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:55.195493] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:55.195518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:55.195594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:55.250022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:55.250675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:55.250753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:55.250784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:55.365684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:55.365845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:55.365884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:55.365912] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:55.369373] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2025-11-28T20:29:55.369694] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-11-28T20:29:55.369822] [INFO ] [sig       ] SCM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:55.506841] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SCM.txt
[2025-11-28T20:29:55.506993] [INFO ] [sig       ] [2847/3606] Completed SCM in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:55.507034] [INFO ] [sig       ] [2848/3606] Forecasting SCS...
[2025-11-28T20:29:55.507062] [INFO ] [sig       ] Generating forecast for: SCS
[2025-11-28T20:29:55.507090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-11-28T20:29:55.518722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCS'.
[2025-11-28T20:29:55.519032] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-11-28T20:29:55.519850] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-11-28T20:29:55.519909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:55.519945] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:55.519970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:55.520025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:55.576090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:55.576813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:55.576889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:55.576921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:55.695723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:55.695871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:55.695911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:55.695979] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:55.699409] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-11-28T20:29:55.699718] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-11-28T20:29:55.699858] [INFO ] [sig       ] SCS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:55.836822] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SCS.txt
[2025-11-28T20:29:55.836975] [INFO ] [sig       ] [2848/3606] Completed SCS in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:55.837014] [INFO ] [sig       ] [2849/3606] Forecasting SCSC...
[2025-11-28T20:29:55.837044] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-11-28T20:29:55.837074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-11-28T20:29:55.848193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-11-28T20:29:55.848440] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-11-28T20:29:55.849201] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-11-28T20:29:55.849249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:55.849278] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:55.849304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:55.849358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:55.904034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:55.904631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:55.904727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:55.904758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:56.022544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:56.022702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:56.022740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:56.022767] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:56.025973] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=83.43%)
[2025-11-28T20:29:56.026229] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-11-28T20:29:56.026342] [INFO ] [sig       ] SCSC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:56.162046] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SCSC.txt
[2025-11-28T20:29:56.162169] [INFO ] [sig       ] [2849/3606] Completed SCSC in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:56.162207] [INFO ] [sig       ] [2850/3606] Forecasting SCVL...
[2025-11-28T20:29:56.162235] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-11-28T20:29:56.162264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-11-28T20:29:56.174165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-11-28T20:29:56.174497] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-11-28T20:29:56.175283] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-11-28T20:29:56.175332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:56.175363] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:56.175389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:56.175444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:56.232904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:56.233776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:56.233876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:56.233909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:56.354479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:56.354650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:56.354692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:56.354719] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:56.358088] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=31.48%)
[2025-11-28T20:29:56.358416] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-11-28T20:29:56.358558] [INFO ] [sig       ] SCVL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:56.500978] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SCVL.txt
[2025-11-28T20:29:56.501126] [INFO ] [sig       ] [2850/3606] Completed SCVL in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:56.501163] [INFO ] [sig       ] [2851/3606] Forecasting SCZ...
[2025-11-28T20:29:56.501192] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-11-28T20:29:56.501221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-11-28T20:29:56.512058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-11-28T20:29:56.512307] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-11-28T20:29:56.513169] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-11-28T20:29:56.513219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:56.513249] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:56.513275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:56.513329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:56.567930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:56.568776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:56.568857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:56.568888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:56.688044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:56.688190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:56.688227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:56.688254] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:56.691426] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=79.64%)
[2025-11-28T20:29:56.691699] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-11-28T20:29:56.691816] [INFO ] [sig       ] SCZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:56.828446] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SCZ.txt
[2025-11-28T20:29:56.828616] [INFO ] [sig       ] [2851/3606] Completed SCZ in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:56.828657] [INFO ] [sig       ] [2852/3606] Forecasting SD...
[2025-11-28T20:29:56.828685] [INFO ] [sig       ] Generating forecast for: SD
[2025-11-28T20:29:56.828715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-11-28T20:29:56.839845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-11-28T20:29:56.840200] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-11-28T20:29:56.840951] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-11-28T20:29:56.840999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:56.841030] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:56.841069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:56.841125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:56.897695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:56.898504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:56.898599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:56.898633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:57.015371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:57.015522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:57.015561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:57.015610] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:57.018888] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=80.52%)
[2025-11-28T20:29:57.019168] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-11-28T20:29:57.019288] [INFO ] [sig       ] SD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:57.181025] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SD.txt
[2025-11-28T20:29:57.181206] [INFO ] [sig       ] [2852/3606] Completed SD in 0.4s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:57.181245] [INFO ] [sig       ] [2853/3606] Forecasting SDA...
[2025-11-28T20:29:57.181275] [INFO ] [sig       ] Generating forecast for: SDA
[2025-11-28T20:29:57.181305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-11-28T20:29:57.192993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-11-28T20:29:57.193363] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-11-28T20:29:57.194119] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-11-28T20:29:57.194170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:57.194200] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:57.194226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:57.194280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:57.248982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:57.249782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:57.249858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:57.249889] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:57.366471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:57.366641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:57.366679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:57.366707] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:57.369987] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-11-28T20:29:57.370271] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-11-28T20:29:57.370397] [INFO ] [sig       ] SDA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:57.508205] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SDA.txt
[2025-11-28T20:29:57.508362] [INFO ] [sig       ] [2853/3606] Completed SDA in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:57.508400] [INFO ] [sig       ] [2854/3606] Forecasting SDHY...
[2025-11-28T20:29:57.508430] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-11-28T20:29:57.508461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-11-28T20:29:57.520646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-11-28T20:29:57.520978] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-11-28T20:29:57.521746] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-11-28T20:29:57.521795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:57.521824] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:57.521850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:57.521902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:57.576709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:57.577346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:57.577421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:57.577451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:57.693417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:57.693589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:57.693628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:57.693655] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:57.696873] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-11-28T20:29:57.697136] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-11-28T20:29:57.697250] [INFO ] [sig       ] SDHY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:57.833743] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SDHY.txt
[2025-11-28T20:29:57.833893] [INFO ] [sig       ] [2854/3606] Completed SDHY in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:57.833930] [INFO ] [sig       ] [2855/3606] Forecasting SDRL...
[2025-11-28T20:29:57.833958] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-11-28T20:29:57.833986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-11-28T20:29:57.845878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-11-28T20:29:57.846293] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-11-28T20:29:57.847130] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-11-28T20:29:57.847183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:57.847218] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:57.847244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:57.847298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:57.904378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:57.905224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:57.905303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:57.905334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:58.022405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:58.022561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:58.022616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:58.022644] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:58.025913] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-11-28T20:29:58.026176] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-11-28T20:29:58.026298] [INFO ] [sig       ] SDRL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:29:58.163989] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SDRL.txt
[2025-11-28T20:29:58.164132] [INFO ] [sig       ] [2855/3606] Completed SDRL in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:58.164171] [INFO ] [sig       ] [2856/3606] Forecasting SDVY...
[2025-11-28T20:29:58.164199] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-11-28T20:29:58.164237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-11-28T20:29:58.176109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-11-28T20:29:58.176436] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-11-28T20:29:58.177184] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-11-28T20:29:58.177233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:58.177289] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:58.177316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:58.177371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:58.235276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:58.236215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:58.236305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:58.236344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:58.355627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:58.355779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:58.355826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:58.355867] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:58.359234] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-11-28T20:29:58.359497] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-11-28T20:29:58.359638] [INFO ] [sig       ] SDVY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:58.499699] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SDVY.txt
[2025-11-28T20:29:58.499833] [INFO ] [sig       ] [2856/3606] Completed SDVY in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:58.499871] [INFO ] [sig       ] [2857/3606] Forecasting SE...
[2025-11-28T20:29:58.499901] [INFO ] [sig       ] Generating forecast for: SE
[2025-11-28T20:29:58.499930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-11-28T20:29:58.512134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-11-28T20:29:58.512436] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-11-28T20:29:58.513212] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-11-28T20:29:58.513261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:58.513291] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:58.513316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:58.513371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:58.567752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:58.568606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:58.568689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:58.568720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:58.689309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:58.689459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:58.689500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:58.689529] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:58.692924] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-11-28T20:29:58.693203] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-11-28T20:29:58.693324] [INFO ] [sig       ] SE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:58.832701] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SE.txt
[2025-11-28T20:29:58.832860] [INFO ] [sig       ] [2857/3606] Completed SE in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:58.832900] [INFO ] [sig       ] [2858/3606] Forecasting SEDG...
[2025-11-28T20:29:58.832928] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-11-28T20:29:58.832957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-11-28T20:29:58.844336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-11-28T20:29:58.844731] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-11-28T20:29:58.845459] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-11-28T20:29:58.845509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:58.845540] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:58.845565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:58.845643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:58.903385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:58.904189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:58.904266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:58.904297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:59.023263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:59.023404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:59.023442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:59.023469] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:59.026659] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=28.37%)
[2025-11-28T20:29:59.026912] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-11-28T20:29:59.027026] [INFO ] [sig       ] SEDG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:59.166548] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SEDG.txt
[2025-11-28T20:29:59.166679] [INFO ] [sig       ] [2858/3606] Completed SEDG in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:59.166716] [INFO ] [sig       ] [2859/3606] Forecasting SEE...
[2025-11-28T20:29:59.166744] [INFO ] [sig       ] Generating forecast for: SEE
[2025-11-28T20:29:59.166773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-11-28T20:29:59.178745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-11-28T20:29:59.179175] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-11-28T20:29:59.179988] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-11-28T20:29:59.180039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:59.180069] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:59.180094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:59.180148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:59.236839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:59.237724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:59.237809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:59.237841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:59.364902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:59.365055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:59.365094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:59.365157] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:59.368651] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=41.20%)
[2025-11-28T20:29:59.368952] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-11-28T20:29:59.369084] [INFO ] [sig       ] SEE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:59.507028] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SEE.txt
[2025-11-28T20:29:59.507186] [INFO ] [sig       ] [2859/3606] Completed SEE in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:59.507240] [INFO ] [sig       ] [2860/3606] Forecasting SEIC...
[2025-11-28T20:29:59.507273] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-11-28T20:29:59.507303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-11-28T20:29:59.518695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-11-28T20:29:59.519014] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-11-28T20:29:59.519760] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-11-28T20:29:59.519820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:59.519856] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:59.519887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:59.519943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:59.574779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:59.575427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:59.575502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:59.575533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:29:59.690102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:29:59.690229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:29:59.690264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:29:59.690290] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:29:59.693420] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=30.86%)
[2025-11-28T20:29:59.693694] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-11-28T20:29:59.693811] [INFO ] [sig       ] SEIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:29:59.828461] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SEIC.txt
[2025-11-28T20:29:59.828589] [INFO ] [sig       ] [2860/3606] Completed SEIC in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:29:59.828629] [INFO ] [sig       ] [2861/3606] Forecasting SELF...
[2025-11-28T20:29:59.828657] [INFO ] [sig       ] Generating forecast for: SELF
[2025-11-28T20:29:59.828686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-11-28T20:29:59.840489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-11-28T20:29:59.840912] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-11-28T20:29:59.841693] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-11-28T20:29:59.841742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:29:59.841772] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:29:59.841797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:29:59.841854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:29:59.901919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:29:59.902912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:29:59.903005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:29:59.903041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:00.019002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:00.019162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:00.019201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:00.019230] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:00.022513] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-11-28T20:30:00.022798] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-11-28T20:30:00.022917] [INFO ] [sig       ] SELF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:00.163071] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SELF.txt
[2025-11-28T20:30:00.163223] [INFO ] [sig       ] [2861/3606] Completed SELF in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.2m
[2025-11-28T20:30:00.163262] [INFO ] [sig       ] [2862/3606] Forecasting SEM...
[2025-11-28T20:30:00.163293] [INFO ] [sig       ] Generating forecast for: SEM
[2025-11-28T20:30:00.163323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-11-28T20:30:00.175202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-11-28T20:30:00.175505] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-11-28T20:30:00.176258] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-11-28T20:30:00.176307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:00.176337] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:00.176362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:00.176417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:00.242035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:00.242897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:00.242978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:00.243020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:00.361440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:00.361556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:00.361613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:00.361642] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:00.364819] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=26.60%)
[2025-11-28T20:30:00.365074] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-11-28T20:30:00.365277] [INFO ] [sig       ] SEM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:00.508041] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SEM.txt
[2025-11-28T20:30:00.508189] [INFO ] [sig       ] [2862/3606] Completed SEM in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.1m
[2025-11-28T20:30:00.508229] [INFO ] [sig       ] [2863/3606] Forecasting SENEA...
[2025-11-28T20:30:00.508259] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-11-28T20:30:00.508288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-11-28T20:30:00.519346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-11-28T20:30:00.519698] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-11-28T20:30:00.520454] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-11-28T20:30:00.520505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:00.520537] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:00.520564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:00.520674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:00.578022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:00.578811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:00.578889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:00.578922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:00.699813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:00.699922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:00.699968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:00.700004] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:00.703405] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-11-28T20:30:00.703703] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-11-28T20:30:00.703831] [INFO ] [sig       ] SENEA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:00.843319] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SENEA.txt
[2025-11-28T20:30:00.843461] [INFO ] [sig       ] [2863/3606] Completed SENEA in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:00.843501] [INFO ] [sig       ] [2864/3606] Forecasting SENS...
[2025-11-28T20:30:00.843530] [INFO ] [sig       ] Generating forecast for: SENS
[2025-11-28T20:30:00.843558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-11-28T20:30:00.855285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-11-28T20:30:00.855603] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-11-28T20:30:00.856386] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-11-28T20:30:00.856436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:00.856467] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:00.856492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:00.856547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:00.915241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:00.915859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:00.915948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:00.915981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:01.037431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:01.037562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:01.037616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:01.037645] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:01.040960] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2025-11-28T20:30:01.041240] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-11-28T20:30:01.041362] [INFO ] [sig       ] SENS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:01.180373] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SENS.txt
[2025-11-28T20:30:01.180497] [INFO ] [sig       ] [2864/3606] Completed SENS in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:01.180535] [INFO ] [sig       ] [2865/3606] Forecasting SERA...
[2025-11-28T20:30:01.180564] [INFO ] [sig       ] Generating forecast for: SERA
[2025-11-28T20:30:01.180612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-11-28T20:30:01.191252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-11-28T20:30:01.191498] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-11-28T20:30:01.192219] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-11-28T20:30:01.192279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:01.192310] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:01.192335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:01.192390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:01.256392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:01.257439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:01.257560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:01.257633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:01.416269] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:01.416381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:01.416420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:01.416450] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:01.419983] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-11-28T20:30:01.420269] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-11-28T20:30:01.420398] [INFO ] [sig       ] SERA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:01.562260] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SERA.txt
[2025-11-28T20:30:01.562418] [INFO ] [sig       ] [2865/3606] Completed SERA in 0.4s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:01.562459] [INFO ] [sig       ] [2866/3606] Forecasting SES...
[2025-11-28T20:30:01.562488] [INFO ] [sig       ] Generating forecast for: SES
[2025-11-28T20:30:01.562516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-11-28T20:30:01.585796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-11-28T20:30:01.586171] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-11-28T20:30:01.586942] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-11-28T20:30:01.586992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:01.587023] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:01.587050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:01.587105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:01.642331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:01.643173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:01.643291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:01.643323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:01.766284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:01.766438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:01.766475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:01.766502] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:01.769881] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-11-28T20:30:01.770175] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-11-28T20:30:01.770299] [INFO ] [sig       ] SES: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:01.913717] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SES.txt
[2025-11-28T20:30:01.913866] [INFO ] [sig       ] [2866/3606] Completed SES in 0.4s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:01.913905] [INFO ] [sig       ] [2867/3606] Forecasting SEVN...
[2025-11-28T20:30:01.913935] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-11-28T20:30:01.913963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-11-28T20:30:01.926366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-11-28T20:30:01.926773] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-11-28T20:30:01.927543] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-11-28T20:30:01.927614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:01.927648] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:01.927674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:01.927728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:01.985338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:01.986183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:01.986261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:01.986293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:02.105765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:02.105919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:02.105957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:02.105985] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:02.109476] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-11-28T20:30:02.109886] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-11-28T20:30:02.110057] [INFO ] [sig       ] SEVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:02.253962] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SEVN.txt
[2025-11-28T20:30:02.254110] [INFO ] [sig       ] [2867/3606] Completed SEVN in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:02.254148] [INFO ] [sig       ] [2868/3606] Forecasting SEZL...
[2025-11-28T20:30:02.254177] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-11-28T20:30:02.254208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-11-28T20:30:02.265605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-11-28T20:30:02.265991] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-11-28T20:30:02.267214] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-11-28T20:30:02.267263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:02.267294] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:02.267320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:02.267374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:02.327292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:02.328172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:02.328256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:02.328288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:02.451785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:02.451932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:02.451968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:02.451996] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:02.455213] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-11-28T20:30:02.455504] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-11-28T20:30:02.455646] [INFO ] [sig       ] SEZL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:02.596284] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SEZL.txt
[2025-11-28T20:30:02.596442] [INFO ] [sig       ] [2868/3606] Completed SEZL in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:02.596482] [INFO ] [sig       ] [2869/3606] Forecasting SF...
[2025-11-28T20:30:02.596512] [INFO ] [sig       ] Generating forecast for: SF
[2025-11-28T20:30:02.596757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-11-28T20:30:02.608822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-11-28T20:30:02.609199] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-11-28T20:30:02.609998] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-11-28T20:30:02.610048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:02.610079] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:02.610105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:02.610160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:02.665377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:02.666194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:02.666275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:02.666306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:02.793730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:02.793884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:02.793922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:02.793949] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:02.797385] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-11-28T20:30:02.797695] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-11-28T20:30:02.797824] [INFO ] [sig       ] SF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:02.938487] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SF.txt
[2025-11-28T20:30:02.938658] [INFO ] [sig       ] [2869/3606] Completed SF in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:02.938701] [INFO ] [sig       ] [2870/3606] Forecasting SFB...
[2025-11-28T20:30:02.938730] [INFO ] [sig       ] Generating forecast for: SFB
[2025-11-28T20:30:02.938759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-11-28T20:30:02.950646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-11-28T20:30:02.950929] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-11-28T20:30:02.951684] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-11-28T20:30:02.951734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:02.951765] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:02.951792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:02.951846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:03.006849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:03.007602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:03.007676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:03.007707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:03.115129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:03.115278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:03.115317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:03.115345] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:03.118707] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=23.84%)
[2025-11-28T20:30:03.119111] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-11-28T20:30:03.119247] [INFO ] [sig       ] SFB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:03.257165] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SFB.txt
[2025-11-28T20:30:03.257317] [INFO ] [sig       ] [2870/3606] Completed SFB in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:03.257357] [INFO ] [sig       ] [2871/3606] Forecasting SFBS...
[2025-11-28T20:30:03.257385] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-11-28T20:30:03.257415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-11-28T20:30:03.268627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-11-28T20:30:03.268961] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-11-28T20:30:03.269705] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-11-28T20:30:03.269753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:03.269783] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:03.269808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:03.269866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:03.324666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:03.325445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:03.325522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:03.325553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:03.448817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:03.448962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:03.449000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:03.449027] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:03.452300] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=48.91%)
[2025-11-28T20:30:03.452562] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-11-28T20:30:03.452698] [INFO ] [sig       ] SFBS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:03.593089] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SFBS.txt
[2025-11-28T20:30:03.593237] [INFO ] [sig       ] [2871/3606] Completed SFBS in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:03.593278] [INFO ] [sig       ] [2872/3606] Forecasting SFIX...
[2025-11-28T20:30:03.593306] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-11-28T20:30:03.593336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-11-28T20:30:03.605119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-11-28T20:30:03.605446] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-11-28T20:30:03.606189] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-11-28T20:30:03.606238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:03.606268] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:03.606294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:03.606348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:03.663972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:03.664801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:03.664879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:03.664911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:03.783750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:03.783923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:03.783967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:03.783999] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:03.787234] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=89.38%)
[2025-11-28T20:30:03.787494] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-11-28T20:30:03.787627] [INFO ] [sig       ] SFIX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:03.924918] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SFIX.txt
[2025-11-28T20:30:03.925064] [INFO ] [sig       ] [2872/3606] Completed SFIX in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:03.925103] [INFO ] [sig       ] [2873/3606] Forecasting SFL...
[2025-11-28T20:30:03.925131] [INFO ] [sig       ] Generating forecast for: SFL
[2025-11-28T20:30:03.925161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-11-28T20:30:03.936141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-11-28T20:30:03.936458] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-11-28T20:30:03.937191] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-11-28T20:30:03.937240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:03.937292] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:03.937320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:03.937375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:03.992479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:03.993287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:03.993365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:03.993397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:04.114552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:04.114714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:04.114751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:04.114779] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:04.118076] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-11-28T20:30:04.118333] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-11-28T20:30:04.118452] [INFO ] [sig       ] SFL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:04.259331] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SFL.txt
[2025-11-28T20:30:04.259473] [INFO ] [sig       ] [2873/3606] Completed SFL in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:04.259513] [INFO ] [sig       ] [2874/3606] Forecasting SFLO...
[2025-11-28T20:30:04.259541] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-11-28T20:30:04.259589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-11-28T20:30:04.271018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-11-28T20:30:04.271334] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-11-28T20:30:04.272092] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-11-28T20:30:04.272141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:04.272171] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:04.272196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:04.272249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:04.327273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:04.328105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:04.328184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:04.328215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:04.448998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:04.449144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:04.449182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:04.449209] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:04.452406] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=88.28%)
[2025-11-28T20:30:04.452684] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-11-28T20:30:04.452800] [INFO ] [sig       ] SFLO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:04.589840] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SFLO.txt
[2025-11-28T20:30:04.589989] [INFO ] [sig       ] [2874/3606] Completed SFLO in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:04.590029] [INFO ] [sig       ] [2875/3606] Forecasting SFM...
[2025-11-28T20:30:04.590057] [INFO ] [sig       ] Generating forecast for: SFM
[2025-11-28T20:30:04.590087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-11-28T20:30:04.601362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-11-28T20:30:04.601710] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-11-28T20:30:04.602423] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-11-28T20:30:04.602471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:04.602503] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:04.602529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:04.602600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:04.657920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:04.658729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:04.658805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:04.658835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:04.777692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:04.777837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:04.777877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:04.777906] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:04.781184] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-11-28T20:30:04.781440] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-11-28T20:30:04.781554] [INFO ] [sig       ] SFM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:04.919605] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SFM.txt
[2025-11-28T20:30:04.919753] [INFO ] [sig       ] [2875/3606] Completed SFM in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:04.919793] [INFO ] [sig       ] [2876/3606] Forecasting SFNC...
[2025-11-28T20:30:04.919822] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-11-28T20:30:04.919855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-11-28T20:30:04.931257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-11-28T20:30:04.931626] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-11-28T20:30:04.932343] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-11-28T20:30:04.932391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:04.932434] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:04.932461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:04.932516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:04.990399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:04.991202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:04.991281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:04.991312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:05.111478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:05.111640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:05.111677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:05.111734] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:05.114947] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-11-28T20:30:05.115208] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-11-28T20:30:05.115323] [INFO ] [sig       ] SFNC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:05.251275] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SFNC.txt
[2025-11-28T20:30:05.251421] [INFO ] [sig       ] [2876/3606] Completed SFNC in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:05.251458] [INFO ] [sig       ] [2877/3606] Forecasting SG...
[2025-11-28T20:30:05.251487] [INFO ] [sig       ] Generating forecast for: SG
[2025-11-28T20:30:05.251517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-11-28T20:30:05.264057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-11-28T20:30:05.264412] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-11-28T20:30:05.265162] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-11-28T20:30:05.265211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:05.265241] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:05.265267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:05.265321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:05.322383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:05.323301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:05.323381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:05.323413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:05.442533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:05.442640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:05.442675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:05.442702] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:05.445692] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-11-28T20:30:05.445949] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-11-28T20:30:05.446063] [INFO ] [sig       ] SG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:05.580041] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SG.txt
[2025-11-28T20:30:05.580157] [INFO ] [sig       ] [2877/3606] Completed SG in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:05.580194] [INFO ] [sig       ] [2878/3606] Forecasting SGBX...
[2025-11-28T20:30:05.580222] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-11-28T20:30:05.580251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-11-28T20:30:05.593090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-11-28T20:30:05.593547] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-11-28T20:30:05.594566] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-11-28T20:30:05.594637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:05.594667] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:05.594693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:05.594748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:05.650711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:05.651530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:05.651626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:05.651658] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:05.771413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:05.771563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:05.771621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:05.771649] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:05.774994] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-11-28T20:30:05.775284] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-11-28T20:30:05.775412] [INFO ] [sig       ] SGBX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:05.911676] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SGBX.txt
[2025-11-28T20:30:05.911831] [INFO ] [sig       ] [2878/3606] Completed SGBX in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:05.911872] [INFO ] [sig       ] [2879/3606] Forecasting SGC...
[2025-11-28T20:30:05.911901] [INFO ] [sig       ] Generating forecast for: SGC
[2025-11-28T20:30:05.911932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-11-28T20:30:05.923649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-11-28T20:30:05.924026] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-11-28T20:30:05.924989] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-11-28T20:30:05.925039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:05.925069] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:05.925094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:05.925149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:05.982226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:05.983049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:05.983128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:05.983160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:06.104631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:06.104777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:06.104815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:06.104842] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:06.108115] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=19.62%)
[2025-11-28T20:30:06.108423] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-11-28T20:30:06.108556] [INFO ] [sig       ] SGC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:06.246200] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SGC.txt
[2025-11-28T20:30:06.246349] [INFO ] [sig       ] [2879/3606] Completed SGC in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.1m
[2025-11-28T20:30:06.246387] [INFO ] [sig       ] [2880/3606] Forecasting SGHC...
[2025-11-28T20:30:06.246425] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-11-28T20:30:06.246455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-11-28T20:30:06.257590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-11-28T20:30:06.257849] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-11-28T20:30:06.258622] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-11-28T20:30:06.258671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:06.258701] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:06.258726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:06.258780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:06.314143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:06.314976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:06.315063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:06.315095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:06.430966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:06.431112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:06.431149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:06.431177] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:06.434412] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-11-28T20:30:06.434687] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-11-28T20:30:06.434804] [INFO ] [sig       ] SGHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:06.571451] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SGHC.txt
[2025-11-28T20:30:06.571622] [INFO ] [sig       ] [2880/3606] Completed SGHC in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:06.571662] [INFO ] [sig       ] [2881/3606] Forecasting SGRY...
[2025-11-28T20:30:06.571692] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-11-28T20:30:06.571721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-11-28T20:30:06.583356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-11-28T20:30:06.583763] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-11-28T20:30:06.584511] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-11-28T20:30:06.584562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:06.584611] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:06.584638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:06.584693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:06.639636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:06.640442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:06.640536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:06.640568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:06.759463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:06.759652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:06.759715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:06.759745] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:06.762958] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: DOWN (p=23.36%)
[2025-11-28T20:30:06.763225] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-11-28T20:30:06.763344] [INFO ] [sig       ] SGRY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:06.945403] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SGRY.txt
[2025-11-28T20:30:06.945551] [INFO ] [sig       ] [2881/3606] Completed SGRY in 0.4s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:06.945610] [INFO ] [sig       ] [2882/3606] Forecasting SHAK...
[2025-11-28T20:30:06.945640] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-11-28T20:30:06.945670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-11-28T20:30:06.956899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-11-28T20:30:06.957269] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-11-28T20:30:06.958105] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-11-28T20:30:06.958158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:06.958189] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:06.958215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:06.958271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:07.015296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:07.016165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:07.016246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:07.016280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:07.139820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:07.139964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:07.140008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:07.140042] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:07.143288] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=21.27%)
[2025-11-28T20:30:07.143556] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-11-28T20:30:07.143695] [INFO ] [sig       ] SHAK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:07.283038] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHAK.txt
[2025-11-28T20:30:07.283181] [INFO ] [sig       ] [2882/3606] Completed SHAK in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:07.283218] [INFO ] [sig       ] [2883/3606] Forecasting SHBI...
[2025-11-28T20:30:07.283246] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-11-28T20:30:07.283276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-11-28T20:30:07.294998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-11-28T20:30:07.295411] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-11-28T20:30:07.296198] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-11-28T20:30:07.296248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:07.296278] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:07.296304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:07.296358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:07.351909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:07.352738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:07.352843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:07.352876] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:07.475359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:07.475509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:07.475546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:07.475635] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:07.478917] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=81.83%)
[2025-11-28T20:30:07.479205] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-11-28T20:30:07.479331] [INFO ] [sig       ] SHBI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:07.618912] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SHBI.txt
[2025-11-28T20:30:07.619038] [INFO ] [sig       ] [2883/3606] Completed SHBI in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:07.619075] [INFO ] [sig       ] [2884/3606] Forecasting SHC...
[2025-11-28T20:30:07.619103] [INFO ] [sig       ] Generating forecast for: SHC
[2025-11-28T20:30:07.619133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-11-28T20:30:07.630323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-11-28T20:30:07.630566] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-11-28T20:30:07.631494] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-11-28T20:30:07.631542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:07.631595] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:07.631624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:07.631678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:07.688905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:07.689494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:07.689586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:07.689622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:07.806630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:07.806781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:07.806843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:07.806879] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:07.810358] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=30.70%)
[2025-11-28T20:30:07.810651] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-11-28T20:30:07.810773] [INFO ] [sig       ] SHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:07.958628] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHC.txt
[2025-11-28T20:30:07.958856] [INFO ] [sig       ] [2884/3606] Completed SHC in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:07.958902] [INFO ] [sig       ] [2885/3606] Forecasting SHCO...
[2025-11-28T20:30:07.958935] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-11-28T20:30:07.958967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-11-28T20:30:07.972025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-11-28T20:30:07.972426] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-11-28T20:30:07.973368] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-11-28T20:30:07.973421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:07.973454] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:07.973481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:07.973538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:08.034494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:08.035718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:08.035853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:08.035887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:08.165103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:08.165357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:08.165407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:08.165437] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:08.169498] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-11-28T20:30:08.169825] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-11-28T20:30:08.169961] [INFO ] [sig       ] SHCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:08.321073] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SHCO.txt
[2025-11-28T20:30:08.321259] [INFO ] [sig       ] [2885/3606] Completed SHCO in 0.4s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:08.321301] [INFO ] [sig       ] [2886/3606] Forecasting SHEL...
[2025-11-28T20:30:08.321333] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-11-28T20:30:08.321366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-11-28T20:30:08.334154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-11-28T20:30:08.334566] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-11-28T20:30:08.335557] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-11-28T20:30:08.335636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:08.335671] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:08.335697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:08.335764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:08.393474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:08.394383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:08.394474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:08.394508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:08.514825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:08.515045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:08.515087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:08.515142] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:08.518945] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-11-28T20:30:08.519239] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-11-28T20:30:08.519376] [INFO ] [sig       ] SHEL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:08.664481] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SHEL.txt
[2025-11-28T20:30:08.664734] [INFO ] [sig       ] [2886/3606] Completed SHEL in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:08.664782] [INFO ] [sig       ] [2887/3606] Forecasting SHEN...
[2025-11-28T20:30:08.664813] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-11-28T20:30:08.664845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-11-28T20:30:08.678737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-11-28T20:30:08.679234] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-11-28T20:30:08.680515] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-11-28T20:30:08.680566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:08.680630] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:08.680674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:08.680732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:08.739917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:08.741181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:08.741286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:08.741320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:08.863544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:08.863790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:08.863835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:08.863864] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:08.867749] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=38.63%)
[2025-11-28T20:30:08.868080] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-11-28T20:30:08.868214] [INFO ] [sig       ] SHEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:09.013012] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHEN.txt
[2025-11-28T20:30:09.013213] [INFO ] [sig       ] [2887/3606] Completed SHEN in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:09.013256] [INFO ] [sig       ] [2888/3606] Forecasting SHFS...
[2025-11-28T20:30:09.013284] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-11-28T20:30:09.013314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-11-28T20:30:09.026427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-11-28T20:30:09.026945] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-11-28T20:30:09.027825] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-11-28T20:30:09.027875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:09.027906] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:09.027932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:09.027989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:09.084796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:09.085970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:09.086070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:09.086102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:09.211812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:09.212058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:09.212117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:09.212155] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:09.216711] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2025-11-28T20:30:09.217107] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-11-28T20:30:09.217299] [INFO ] [sig       ] SHFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:09.362514] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHFS.txt
[2025-11-28T20:30:09.362772] [INFO ] [sig       ] [2888/3606] Completed SHFS in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:09.362819] [INFO ] [sig       ] [2889/3606] Forecasting SHG...
[2025-11-28T20:30:09.362850] [INFO ] [sig       ] Generating forecast for: SHG
[2025-11-28T20:30:09.362882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-11-28T20:30:09.375827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-11-28T20:30:09.376228] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-11-28T20:30:09.377155] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-11-28T20:30:09.377205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:09.377236] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:09.377261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:09.377318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:09.434432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:09.435612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:09.435730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:09.435764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:09.559483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:09.559734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:09.559782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:09.559812] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:09.563744] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-11-28T20:30:09.564060] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-11-28T20:30:09.564198] [INFO ] [sig       ] SHG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:09.701114] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHG.txt
[2025-11-28T20:30:09.701349] [INFO ] [sig       ] [2889/3606] Completed SHG in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:09.701394] [INFO ] [sig       ] [2890/3606] Forecasting SHIP...
[2025-11-28T20:30:09.701422] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-11-28T20:30:09.701489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-11-28T20:30:09.715218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-11-28T20:30:09.715820] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-11-28T20:30:09.716744] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-11-28T20:30:09.716796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:09.716862] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:09.716891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:09.716951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:09.774462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:09.775769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:09.775891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:09.775924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:09.896656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:09.896881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:09.896926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:09.896953] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:09.900710] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=22.67%)
[2025-11-28T20:30:09.901001] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-11-28T20:30:09.901127] [INFO ] [sig       ] SHIP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:10.048482] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHIP.txt
[2025-11-28T20:30:10.048720] [INFO ] [sig       ] [2890/3606] Completed SHIP in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:10.048768] [INFO ] [sig       ] [2891/3606] Forecasting SHLS...
[2025-11-28T20:30:10.048797] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-11-28T20:30:10.048840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-11-28T20:30:10.063738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-11-28T20:30:10.064353] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-11-28T20:30:10.065286] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-11-28T20:30:10.065340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:10.065373] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:10.065399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:10.065459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:10.124982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:10.126159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:10.126256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:10.126289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:10.254386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:10.254661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:10.254710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:10.254740] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:10.258737] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=30.12%)
[2025-11-28T20:30:10.259032] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-11-28T20:30:10.259155] [INFO ] [sig       ] SHLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:10.405898] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHLS.txt
[2025-11-28T20:30:10.406088] [INFO ] [sig       ] [2891/3606] Completed SHLS in 0.4s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:10.406129] [INFO ] [sig       ] [2892/3606] Forecasting SHO...
[2025-11-28T20:30:10.406158] [INFO ] [sig       ] Generating forecast for: SHO
[2025-11-28T20:30:10.406188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-11-28T20:30:10.419122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-11-28T20:30:10.419652] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-11-28T20:30:10.420538] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-11-28T20:30:10.420608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:10.420643] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:10.420670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:10.420729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:10.477958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:10.479124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:10.479228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:10.479260] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:10.606005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:10.606240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:10.606284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:10.606313] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:10.610614] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-11-28T20:30:10.610938] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-11-28T20:30:10.611074] [INFO ] [sig       ] SHO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:10.759767] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SHO.txt
[2025-11-28T20:30:10.759971] [INFO ] [sig       ] [2892/3606] Completed SHO in 0.4s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:10.760013] [INFO ] [sig       ] [2893/3606] Forecasting SHOC...
[2025-11-28T20:30:10.760043] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-11-28T20:30:10.760075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-11-28T20:30:10.773648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-11-28T20:30:10.774273] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-11-28T20:30:10.775192] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-11-28T20:30:10.775246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:10.775280] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:10.775308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:10.775366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:10.831963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:10.833098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:10.833198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:10.833232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:10.951519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:10.951718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:10.951760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:10.951818] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:10.955305] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-11-28T20:30:10.955613] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-11-28T20:30:10.955749] [INFO ] [sig       ] SHOC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:11.093215] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHOC.txt
[2025-11-28T20:30:11.093366] [INFO ] [sig       ] [2893/3606] Completed SHOC in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:11.093405] [INFO ] [sig       ] [2894/3606] Forecasting SHOO...
[2025-11-28T20:30:11.093436] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-11-28T20:30:11.093466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-11-28T20:30:11.104900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-11-28T20:30:11.105249] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-11-28T20:30:11.106005] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-11-28T20:30:11.106055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:11.106084] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:11.106110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:11.106165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:11.160123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:11.160974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:11.161059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:11.161090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:11.280497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:11.280658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:11.280698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:11.280762] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:11.283997] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=31.85%)
[2025-11-28T20:30:11.284265] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-11-28T20:30:11.284383] [INFO ] [sig       ] SHOO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:11.420239] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHOO.txt
[2025-11-28T20:30:11.420377] [INFO ] [sig       ] [2894/3606] Completed SHOO in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:11.420416] [INFO ] [sig       ] [2895/3606] Forecasting SHOP...
[2025-11-28T20:30:11.420443] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-11-28T20:30:11.420472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-11-28T20:30:11.432099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-11-28T20:30:11.432409] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-11-28T20:30:11.433151] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-11-28T20:30:11.433201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:11.433231] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:11.433258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:11.433313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:11.487984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:11.488813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:11.488889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:11.488921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:11.607995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:11.608158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:11.608195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:11.608223] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:11.611444] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-11-28T20:30:11.611730] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-11-28T20:30:11.611850] [INFO ] [sig       ] SHOP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:11.750724] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHOP.txt
[2025-11-28T20:30:11.750861] [INFO ] [sig       ] [2895/3606] Completed SHOP in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:11.750900] [INFO ] [sig       ] [2896/3606] Forecasting SHPH...
[2025-11-28T20:30:11.750928] [INFO ] [sig       ] Generating forecast for: SHPH
[2025-11-28T20:30:11.750957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHPH' from 'https://tdm.silogroup.org/data/derivative_storage/SHPH.csv'.
[2025-11-28T20:30:11.762087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHPH'.
[2025-11-28T20:30:11.762420] [INFO ] [FORECASTER] Starting predict_future for SHPH
[2025-11-28T20:30:11.763164] [DEBUG] [LOCAL     ] No optimal features file found for SHPH: ./output/feature-sets/SHPH.txt
[2025-11-28T20:30:11.763214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:11.763244] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:11.763269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:11.763324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:11.819249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:11.820094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:11.820176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:11.820226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:11.934070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:11.934210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:11.934249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:11.934277] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:11.937565] [DEBUG] [FORECASTER] SHPH: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-11-28T20:30:11.937852] [INFO ] [FORECASTER] Completed predict_future for SHPH
[2025-11-28T20:30:11.937972] [INFO ] [sig       ] SHPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:12.072060] [INFO ] [LOCAL     ] Saved forecast: SHPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHPH.txt
[2025-11-28T20:30:12.072188] [INFO ] [sig       ] [2896/3606] Completed SHPH in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:12.072225] [INFO ] [sig       ] [2897/3606] Forecasting SHY...
[2025-11-28T20:30:12.072253] [INFO ] [sig       ] Generating forecast for: SHY
[2025-11-28T20:30:12.072282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-11-28T20:30:12.083115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-11-28T20:30:12.083377] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-11-28T20:30:12.084115] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-11-28T20:30:12.084163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:12.084193] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:12.084219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:12.084273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:12.138289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:12.138854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:12.138926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:12.138956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:12.258666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:12.258813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:12.258850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:12.258877] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:12.262207] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=71.21%)
[2025-11-28T20:30:12.262470] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-11-28T20:30:12.262606] [INFO ] [sig       ] SHY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:12.400465] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SHY.txt
[2025-11-28T20:30:12.400616] [INFO ] [sig       ] [2897/3606] Completed SHY in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.0m
[2025-11-28T20:30:12.400657] [INFO ] [sig       ] [2898/3606] Forecasting SIBN...
[2025-11-28T20:30:12.400685] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-11-28T20:30:12.400714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-11-28T20:30:12.413056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-11-28T20:30:12.413319] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-11-28T20:30:12.414066] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-11-28T20:30:12.414113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:12.414144] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:12.414169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:12.414246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:12.469711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:12.470509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:12.470605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:12.470639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:12.619430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:12.619603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:12.619649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:12.619692] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:12.623659] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=47.29%)
[2025-11-28T20:30:12.623968] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-11-28T20:30:12.624111] [INFO ] [sig       ] SIBN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:12.766876] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SIBN.txt
[2025-11-28T20:30:12.767067] [INFO ] [sig       ] [2898/3606] Completed SIBN in 0.4s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:12.767130] [INFO ] [sig       ] [2899/3606] Forecasting SID...
[2025-11-28T20:30:12.767177] [INFO ] [sig       ] Generating forecast for: SID
[2025-11-28T20:30:12.767224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-11-28T20:30:12.779973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-11-28T20:30:12.780376] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-11-28T20:30:12.781233] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-11-28T20:30:12.781284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:12.781314] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:12.781340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:12.781396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:12.837883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:12.838758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:12.838844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:12.838875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:12.956987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:12.957142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:12.957180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:12.957207] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:12.960448] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=66.80%)
[2025-11-28T20:30:12.960739] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-11-28T20:30:12.960859] [INFO ] [sig       ] SID: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:13.099713] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SID.txt
[2025-11-28T20:30:13.099866] [INFO ] [sig       ] [2899/3606] Completed SID in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:13.099905] [INFO ] [sig       ] [2900/3606] Forecasting SIEB...
[2025-11-28T20:30:13.099932] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-11-28T20:30:13.099962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-11-28T20:30:13.111413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-11-28T20:30:13.111828] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-11-28T20:30:13.112731] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-11-28T20:30:13.112797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:13.112830] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:13.112859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:13.112916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:13.168479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:13.169317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:13.169444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:13.169488] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:13.282068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:13.282215] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-28T20:30:13.282252] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:13.282280] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:13.285476] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=31.24%)
[2025-11-28T20:30:13.285762] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-11-28T20:30:13.285881] [INFO ] [sig       ] SIEB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:13.427139] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SIEB.txt
[2025-11-28T20:30:13.427294] [INFO ] [sig       ] [2900/3606] Completed SIEB in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:13.427334] [INFO ] [sig       ] [2901/3606] Forecasting SIFY...
[2025-11-28T20:30:13.427368] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-11-28T20:30:13.427400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-11-28T20:30:13.438677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-11-28T20:30:13.439047] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-11-28T20:30:13.439839] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-11-28T20:30:13.439890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:13.439922] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:13.439949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:13.440006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:13.497725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:13.498549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:13.498647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:13.498679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:13.617650] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:13.617792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:13.617830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:13.617858] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:13.621081] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-11-28T20:30:13.621341] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-11-28T20:30:13.621457] [INFO ] [sig       ] SIFY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:13.758040] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SIFY.txt
[2025-11-28T20:30:13.758188] [INFO ] [sig       ] [2901/3606] Completed SIFY in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:13.758227] [INFO ] [sig       ] [2902/3606] Forecasting SIG...
[2025-11-28T20:30:13.758257] [INFO ] [sig       ] Generating forecast for: SIG
[2025-11-28T20:30:13.758287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-11-28T20:30:13.770029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-11-28T20:30:13.770397] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-11-28T20:30:13.771172] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-11-28T20:30:13.771223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:13.771253] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:13.771278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:13.771332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:13.826159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:13.826959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:13.827038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:13.827069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:13.941041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:13.941185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:13.941222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:13.941249] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:13.944540] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=62.76%)
[2025-11-28T20:30:13.944817] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-11-28T20:30:13.944936] [INFO ] [sig       ] SIG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:14.080378] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SIG.txt
[2025-11-28T20:30:14.080516] [INFO ] [sig       ] [2902/3606] Completed SIG in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:14.080553] [INFO ] [sig       ] [2903/3606] Forecasting SIGA...
[2025-11-28T20:30:14.080602] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-11-28T20:30:14.080633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-11-28T20:30:14.091847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-11-28T20:30:14.092119] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-11-28T20:30:14.092851] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-11-28T20:30:14.092899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:14.092929] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:14.092955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:14.093009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:14.147796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:14.148619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:14.148697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:14.148728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:14.269050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:14.269199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:14.269236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:14.269265] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:14.272487] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=58.50%)
[2025-11-28T20:30:14.272779] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-11-28T20:30:14.272906] [INFO ] [sig       ] SIGA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:14.409109] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SIGA.txt
[2025-11-28T20:30:14.409290] [INFO ] [sig       ] [2903/3606] Completed SIGA in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:14.409330] [INFO ] [sig       ] [2904/3606] Forecasting SIGI...
[2025-11-28T20:30:14.409359] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-11-28T20:30:14.409388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-11-28T20:30:14.420456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-11-28T20:30:14.420792] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-11-28T20:30:14.421536] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-11-28T20:30:14.421606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:14.421637] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:14.421663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:14.421717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:14.477208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:14.477844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:14.477917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:14.477949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:14.594999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:14.595138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:14.595175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:14.595202] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:14.598646] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=85.34%)
[2025-11-28T20:30:14.598907] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-11-28T20:30:14.599022] [INFO ] [sig       ] SIGI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:14.746762] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SIGI.txt
[2025-11-28T20:30:14.746907] [INFO ] [sig       ] [2904/3606] Completed SIGI in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:14.746947] [INFO ] [sig       ] [2905/3606] Forecasting SII...
[2025-11-28T20:30:14.746976] [INFO ] [sig       ] Generating forecast for: SII
[2025-11-28T20:30:14.747005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-11-28T20:30:14.757456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-11-28T20:30:14.757734] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-11-28T20:30:14.758523] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-11-28T20:30:14.758596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:14.758630] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:14.758655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:14.758710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:14.812709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:14.813458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:14.813536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:14.813566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:14.931295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:14.931448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:14.931488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:14.931516] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:14.934967] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-11-28T20:30:14.935272] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-11-28T20:30:14.935402] [INFO ] [sig       ] SII: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:15.069711] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SII.txt
[2025-11-28T20:30:15.069864] [INFO ] [sig       ] [2905/3606] Completed SII in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:15.069903] [INFO ] [sig       ] [2906/3606] Forecasting SIMO...
[2025-11-28T20:30:15.069934] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-11-28T20:30:15.069964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-11-28T20:30:15.080474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-11-28T20:30:15.080822] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-11-28T20:30:15.081598] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-11-28T20:30:15.081647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:15.081677] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:15.081702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:15.081756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:15.135644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:15.136350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:15.136428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:15.136459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:15.251958] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:15.252107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:15.252149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:15.252180] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:15.255440] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-11-28T20:30:15.255724] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-11-28T20:30:15.255846] [INFO ] [sig       ] SIMO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:15.389093] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SIMO.txt
[2025-11-28T20:30:15.389235] [INFO ] [sig       ] [2906/3606] Completed SIMO in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:15.389271] [INFO ] [sig       ] [2907/3606] Forecasting SIRI...
[2025-11-28T20:30:15.389300] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-11-28T20:30:15.389329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-11-28T20:30:15.399805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-11-28T20:30:15.400103] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-11-28T20:30:15.400841] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-11-28T20:30:15.400890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:15.400943] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:15.400970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:15.401025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:15.458270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:15.459055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:15.459133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:15.459165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:15.578899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:15.579075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:15.579114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:15.579141] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:15.582435] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-11-28T20:30:15.582718] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-11-28T20:30:15.582837] [INFO ] [sig       ] SIRI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:15.717534] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SIRI.txt
[2025-11-28T20:30:15.717684] [INFO ] [sig       ] [2907/3606] Completed SIRI in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:15.717723] [INFO ] [sig       ] [2908/3606] Forecasting SITC...
[2025-11-28T20:30:15.717750] [INFO ] [sig       ] Generating forecast for: SITC
[2025-11-28T20:30:15.717778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-11-28T20:30:15.728257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-11-28T20:30:15.728588] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-11-28T20:30:15.729316] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-11-28T20:30:15.729364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:15.729394] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:15.729420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:15.729475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:15.783861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:15.784662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:15.784742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:15.784773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:15.909491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:15.909661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:15.909702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:15.909731] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:15.913093] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-11-28T20:30:15.913359] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-11-28T20:30:15.913477] [INFO ] [sig       ] SITC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:16.049975] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SITC.txt
[2025-11-28T20:30:16.050124] [INFO ] [sig       ] [2908/3606] Completed SITC in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:16.050162] [INFO ] [sig       ] [2909/3606] Forecasting SITE...
[2025-11-28T20:30:16.050191] [INFO ] [sig       ] Generating forecast for: SITE
[2025-11-28T20:30:16.050225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-11-28T20:30:16.060933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-11-28T20:30:16.061238] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-11-28T20:30:16.061990] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-11-28T20:30:16.062039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:16.062068] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:16.062094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:16.062147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:16.118220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:16.119042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:16.119123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:16.119163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:16.239992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:16.240139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:16.240182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:16.240209] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:16.243493] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-11-28T20:30:16.243783] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-11-28T20:30:16.243904] [INFO ] [sig       ] SITE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:16.378446] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SITE.txt
[2025-11-28T20:30:16.378587] [INFO ] [sig       ] [2909/3606] Completed SITE in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:16.378627] [INFO ] [sig       ] [2910/3606] Forecasting SITM...
[2025-11-28T20:30:16.378655] [INFO ] [sig       ] Generating forecast for: SITM
[2025-11-28T20:30:16.378684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-11-28T20:30:16.389082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-11-28T20:30:16.389353] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-11-28T20:30:16.390114] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-11-28T20:30:16.390163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:16.390193] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:16.390219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:16.390273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:16.444367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:16.444983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:16.445071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:16.445104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:16.574082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:16.574229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:16.574268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:16.574331] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:16.577739] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=43.67%)
[2025-11-28T20:30:16.578045] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-11-28T20:30:16.578174] [INFO ] [sig       ] SITM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:16.717754] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SITM.txt
[2025-11-28T20:30:16.717887] [INFO ] [sig       ] [2910/3606] Completed SITM in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:16.717929] [INFO ] [sig       ] [2911/3606] Forecasting SIXG...
[2025-11-28T20:30:16.717960] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-11-28T20:30:16.717993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-11-28T20:30:16.731830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-11-28T20:30:16.732214] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-11-28T20:30:16.733246] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-11-28T20:30:16.733335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:16.733374] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:16.733402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:16.733458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:16.808769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:16.809821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:16.809913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:16.809946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:16.927841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:16.927992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:16.928052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:16.928082] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:16.931433] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=5.29%)
[2025-11-28T20:30:16.931734] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-11-28T20:30:16.931864] [INFO ] [sig       ] SIXG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:17.073249] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SIXG.txt
[2025-11-28T20:30:17.073409] [INFO ] [sig       ] [2911/3606] Completed SIXG in 0.4s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:17.073449] [INFO ] [sig       ] [2912/3606] Forecasting SJM...
[2025-11-28T20:30:17.073478] [INFO ] [sig       ] Generating forecast for: SJM
[2025-11-28T20:30:17.073507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-11-28T20:30:17.083839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-11-28T20:30:17.084188] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-11-28T20:30:17.084954] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-11-28T20:30:17.085004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:17.085036] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:17.085062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:17.085117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:17.140528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:17.141316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:17.141394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:17.141425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:17.257764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:17.257910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:17.257947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:17.257976] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:17.261331] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=38.91%)
[2025-11-28T20:30:17.261630] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-11-28T20:30:17.261753] [INFO ] [sig       ] SJM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:17.400232] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SJM.txt
[2025-11-28T20:30:17.400386] [INFO ] [sig       ] [2912/3606] Completed SJM in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:17.400426] [INFO ] [sig       ] [2913/3606] Forecasting SKE...
[2025-11-28T20:30:17.400456] [INFO ] [sig       ] Generating forecast for: SKE
[2025-11-28T20:30:17.400488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-11-28T20:30:17.411152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-11-28T20:30:17.411526] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-11-28T20:30:17.412294] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-11-28T20:30:17.412344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:17.412373] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:17.412399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:17.412454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:17.467952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:17.468799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:17.468883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:17.468914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:17.588177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:17.588328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:17.588366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:17.588393] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:17.591720] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-11-28T20:30:17.592013] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-11-28T20:30:17.592143] [INFO ] [sig       ] SKE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:17.730196] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SKE.txt
[2025-11-28T20:30:17.730339] [INFO ] [sig       ] [2913/3606] Completed SKE in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:17.730377] [INFO ] [sig       ] [2914/3606] Forecasting SKIL...
[2025-11-28T20:30:17.730406] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-11-28T20:30:17.730436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-11-28T20:30:17.741128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-11-28T20:30:17.741514] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-11-28T20:30:17.742279] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-11-28T20:30:17.742328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:17.742358] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:17.742383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:17.742437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:17.796892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:17.797767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:17.797849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:17.797880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:17.915437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:17.915599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:17.915639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:17.915666] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:17.918900] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-11-28T20:30:17.919165] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-11-28T20:30:17.919284] [INFO ] [sig       ] SKIL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:18.054491] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SKIL.txt
[2025-11-28T20:30:18.054643] [INFO ] [sig       ] [2914/3606] Completed SKIL in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:18.054710] [INFO ] [sig       ] [2915/3606] Forecasting SKIN...
[2025-11-28T20:30:18.054741] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-11-28T20:30:18.054770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-11-28T20:30:18.065507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-11-28T20:30:18.065801] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-11-28T20:30:18.066526] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-11-28T20:30:18.066600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:18.066634] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:18.066660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:18.066714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:18.121561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:18.122519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:18.122617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:18.122651] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:18.251099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:18.251259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:18.251300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:18.251328] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:18.255072] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=28.04%)
[2025-11-28T20:30:18.255372] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-11-28T20:30:18.255505] [INFO ] [sig       ] SKIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:18.397147] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SKIN.txt
[2025-11-28T20:30:18.397284] [INFO ] [sig       ] [2915/3606] Completed SKIN in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 3.9m
[2025-11-28T20:30:18.397323] [INFO ] [sig       ] [2916/3606] Forecasting SKLZ...
[2025-11-28T20:30:18.397351] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-11-28T20:30:18.397380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-11-28T20:30:18.407370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-11-28T20:30:18.407678] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-11-28T20:30:18.408478] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-11-28T20:30:18.408527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:18.408557] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:18.408607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:18.408663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:18.463012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:18.463702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:18.463779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:18.463812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:18.587535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:18.587691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:18.587729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:18.587757] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:18.591019] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=45.81%)
[2025-11-28T20:30:18.591305] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-11-28T20:30:18.591448] [INFO ] [sig       ] SKLZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:18.727741] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SKLZ.txt
[2025-11-28T20:30:18.727861] [INFO ] [sig       ] [2916/3606] Completed SKLZ in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:18.727897] [INFO ] [sig       ] [2917/3606] Forecasting SKM...
[2025-11-28T20:30:18.727926] [INFO ] [sig       ] Generating forecast for: SKM
[2025-11-28T20:30:18.727955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-11-28T20:30:18.738259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-11-28T20:30:18.738544] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-11-28T20:30:18.739311] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-11-28T20:30:18.739368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:18.739398] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:18.739423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:18.739478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:18.794387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:18.794994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:18.795093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:18.795124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:18.914102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:18.914251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:18.914293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:18.914323] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:18.917733] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=35.87%)
[2025-11-28T20:30:18.918049] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-11-28T20:30:18.918179] [INFO ] [sig       ] SKM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:19.056846] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SKM.txt
[2025-11-28T20:30:19.056988] [INFO ] [sig       ] [2917/3606] Completed SKM in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:19.057026] [INFO ] [sig       ] [2918/3606] Forecasting SKRE...
[2025-11-28T20:30:19.057055] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-11-28T20:30:19.057085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-11-28T20:30:19.066948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-11-28T20:30:19.067219] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-11-28T20:30:19.067973] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-11-28T20:30:19.068054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:19.068086] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:19.068112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:19.068166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:19.123468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:19.124070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:19.124143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:19.124176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:19.235853] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:19.235996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:19.236051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:19.236080] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:19.239301] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=28.63%)
[2025-11-28T20:30:19.239555] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-11-28T20:30:19.239702] [INFO ] [sig       ] SKRE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:19.379041] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SKRE.txt
[2025-11-28T20:30:19.379193] [INFO ] [sig       ] [2918/3606] Completed SKRE in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:19.379235] [INFO ] [sig       ] [2919/3606] Forecasting SKWD...
[2025-11-28T20:30:19.379268] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-11-28T20:30:19.379302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-11-28T20:30:19.389905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-11-28T20:30:19.390257] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-11-28T20:30:19.391020] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-11-28T20:30:19.391069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:19.391099] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:19.391124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:19.391178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:19.446770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:19.447467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:19.447543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:19.447603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:19.569937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:19.570048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:19.570085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:19.570112] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:19.573332] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-11-28T20:30:19.573604] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-11-28T20:30:19.573737] [INFO ] [sig       ] SKWD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:19.709994] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SKWD.txt
[2025-11-28T20:30:19.710119] [INFO ] [sig       ] [2919/3606] Completed SKWD in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:19.710158] [INFO ] [sig       ] [2920/3606] Forecasting SKY...
[2025-11-28T20:30:19.710192] [INFO ] [sig       ] Generating forecast for: SKY
[2025-11-28T20:30:19.710231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-11-28T20:30:19.720139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-11-28T20:30:19.720431] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-11-28T20:30:19.721171] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-11-28T20:30:19.721231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:19.721268] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:19.721300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:19.721364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:19.776730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:19.777350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:19.777421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:19.777452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:19.900643] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:19.900779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:19.900816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:19.900844] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:19.904049] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=54.66%)
[2025-11-28T20:30:19.904328] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-11-28T20:30:19.904450] [INFO ] [sig       ] SKY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:20.048829] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SKY.txt
[2025-11-28T20:30:20.048988] [INFO ] [sig       ] [2920/3606] Completed SKY in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:20.049027] [INFO ] [sig       ] [2921/3606] Forecasting SKYE...
[2025-11-28T20:30:20.049056] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-11-28T20:30:20.049084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-11-28T20:30:20.059793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-11-28T20:30:20.060175] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-11-28T20:30:20.060942] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-11-28T20:30:20.060991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:20.061021] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:20.061046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:20.061100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:20.117466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:20.118342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:20.118426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:20.118459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:20.240016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:20.240167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:20.240207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:20.240237] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:20.243550] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: DOWN (p=37.58%)
[2025-11-28T20:30:20.243836] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-11-28T20:30:20.243959] [INFO ] [sig       ] SKYE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:20.389006] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SKYE.txt
[2025-11-28T20:30:20.389160] [INFO ] [sig       ] [2921/3606] Completed SKYE in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:20.389202] [INFO ] [sig       ] [2922/3606] Forecasting SKYH...
[2025-11-28T20:30:20.389241] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-11-28T20:30:20.389279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-11-28T20:30:20.400528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-11-28T20:30:20.400944] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-11-28T20:30:20.401715] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-11-28T20:30:20.401763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:20.401807] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:20.401834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:20.401893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:20.456160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:20.456976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:20.457052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:20.457084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:20.575295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:20.575440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:20.575478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:20.575506] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:20.578816] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-11-28T20:30:20.579075] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-11-28T20:30:20.579192] [INFO ] [sig       ] SKYH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:20.715496] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SKYH.txt
[2025-11-28T20:30:20.715671] [INFO ] [sig       ] [2922/3606] Completed SKYH in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:20.715712] [INFO ] [sig       ] [2923/3606] Forecasting SKYX...
[2025-11-28T20:30:20.715742] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-11-28T20:30:20.715771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-11-28T20:30:20.726841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-11-28T20:30:20.727161] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-11-28T20:30:20.727940] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-11-28T20:30:20.727990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:20.728050] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:20.728079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:20.728135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:20.784099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:20.784971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:20.785056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:20.785091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:20.904914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:20.905067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:20.905106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:20.905133] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:20.908451] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=56.54%)
[2025-11-28T20:30:20.908755] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-11-28T20:30:20.908887] [INFO ] [sig       ] SKYX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:21.048069] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SKYX.txt
[2025-11-28T20:30:21.048224] [INFO ] [sig       ] [2923/3606] Completed SKYX in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:21.048263] [INFO ] [sig       ] [2924/3606] Forecasting SKYY...
[2025-11-28T20:30:21.048291] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-11-28T20:30:21.048320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-11-28T20:30:21.059420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-11-28T20:30:21.059765] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-11-28T20:30:21.060515] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-11-28T20:30:21.060564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:21.060639] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:21.060667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:21.060721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:21.116105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:21.116742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:21.116819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:21.116852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:21.236739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:21.236874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:21.236911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:21.236937] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:21.240227] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-11-28T20:30:21.240494] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-11-28T20:30:21.240632] [INFO ] [sig       ] SKYY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:21.380622] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SKYY.txt
[2025-11-28T20:30:21.380753] [INFO ] [sig       ] [2924/3606] Completed SKYY in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:21.380790] [INFO ] [sig       ] [2925/3606] Forecasting SLAB...
[2025-11-28T20:30:21.380819] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-11-28T20:30:21.380848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-11-28T20:30:21.391381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-11-28T20:30:21.391670] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-11-28T20:30:21.392388] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-11-28T20:30:21.392436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:21.392466] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:21.392493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:21.392547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:21.449234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:21.450028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:21.450107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:21.450140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:21.570592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:21.570726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:21.570764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:21.570791] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:21.574059] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2025-11-28T20:30:21.574313] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-11-28T20:30:21.574428] [INFO ] [sig       ] SLAB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:21.714204] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLAB.txt
[2025-11-28T20:30:21.714323] [INFO ] [sig       ] [2925/3606] Completed SLAB in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:21.714360] [INFO ] [sig       ] [2926/3606] Forecasting SLB...
[2025-11-28T20:30:21.714395] [INFO ] [sig       ] Generating forecast for: SLB
[2025-11-28T20:30:21.714425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-11-28T20:30:21.725517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-11-28T20:30:21.725862] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-11-28T20:30:21.726665] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-11-28T20:30:21.726716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:21.726749] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:21.726775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:21.726830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:21.783361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:21.783977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:21.784052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:21.784084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:21.908255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:21.908399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:21.908438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:21.908465] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:21.911822] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-11-28T20:30:21.912079] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-11-28T20:30:21.912194] [INFO ] [sig       ] SLB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:22.048719] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SLB.txt
[2025-11-28T20:30:22.048850] [INFO ] [sig       ] [2926/3606] Completed SLB in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:22.048886] [INFO ] [sig       ] [2927/3606] Forecasting SLDB...
[2025-11-28T20:30:22.048914] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-11-28T20:30:22.048945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-11-28T20:30:22.059042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-11-28T20:30:22.059353] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-11-28T20:30:22.060103] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-11-28T20:30:22.060151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:22.060180] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:22.060205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:22.060266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:22.114510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:22.115267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:22.115344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:22.115376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:22.239469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:22.239634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:22.239676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:22.239735] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:22.243220] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=31.62%)
[2025-11-28T20:30:22.243514] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-11-28T20:30:22.243662] [INFO ] [sig       ] SLDB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:22.385486] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLDB.txt
[2025-11-28T20:30:22.385651] [INFO ] [sig       ] [2927/3606] Completed SLDB in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:22.385695] [INFO ] [sig       ] [2928/3606] Forecasting SLDP...
[2025-11-28T20:30:22.385725] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-11-28T20:30:22.385755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-11-28T20:30:22.396454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-11-28T20:30:22.396825] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-11-28T20:30:22.397601] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-11-28T20:30:22.397652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:22.397683] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:22.397710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:22.397765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:22.457315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:22.458196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:22.458279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:22.458312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:22.577020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:22.577164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:22.577203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:22.577231] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:22.580750] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=77.87%)
[2025-11-28T20:30:22.581018] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-11-28T20:30:22.581142] [INFO ] [sig       ] SLDP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:22.724817] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SLDP.txt
[2025-11-28T20:30:22.724961] [INFO ] [sig       ] [2928/3606] Completed SLDP in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:22.725001] [INFO ] [sig       ] [2929/3606] Forecasting SLF...
[2025-11-28T20:30:22.725032] [INFO ] [sig       ] Generating forecast for: SLF
[2025-11-28T20:30:22.725060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-11-28T20:30:22.735804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-11-28T20:30:22.736116] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-11-28T20:30:22.736871] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-11-28T20:30:22.736919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:22.736951] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:22.736977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:22.737033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:22.794786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:22.795633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:22.795717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:22.795749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:22.923265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:22.923407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:22.923444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:22.923490] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:22.926834] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-11-28T20:30:22.927099] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-11-28T20:30:22.927216] [INFO ] [sig       ] SLF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:23.067832] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLF.txt
[2025-11-28T20:30:23.067973] [INFO ] [sig       ] [2929/3606] Completed SLF in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:23.068047] [INFO ] [sig       ] [2930/3606] Forecasting SLG...
[2025-11-28T20:30:23.068089] [INFO ] [sig       ] Generating forecast for: SLG
[2025-11-28T20:30:23.068125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-11-28T20:30:23.078689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-11-28T20:30:23.079004] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-11-28T20:30:23.079750] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-11-28T20:30:23.079799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:23.079830] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:23.079855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:23.079910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:23.134052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:23.134815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:23.134893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:23.134925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:23.252427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:23.252565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:23.252624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:23.252652] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:23.255914] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=38.68%)
[2025-11-28T20:30:23.256179] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-11-28T20:30:23.256297] [INFO ] [sig       ] SLG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:23.394104] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLG.txt
[2025-11-28T20:30:23.394256] [INFO ] [sig       ] [2930/3606] Completed SLG in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:23.394295] [INFO ] [sig       ] [2931/3606] Forecasting SLGN...
[2025-11-28T20:30:23.394323] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-11-28T20:30:23.394352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-11-28T20:30:23.404542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-11-28T20:30:23.404865] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-11-28T20:30:23.405602] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-11-28T20:30:23.405651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:23.405680] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:23.405707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:23.405761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:23.461799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:23.462591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:23.462666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:23.462716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:23.579864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:23.580004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:23.580041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:23.580068] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:23.583254] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=47.07%)
[2025-11-28T20:30:23.583509] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-11-28T20:30:23.583641] [INFO ] [sig       ] SLGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:23.719109] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLGN.txt
[2025-11-28T20:30:23.719230] [INFO ] [sig       ] [2931/3606] Completed SLGN in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:23.719268] [INFO ] [sig       ] [2932/3606] Forecasting SLM...
[2025-11-28T20:30:23.719297] [INFO ] [sig       ] Generating forecast for: SLM
[2025-11-28T20:30:23.719332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-11-28T20:30:23.729297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-11-28T20:30:23.729629] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-11-28T20:30:23.730366] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-11-28T20:30:23.730425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:23.730461] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:23.730488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:23.730542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:23.786331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:23.787166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:23.787246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:23.787280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:23.920214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:23.920371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:23.920411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:23.920440] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:23.923799] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-11-28T20:30:23.924085] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-11-28T20:30:23.924213] [INFO ] [sig       ] SLM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:24.061976] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SLM.txt
[2025-11-28T20:30:24.062124] [INFO ] [sig       ] [2932/3606] Completed SLM in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:24.062163] [INFO ] [sig       ] [2933/3606] Forecasting SLN...
[2025-11-28T20:30:24.062192] [INFO ] [sig       ] Generating forecast for: SLN
[2025-11-28T20:30:24.062221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-11-28T20:30:24.072947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-11-28T20:30:24.073309] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-11-28T20:30:24.074144] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-11-28T20:30:24.074196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:24.074227] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:24.074265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:24.074324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:24.129007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:24.129731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:24.129806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:24.129837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:24.254803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:24.254952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:24.254991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:24.255022] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:24.258540] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2025-11-28T20:30:24.258912] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-11-28T20:30:24.259046] [INFO ] [sig       ] SLN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:24.409590] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLN.txt
[2025-11-28T20:30:24.409755] [INFO ] [sig       ] [2933/3606] Completed SLN in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.8m
[2025-11-28T20:30:24.409797] [INFO ] [sig       ] [2934/3606] Forecasting SLNO...
[2025-11-28T20:30:24.409827] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-11-28T20:30:24.409856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-11-28T20:30:24.421011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-11-28T20:30:24.421431] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-11-28T20:30:24.422213] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-11-28T20:30:24.422262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:24.422292] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:24.422318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:24.422371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:24.476747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:24.477328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:24.477426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:24.477459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:24.594542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:24.594673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:24.594710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:24.594739] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:24.597875] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2025-11-28T20:30:24.598170] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-11-28T20:30:24.598292] [INFO ] [sig       ] SLNO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:24.736016] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SLNO.txt
[2025-11-28T20:30:24.736169] [INFO ] [sig       ] [2934/3606] Completed SLNO in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:24.736208] [INFO ] [sig       ] [2935/3606] Forecasting SLP...
[2025-11-28T20:30:24.736238] [INFO ] [sig       ] Generating forecast for: SLP
[2025-11-28T20:30:24.736268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-11-28T20:30:24.746692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-11-28T20:30:24.747069] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-11-28T20:30:24.747840] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-11-28T20:30:24.747889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:24.747921] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:24.747947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:24.748025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:24.803484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:24.804302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:24.804381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:24.804415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:24.922506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:24.922686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:24.922727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:24.922756] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:24.926038] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=24.60%)
[2025-11-28T20:30:24.926304] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-11-28T20:30:24.926422] [INFO ] [sig       ] SLP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:25.059196] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLP.txt
[2025-11-28T20:30:25.059341] [INFO ] [sig       ] [2935/3606] Completed SLP in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:25.059379] [INFO ] [sig       ] [2936/3606] Forecasting SLQD...
[2025-11-28T20:30:25.059409] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-11-28T20:30:25.059437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-11-28T20:30:25.070660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-11-28T20:30:25.071078] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-11-28T20:30:25.071944] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-11-28T20:30:25.071998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:25.072029] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:25.072055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:25.072110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:25.129306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:25.130185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:25.130274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:25.130306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:25.247783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:25.247928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:25.247967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:25.248011] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:25.251404] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=90.75%)
[2025-11-28T20:30:25.251708] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-11-28T20:30:25.251827] [INFO ] [sig       ] SLQD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:25.388029] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SLQD.txt
[2025-11-28T20:30:25.388160] [INFO ] [sig       ] [2936/3606] Completed SLQD in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:25.388197] [INFO ] [sig       ] [2937/3606] Forecasting SLRC...
[2025-11-28T20:30:25.388225] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-11-28T20:30:25.388261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-11-28T20:30:25.398184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-11-28T20:30:25.398440] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-11-28T20:30:25.399178] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-11-28T20:30:25.399226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:25.399256] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:25.399281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:25.399335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:25.453235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:25.453809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:25.453882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:25.453912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:25.568609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:25.568742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:25.568778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:25.568805] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:25.572049] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-11-28T20:30:25.572323] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-11-28T20:30:25.572451] [INFO ] [sig       ] SLRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:25.708627] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLRC.txt
[2025-11-28T20:30:25.708822] [INFO ] [sig       ] [2937/3606] Completed SLRC in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:25.708862] [INFO ] [sig       ] [2938/3606] Forecasting SLS...
[2025-11-28T20:30:25.708892] [INFO ] [sig       ] Generating forecast for: SLS
[2025-11-28T20:30:25.708924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-11-28T20:30:25.719250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-11-28T20:30:25.719531] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-11-28T20:30:25.720291] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-11-28T20:30:25.720347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:25.720385] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:25.720417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:25.720484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:25.779090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:25.779975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:25.780065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:25.780098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:25.894620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:25.894771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:25.894810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:25.894837] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:25.898156] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=52.00%)
[2025-11-28T20:30:25.898420] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-11-28T20:30:25.898534] [INFO ] [sig       ] SLS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:26.034694] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SLS.txt
[2025-11-28T20:30:26.034863] [INFO ] [sig       ] [2938/3606] Completed SLS in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:26.034903] [INFO ] [sig       ] [2939/3606] Forecasting SLVM...
[2025-11-28T20:30:26.034932] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-11-28T20:30:26.034960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-11-28T20:30:26.045079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-11-28T20:30:26.045402] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-11-28T20:30:26.046188] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-11-28T20:30:26.046238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:26.046268] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:26.046295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:26.046349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:26.101878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:26.102795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:26.102875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:26.102907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:26.224038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:26.224180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:26.224218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:26.224245] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:26.227541] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=46.19%)
[2025-11-28T20:30:26.227821] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-11-28T20:30:26.227936] [INFO ] [sig       ] SLVM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:26.365006] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLVM.txt
[2025-11-28T20:30:26.365130] [INFO ] [sig       ] [2939/3606] Completed SLVM in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:26.365167] [INFO ] [sig       ] [2940/3606] Forecasting SLVO...
[2025-11-28T20:30:26.365196] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-11-28T20:30:26.365224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-11-28T20:30:26.376126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-11-28T20:30:26.376452] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-11-28T20:30:26.377216] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-11-28T20:30:26.377264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:26.377295] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:26.377320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:26.377374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:26.433308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:26.434178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:26.434257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:26.434290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:26.551799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:26.551941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:26.551978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:26.552005] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:26.555239] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=72.50%)
[2025-11-28T20:30:26.555492] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-11-28T20:30:26.555622] [INFO ] [sig       ] SLVO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:26.691088] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SLVO.txt
[2025-11-28T20:30:26.691228] [INFO ] [sig       ] [2940/3606] Completed SLVO in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:26.691267] [INFO ] [sig       ] [2941/3606] Forecasting SLXN...
[2025-11-28T20:30:26.691295] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-11-28T20:30:26.691325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-11-28T20:30:26.702755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-11-28T20:30:26.703147] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-11-28T20:30:26.704163] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-11-28T20:30:26.704212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:26.704269] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:26.704296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:26.704352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:26.759534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:26.760376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:26.760455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:26.760487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:26.888168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:26.888335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:26.888374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:26.888403] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:26.892906] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=22.52%)
[2025-11-28T20:30:26.893216] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-11-28T20:30:26.893364] [INFO ] [sig       ] SLXN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:27.040786] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLXN.txt
[2025-11-28T20:30:27.040967] [INFO ] [sig       ] [2941/3606] Completed SLXN in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:27.041015] [INFO ] [sig       ] [2942/3606] Forecasting SM...
[2025-11-28T20:30:27.041046] [INFO ] [sig       ] Generating forecast for: SM
[2025-11-28T20:30:27.041076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-11-28T20:30:27.053259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-11-28T20:30:27.053703] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-11-28T20:30:27.054648] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-11-28T20:30:27.054703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:27.054734] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:27.054760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:27.054816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:27.113057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:27.113943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:27.114044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:27.114098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:27.279357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:27.279542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:27.279628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:27.279674] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:27.284955] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-11-28T20:30:27.285471] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-11-28T20:30:27.285699] [INFO ] [sig       ] SM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:27.487854] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SM.txt
[2025-11-28T20:30:27.488094] [INFO ] [sig       ] [2942/3606] Completed SM in 0.4s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:27.488151] [INFO ] [sig       ] [2943/3606] Forecasting SMBC...
[2025-11-28T20:30:27.488199] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-11-28T20:30:27.488248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-11-28T20:30:27.503772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-11-28T20:30:27.504273] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-11-28T20:30:27.505487] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-11-28T20:30:27.505556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:27.505652] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:27.505699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:27.505789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:27.592507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:27.593745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:27.593868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:27.593915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:27.735667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:27.735825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:27.735864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:27.735893] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:27.739657] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2025-11-28T20:30:27.740038] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-11-28T20:30:27.740189] [INFO ] [sig       ] SMBC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:27.901654] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SMBC.txt
[2025-11-28T20:30:27.901826] [INFO ] [sig       ] [2943/3606] Completed SMBC in 0.4s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:27.901867] [INFO ] [sig       ] [2944/3606] Forecasting SMBK...
[2025-11-28T20:30:27.901897] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-11-28T20:30:27.901928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-11-28T20:30:27.914640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-11-28T20:30:27.915057] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-11-28T20:30:27.915981] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-11-28T20:30:27.916034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:27.916065] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:27.916092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:27.916147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:27.983700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:27.984880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:27.984991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:27.985044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:28.112283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:28.112438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:28.112477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:28.112543] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:28.115957] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=4.47%)
[2025-11-28T20:30:28.116236] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-11-28T20:30:28.116358] [INFO ] [sig       ] SMBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:28.255467] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SMBK.txt
[2025-11-28T20:30:28.255606] [INFO ] [sig       ] [2944/3606] Completed SMBK in 0.4s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:28.255646] [INFO ] [sig       ] [2945/3606] Forecasting SMCI...
[2025-11-28T20:30:28.255675] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-11-28T20:30:28.255704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-11-28T20:30:28.265813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-11-28T20:30:28.266083] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-11-28T20:30:28.266833] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-11-28T20:30:28.266881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:28.266911] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:28.266936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:28.266989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:28.322439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:28.323070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:28.323144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:28.323175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:28.446543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:28.446714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:28.446756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:28.446785] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:28.450208] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-11-28T20:30:28.450504] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-11-28T20:30:28.450659] [INFO ] [sig       ] SMCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:28.586825] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SMCI.txt
[2025-11-28T20:30:28.586953] [INFO ] [sig       ] [2945/3606] Completed SMCI in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:28.586993] [INFO ] [sig       ] [2946/3606] Forecasting SMCX...
[2025-11-28T20:30:28.587021] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-11-28T20:30:28.587050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-11-28T20:30:28.598173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-11-28T20:30:28.598596] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-11-28T20:30:28.599360] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-11-28T20:30:28.599433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:28.599471] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:28.599503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:28.599569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:28.654949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:28.655805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:28.655883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:28.655915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:28.783994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:28.784144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:28.784181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:28.784211] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:28.787502] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=80.93%)
[2025-11-28T20:30:28.787800] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-11-28T20:30:28.787927] [INFO ] [sig       ] SMCX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:28.931741] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SMCX.txt
[2025-11-28T20:30:28.931922] [INFO ] [sig       ] [2946/3606] Completed SMCX in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:28.931969] [INFO ] [sig       ] [2947/3606] Forecasting SMFG...
[2025-11-28T20:30:28.931998] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-11-28T20:30:28.932034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-11-28T20:30:28.943219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-11-28T20:30:28.943595] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-11-28T20:30:28.944324] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-11-28T20:30:28.944372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:28.944401] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:28.944427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:28.944482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:28.999969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:29.000788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:29.000868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:29.000900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:29.124766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:29.124919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:29.124958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:29.124987] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:29.128317] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-11-28T20:30:29.128652] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-11-28T20:30:29.128777] [INFO ] [sig       ] SMFG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:29.270287] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SMFG.txt
[2025-11-28T20:30:29.270437] [INFO ] [sig       ] [2947/3606] Completed SMFG in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:29.270476] [INFO ] [sig       ] [2948/3606] Forecasting SMH...
[2025-11-28T20:30:29.270506] [INFO ] [sig       ] Generating forecast for: SMH
[2025-11-28T20:30:29.270536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-11-28T20:30:29.284469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-11-28T20:30:29.284825] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-11-28T20:30:29.285732] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-11-28T20:30:29.285789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:29.285826] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:29.285858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:29.285934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:29.346289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:29.346872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:29.346946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:29.346977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:29.467708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:29.467851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:29.467888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:29.467917] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:29.471132] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-11-28T20:30:29.471386] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-11-28T20:30:29.471500] [INFO ] [sig       ] SMH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:29.608050] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SMH.txt
[2025-11-28T20:30:29.608176] [INFO ] [sig       ] [2948/3606] Completed SMH in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:29.608213] [INFO ] [sig       ] [2949/3606] Forecasting SMHI...
[2025-11-28T20:30:29.608242] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-11-28T20:30:29.608271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-11-28T20:30:29.620018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-11-28T20:30:29.620368] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-11-28T20:30:29.621176] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-11-28T20:30:29.621228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:29.621260] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:29.621291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:29.621353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:29.680648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:29.681497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:29.681599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:29.681635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:29.796774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:29.796922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:29.796963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:29.796990] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:29.800372] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-11-28T20:30:29.800656] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-11-28T20:30:29.800779] [INFO ] [sig       ] SMHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:29.937766] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SMHI.txt
[2025-11-28T20:30:29.937876] [INFO ] [sig       ] [2949/3606] Completed SMHI in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:29.937920] [INFO ] [sig       ] [2950/3606] Forecasting SMHX...
[2025-11-28T20:30:29.937950] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-11-28T20:30:29.937980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-11-28T20:30:29.948851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-11-28T20:30:29.949154] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-11-28T20:30:29.949934] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-11-28T20:30:29.949983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:29.950012] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:29.950037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:29.950091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:30.004257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:30.004860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:30.004933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:30.004964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:30.120202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:30.120355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:30.120394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:30.120421] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:30.124005] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=83.23%)
[2025-11-28T20:30:30.124263] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-11-28T20:30:30.124380] [INFO ] [sig       ] SMHX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:30.259230] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SMHX.txt
[2025-11-28T20:30:30.259378] [INFO ] [sig       ] [2950/3606] Completed SMHX in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.7m
[2025-11-28T20:30:30.259419] [INFO ] [sig       ] [2951/3606] Forecasting SMID...
[2025-11-28T20:30:30.259447] [INFO ] [sig       ] Generating forecast for: SMID
[2025-11-28T20:30:30.259475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-11-28T20:30:30.270274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-11-28T20:30:30.270615] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-11-28T20:30:30.271338] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-11-28T20:30:30.271386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:30.271416] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:30.271442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:30.271497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:30.329553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:30.330277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:30.330387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:30.330420] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:30.433736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:30.433850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:30.433886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:30.433919] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:30.437080] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2025-11-28T20:30:30.437350] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-11-28T20:30:30.437464] [INFO ] [sig       ] SMID: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:30.572796] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SMID.txt
[2025-11-28T20:30:30.572920] [INFO ] [sig       ] [2951/3606] Completed SMID in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.7m
[2025-11-28T20:30:30.572957] [INFO ] [sig       ] [2952/3606] Forecasting SMPL...
[2025-11-28T20:30:30.572985] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-11-28T20:30:30.573014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-11-28T20:30:30.583004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-11-28T20:30:30.583249] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-11-28T20:30:30.583982] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-11-28T20:30:30.584029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:30.584059] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:30.584084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:30.584138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:30.639103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:30.639773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:30.639848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:30.639879] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:30.755384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:30.755512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:30.755547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:30.755590] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:30.758840] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-11-28T20:30:30.759090] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-11-28T20:30:30.759205] [INFO ] [sig       ] SMPL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:30.894879] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SMPL.txt
[2025-11-28T20:30:30.894998] [INFO ] [sig       ] [2952/3606] Completed SMPL in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:30.895035] [INFO ] [sig       ] [2953/3606] Forecasting SMTC...
[2025-11-28T20:30:30.895063] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-11-28T20:30:30.895093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-11-28T20:30:30.906247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-11-28T20:30:30.906689] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-11-28T20:30:30.907618] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-11-28T20:30:30.907677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:30.907716] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:30.907747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:30.907818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:30.962777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:30.963876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:30.963955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:30.963988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:31.084723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:31.084872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:31.084939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:31.084970] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:31.088420] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=82.72%)
[2025-11-28T20:30:31.088710] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-11-28T20:30:31.088831] [INFO ] [sig       ] SMTC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:31.224775] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SMTC.txt
[2025-11-28T20:30:31.224904] [INFO ] [sig       ] [2953/3606] Completed SMTC in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:31.224942] [INFO ] [sig       ] [2954/3606] Forecasting SMTI...
[2025-11-28T20:30:31.224972] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-11-28T20:30:31.225000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-11-28T20:30:31.235950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-11-28T20:30:31.236278] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-11-28T20:30:31.237034] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-11-28T20:30:31.237082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:31.237113] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:31.237139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:31.237194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:31.291451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:31.292039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:31.292111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:31.292142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:31.404409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:31.404552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:31.404611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:31.404641] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:31.407957] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-11-28T20:30:31.408229] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-11-28T20:30:31.408344] [INFO ] [sig       ] SMTI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:31.544933] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SMTI.txt
[2025-11-28T20:30:31.545063] [INFO ] [sig       ] [2954/3606] Completed SMTI in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:31.545100] [INFO ] [sig       ] [2955/3606] Forecasting SMWB...
[2025-11-28T20:30:31.545128] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-11-28T20:30:31.545157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-11-28T20:30:31.555150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-11-28T20:30:31.555396] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-11-28T20:30:31.556120] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-11-28T20:30:31.556168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:31.556199] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:31.556225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:31.556279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:31.611535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:31.612147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:31.612221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:31.612252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:31.731702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:31.731835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:31.731870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:31.731897] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:31.735036] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2025-11-28T20:30:31.735289] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-11-28T20:30:31.735404] [INFO ] [sig       ] SMWB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:31.872020] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SMWB.txt
[2025-11-28T20:30:31.872127] [INFO ] [sig       ] [2955/3606] Completed SMWB in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:31.872162] [INFO ] [sig       ] [2956/3606] Forecasting SMX...
[2025-11-28T20:30:31.872191] [INFO ] [sig       ] Generating forecast for: SMX
[2025-11-28T20:30:31.872221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-11-28T20:30:31.882265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-11-28T20:30:31.882517] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-11-28T20:30:31.883258] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-11-28T20:30:31.883306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:31.883335] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:31.883361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:31.883419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:31.937855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:31.938452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:31.938525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:31.938555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:32.036289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:32.036426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:32.036462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:32.036488] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:32.039670] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-11-28T20:30:32.039919] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-11-28T20:30:32.040030] [INFO ] [sig       ] SMX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:32.175966] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SMX.txt
[2025-11-28T20:30:32.176094] [INFO ] [sig       ] [2956/3606] Completed SMX in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:32.176131] [INFO ] [sig       ] [2957/3606] Forecasting SN...
[2025-11-28T20:30:32.176159] [INFO ] [sig       ] Generating forecast for: SN
[2025-11-28T20:30:32.176189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-11-28T20:30:32.186270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-11-28T20:30:32.186512] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-11-28T20:30:32.187239] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-11-28T20:30:32.187287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:32.187328] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:32.187354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:32.187408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:32.242716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:32.243297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:32.243370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:32.243401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:32.367739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:32.367882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:32.367920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:32.367949] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:32.371293] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-11-28T20:30:32.371555] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-11-28T20:30:32.371704] [INFO ] [sig       ] SN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:32.522540] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SN.txt
[2025-11-28T20:30:32.522693] [INFO ] [sig       ] [2957/3606] Completed SN in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:32.522731] [INFO ] [sig       ] [2958/3606] Forecasting SNA...
[2025-11-28T20:30:32.522760] [INFO ] [sig       ] Generating forecast for: SNA
[2025-11-28T20:30:32.522789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-11-28T20:30:32.533115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-11-28T20:30:32.533364] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-11-28T20:30:32.534133] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-11-28T20:30:32.534181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:32.534236] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:32.534263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:32.534317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:32.588776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:32.589322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:32.589394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:32.589425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:32.704556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:32.704726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:32.704764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:32.704792] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:32.708047] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-11-28T20:30:32.708317] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-11-28T20:30:32.708433] [INFO ] [sig       ] SNA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:32.844298] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SNA.txt
[2025-11-28T20:30:32.844397] [INFO ] [sig       ] [2958/3606] Completed SNA in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:32.844433] [INFO ] [sig       ] [2959/3606] Forecasting SNAP...
[2025-11-28T20:30:32.844461] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-11-28T20:30:32.844489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-11-28T20:30:32.855514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-11-28T20:30:32.855866] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-11-28T20:30:32.856629] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-11-28T20:30:32.856677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:32.856707] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:32.856732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:32.856785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:32.911091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:32.911840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:32.911920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:32.911950] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:33.031503] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:33.031684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:33.031723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:33.031749] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:33.035051] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=62.60%)
[2025-11-28T20:30:33.035324] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-11-28T20:30:33.035448] [INFO ] [sig       ] SNAP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:33.169900] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SNAP.txt
[2025-11-28T20:30:33.170059] [INFO ] [sig       ] [2959/3606] Completed SNAP in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:33.170098] [INFO ] [sig       ] [2960/3606] Forecasting SNCY...
[2025-11-28T20:30:33.170127] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-11-28T20:30:33.170156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-11-28T20:30:33.181821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-11-28T20:30:33.182113] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-11-28T20:30:33.182861] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-11-28T20:30:33.182910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:33.182941] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:33.182966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:33.183021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:33.236849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:33.237397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:33.237470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:33.237499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:33.355232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:33.355339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:33.355374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:33.355401] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:33.358463] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=60.99%)
[2025-11-28T20:30:33.358730] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-11-28T20:30:33.358842] [INFO ] [sig       ] SNCY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:33.495003] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SNCY.txt
[2025-11-28T20:30:33.495103] [INFO ] [sig       ] [2960/3606] Completed SNCY in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:33.495139] [INFO ] [sig       ] [2961/3606] Forecasting SND...
[2025-11-28T20:30:33.495175] [INFO ] [sig       ] Generating forecast for: SND
[2025-11-28T20:30:33.495206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-11-28T20:30:33.509483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-11-28T20:30:33.509990] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-11-28T20:30:33.511050] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-11-28T20:30:33.511116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:33.511167] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:33.511209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:33.511300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:33.571812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:33.572697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:33.572789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:33.572822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:33.725744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:33.725905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:33.725945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:33.726009] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:33.730188] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2025-11-28T20:30:33.730614] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-11-28T20:30:33.730772] [INFO ] [sig       ] SND: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:33.864008] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SND.txt
[2025-11-28T20:30:33.864115] [INFO ] [sig       ] [2961/3606] Completed SND in 0.4s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:33.864152] [INFO ] [sig       ] [2962/3606] Forecasting SNDL...
[2025-11-28T20:30:33.864179] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-11-28T20:30:33.864208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-11-28T20:30:33.874454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-11-28T20:30:33.874712] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-11-28T20:30:33.875442] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-11-28T20:30:33.875491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:33.875520] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:33.875546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:33.875620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:33.930838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:33.931421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:33.931494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:33.931524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:34.046955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:34.047070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:34.047104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:34.047130] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:34.050265] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=21.92%)
[2025-11-28T20:30:34.050519] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-11-28T20:30:34.050654] [INFO ] [sig       ] SNDL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:34.186343] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SNDL.txt
[2025-11-28T20:30:34.186447] [INFO ] [sig       ] [2962/3606] Completed SNDL in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:34.186483] [INFO ] [sig       ] [2963/3606] Forecasting SNDX...
[2025-11-28T20:30:34.186511] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-11-28T20:30:34.186540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-11-28T20:30:34.196826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-11-28T20:30:34.197070] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-11-28T20:30:34.197847] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-11-28T20:30:34.197895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:34.197926] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:34.197952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:34.198031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:34.255406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:34.256210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:34.256287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:34.256318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:34.375214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:34.375356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:34.375393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:34.375421] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:34.378701] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-11-28T20:30:34.378962] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-11-28T20:30:34.379082] [INFO ] [sig       ] SNDX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:34.513602] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SNDX.txt
[2025-11-28T20:30:34.513728] [INFO ] [sig       ] [2963/3606] Completed SNDX in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:34.513765] [INFO ] [sig       ] [2964/3606] Forecasting SNES...
[2025-11-28T20:30:34.513794] [INFO ] [sig       ] Generating forecast for: SNES
[2025-11-28T20:30:34.513824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-11-28T20:30:34.524178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-11-28T20:30:34.524485] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-11-28T20:30:34.525222] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-11-28T20:30:34.525270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:34.525300] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:34.525325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:34.525377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:34.579839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:34.580415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:34.580487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:34.580518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:34.698440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:34.698605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:34.698651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:34.698703] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:34.701971] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-11-28T20:30:34.702227] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-11-28T20:30:34.702342] [INFO ] [sig       ] SNES: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:34.837731] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SNES.txt
[2025-11-28T20:30:34.837865] [INFO ] [sig       ] [2964/3606] Completed SNES in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:34.837903] [INFO ] [sig       ] [2965/3606] Forecasting SNEX...
[2025-11-28T20:30:34.837932] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-11-28T20:30:34.837962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-11-28T20:30:34.848040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-11-28T20:30:34.848380] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-11-28T20:30:34.849157] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-11-28T20:30:34.849205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:34.849235] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:34.849261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:34.849315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:34.903460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:34.904086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:34.904159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:34.904190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:35.021367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:35.021512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:35.021548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:35.021592] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:35.024786] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=31.62%)
[2025-11-28T20:30:35.025046] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-11-28T20:30:35.025159] [INFO ] [sig       ] SNEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:35.158596] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SNEX.txt
[2025-11-28T20:30:35.158743] [INFO ] [sig       ] [2965/3606] Completed SNEX in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:35.158783] [INFO ] [sig       ] [2966/3606] Forecasting SNFCA...
[2025-11-28T20:30:35.158812] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-11-28T20:30:35.158841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-11-28T20:30:35.169797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-11-28T20:30:35.170167] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-11-28T20:30:35.170946] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-11-28T20:30:35.170997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:35.171028] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:35.171053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:35.171108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:35.225715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:35.226625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:35.226728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:35.226762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:35.363970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:35.364117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:35.364155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:35.364184] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:35.367470] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=70.65%)
[2025-11-28T20:30:35.367763] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-11-28T20:30:35.367886] [INFO ] [sig       ] SNFCA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:35.510235] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SNFCA.txt
[2025-11-28T20:30:35.510375] [INFO ] [sig       ] [2966/3606] Completed SNFCA in 0.4s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:35.510413] [INFO ] [sig       ] [2967/3606] Forecasting SNGX...
[2025-11-28T20:30:35.510442] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-11-28T20:30:35.510471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-11-28T20:30:35.520782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-11-28T20:30:35.521100] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-11-28T20:30:35.521837] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-11-28T20:30:35.521885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:35.521915] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:35.521941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:35.521994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:35.575705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:35.576499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:35.576594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:35.576628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:35.694646] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:35.694784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:35.694820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:35.694848] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:35.700462] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=57.62%)
[2025-11-28T20:30:35.700748] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-11-28T20:30:35.700863] [INFO ] [sig       ] SNGX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:35.835053] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SNGX.txt
[2025-11-28T20:30:35.835164] [INFO ] [sig       ] [2967/3606] Completed SNGX in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:35.835201] [INFO ] [sig       ] [2968/3606] Forecasting SNN...
[2025-11-28T20:30:35.835230] [INFO ] [sig       ] Generating forecast for: SNN
[2025-11-28T20:30:35.835258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-11-28T20:30:35.845013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-11-28T20:30:35.845287] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-11-28T20:30:35.846037] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-11-28T20:30:35.846085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:35.846114] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:35.846152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:35.846208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:35.900145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:35.900831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:35.900930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:35.900963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:36.019423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:36.019605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:36.019646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:36.019673] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:36.023144] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-11-28T20:30:36.023441] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-11-28T20:30:36.023584] [INFO ] [sig       ] SNN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:36.159236] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SNN.txt
[2025-11-28T20:30:36.159366] [INFO ] [sig       ] [2968/3606] Completed SNN in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:36.159402] [INFO ] [sig       ] [2969/3606] Forecasting SNOA...
[2025-11-28T20:30:36.159432] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-11-28T20:30:36.159462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-11-28T20:30:36.169615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-11-28T20:30:36.169929] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-11-28T20:30:36.170668] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-11-28T20:30:36.170716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:36.170746] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:36.170772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:36.170826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:36.226208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:36.226888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:36.226977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:36.227015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:36.343210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:36.343353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:36.343391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:36.343418] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:36.346751] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-11-28T20:30:36.347006] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-11-28T20:30:36.347121] [INFO ] [sig       ] SNOA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:36.482512] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SNOA.txt
[2025-11-28T20:30:36.482643] [INFO ] [sig       ] [2969/3606] Completed SNOA in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.6m
[2025-11-28T20:30:36.482682] [INFO ] [sig       ] [2970/3606] Forecasting SNPS...
[2025-11-28T20:30:36.482711] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-11-28T20:30:36.482740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-11-28T20:30:36.493009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-11-28T20:30:36.493292] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-11-28T20:30:36.494136] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-11-28T20:30:36.494187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:36.494217] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:36.494244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:36.494299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:36.550863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:36.551491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:36.551566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:36.551616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:36.671876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:36.672016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:36.672053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:36.672080] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:36.675430] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-11-28T20:30:36.675715] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-11-28T20:30:36.675835] [INFO ] [sig       ] SNPS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:36.813491] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SNPS.txt
[2025-11-28T20:30:36.813640] [INFO ] [sig       ] [2970/3606] Completed SNPS in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:36.813680] [INFO ] [sig       ] [2971/3606] Forecasting SNTI...
[2025-11-28T20:30:36.813709] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-11-28T20:30:36.813737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-11-28T20:30:36.823647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-11-28T20:30:36.824010] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-11-28T20:30:36.824769] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-11-28T20:30:36.824817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:36.824847] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:36.824874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:36.824928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:36.879662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:36.880345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:36.880419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:36.880450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:37.003928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:37.004068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:37.004104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:37.004132] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:37.007304] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-11-28T20:30:37.007559] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-11-28T20:30:37.007693] [INFO ] [sig       ] SNTI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:37.143853] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SNTI.txt
[2025-11-28T20:30:37.143993] [INFO ] [sig       ] [2971/3606] Completed SNTI in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:37.144039] [INFO ] [sig       ] [2972/3606] Forecasting SNX...
[2025-11-28T20:30:37.144078] [INFO ] [sig       ] Generating forecast for: SNX
[2025-11-28T20:30:37.144127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-11-28T20:30:37.154606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-11-28T20:30:37.154892] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-11-28T20:30:37.155672] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-11-28T20:30:37.155721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:37.155753] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:37.155780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:37.155836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:37.212616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:37.213197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:37.213270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:37.213302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:37.333295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:37.333448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:37.333488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:37.333516] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:37.336900] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-11-28T20:30:37.337171] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-11-28T20:30:37.337291] [INFO ] [sig       ] SNX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:37.474310] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SNX.txt
[2025-11-28T20:30:37.474459] [INFO ] [sig       ] [2972/3606] Completed SNX in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:37.474499] [INFO ] [sig       ] [2973/3606] Forecasting SNY...
[2025-11-28T20:30:37.474527] [INFO ] [sig       ] Generating forecast for: SNY
[2025-11-28T20:30:37.474557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-11-28T20:30:37.484693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-11-28T20:30:37.484971] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-11-28T20:30:37.485715] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-11-28T20:30:37.485763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:37.485792] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:37.485818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:37.485872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:37.539966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:37.540691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:37.540766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:37.540798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:37.655192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:37.655336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:37.655373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:37.655400] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:37.658690] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-11-28T20:30:37.658952] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-11-28T20:30:37.659069] [INFO ] [sig       ] SNY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:37.797616] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SNY.txt
[2025-11-28T20:30:37.797786] [INFO ] [sig       ] [2973/3606] Completed SNY in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:37.797828] [INFO ] [sig       ] [2974/3606] Forecasting SO...
[2025-11-28T20:30:37.797856] [INFO ] [sig       ] Generating forecast for: SO
[2025-11-28T20:30:37.797885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-11-28T20:30:37.808740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-11-28T20:30:37.809121] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-11-28T20:30:37.810065] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-11-28T20:30:37.810121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:37.810165] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:37.810205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:37.810285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:37.865945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:37.866819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:37.866906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:37.866937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:37.988981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:37.989127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:37.989166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:37.989196] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:37.992957] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-11-28T20:30:37.993306] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-11-28T20:30:37.993459] [INFO ] [sig       ] SO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:38.130804] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SO.txt
[2025-11-28T20:30:38.130945] [INFO ] [sig       ] [2974/3606] Completed SO in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:38.130984] [INFO ] [sig       ] [2975/3606] Forecasting SOCL...
[2025-11-28T20:30:38.131012] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-11-28T20:30:38.131041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-11-28T20:30:38.141268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-11-28T20:30:38.141632] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-11-28T20:30:38.142424] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-11-28T20:30:38.142474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:38.142539] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:38.142603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:38.142688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:38.200538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:38.201349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:38.201427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:38.201459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:38.304437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:38.304606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:38.304646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:38.304673] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:38.308025] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-11-28T20:30:38.308307] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-11-28T20:30:38.308430] [INFO ] [sig       ] SOCL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:38.446683] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SOCL.txt
[2025-11-28T20:30:38.446859] [INFO ] [sig       ] [2975/3606] Completed SOCL in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:38.446899] [INFO ] [sig       ] [2976/3606] Forecasting SOFI...
[2025-11-28T20:30:38.446929] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-11-28T20:30:38.446959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-11-28T20:30:38.457459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-11-28T20:30:38.457862] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-11-28T20:30:38.458724] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-11-28T20:30:38.458786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:38.458828] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:38.458858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:38.458914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:38.516086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:38.516940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:38.517025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:38.517058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:38.644685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:38.644842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:38.644885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:38.644925] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:38.648440] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=52.08%)
[2025-11-28T20:30:38.648762] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-11-28T20:30:38.648891] [INFO ] [sig       ] SOFI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:38.794280] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SOFI.txt
[2025-11-28T20:30:38.794426] [INFO ] [sig       ] [2976/3606] Completed SOFI in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:38.794467] [INFO ] [sig       ] [2977/3606] Forecasting SOGP...
[2025-11-28T20:30:38.794496] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-11-28T20:30:38.794526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-11-28T20:30:38.805158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-11-28T20:30:38.805549] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-11-28T20:30:38.806384] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-11-28T20:30:38.806435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:38.806467] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:38.806494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:38.806549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:38.863289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:38.864082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:38.864160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:38.864191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:38.975093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:38.975238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:38.975276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:38.975304] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:38.978660] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=24.29%)
[2025-11-28T20:30:38.978938] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-11-28T20:30:38.979055] [INFO ] [sig       ] SOGP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:39.123457] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SOGP.txt
[2025-11-28T20:30:39.123600] [INFO ] [sig       ] [2977/3606] Completed SOGP in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:39.123646] [INFO ] [sig       ] [2978/3606] Forecasting SOJC...
[2025-11-28T20:30:39.123682] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-11-28T20:30:39.123717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-11-28T20:30:39.133717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-11-28T20:30:39.133995] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-11-28T20:30:39.134805] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-11-28T20:30:39.134856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:39.134888] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:39.134916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:39.134972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:39.190786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:39.191373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:39.191449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:39.191480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:39.307006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:39.307130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:39.307165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:39.307229] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:39.310644] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=12.97%)
[2025-11-28T20:30:39.310905] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-11-28T20:30:39.311024] [INFO ] [sig       ] SOJC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:39.447257] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SOJC.txt
[2025-11-28T20:30:39.447403] [INFO ] [sig       ] [2978/3606] Completed SOJC in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:39.447442] [INFO ] [sig       ] [2979/3606] Forecasting SOJD...
[2025-11-28T20:30:39.447470] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-11-28T20:30:39.447499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-11-28T20:30:39.457726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-11-28T20:30:39.458052] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-11-28T20:30:39.458827] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-11-28T20:30:39.458877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:39.458909] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:39.458936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:39.459004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:39.514919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:39.515766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:39.515856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:39.515887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:39.633239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:39.633378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:39.633415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:39.633443] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:39.636681] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2025-11-28T20:30:39.636935] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-11-28T20:30:39.637048] [INFO ] [sig       ] SOJD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:39.774998] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SOJD.txt
[2025-11-28T20:30:39.775147] [INFO ] [sig       ] [2979/3606] Completed SOJD in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:39.775193] [INFO ] [sig       ] [2980/3606] Forecasting SOJE...
[2025-11-28T20:30:39.775222] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-11-28T20:30:39.775252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-11-28T20:30:39.785962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-11-28T20:30:39.786286] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-11-28T20:30:39.787048] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-11-28T20:30:39.787098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:39.787129] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:39.787155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:39.787210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:39.845140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:39.845983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:39.846061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:39.846092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:39.965020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:39.965169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:39.965207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:39.965235] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:39.968541] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-11-28T20:30:39.968848] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-11-28T20:30:39.968966] [INFO ] [sig       ] SOJE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:40.104828] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SOJE.txt
[2025-11-28T20:30:40.104976] [INFO ] [sig       ] [2980/3606] Completed SOJE in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:40.105015] [INFO ] [sig       ] [2981/3606] Forecasting SOL...
[2025-11-28T20:30:40.105043] [INFO ] [sig       ] Generating forecast for: SOL
[2025-11-28T20:30:40.105074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-11-28T20:30:40.116167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-11-28T20:30:40.116479] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-11-28T20:30:40.117273] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-11-28T20:30:40.117344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:40.117377] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:40.117404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:40.117460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:40.175992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:40.176815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:40.176895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:40.176927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:40.288324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:40.288468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:40.288505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:40.288533] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:40.291739] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-11-28T20:30:40.291998] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-11-28T20:30:40.292111] [INFO ] [sig       ] SOL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:40.427332] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SOL.txt
[2025-11-28T20:30:40.427455] [INFO ] [sig       ] [2981/3606] Completed SOL in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:40.427493] [INFO ] [sig       ] [2982/3606] Forecasting SON...
[2025-11-28T20:30:40.427521] [INFO ] [sig       ] Generating forecast for: SON
[2025-11-28T20:30:40.427549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-11-28T20:30:40.438443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-11-28T20:30:40.438752] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-11-28T20:30:40.439504] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-11-28T20:30:40.439554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:40.439612] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:40.439646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:40.439713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:40.494763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:40.495408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:40.495483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:40.495514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:40.611151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:40.611291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:40.611330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:40.611358] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:40.614500] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-11-28T20:30:40.614778] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-11-28T20:30:40.614894] [INFO ] [sig       ] SON: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:40.753205] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SON.txt
[2025-11-28T20:30:40.753338] [INFO ] [sig       ] [2982/3606] Completed SON in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:40.753378] [INFO ] [sig       ] [2983/3606] Forecasting SONN...
[2025-11-28T20:30:40.753405] [INFO ] [sig       ] Generating forecast for: SONN
[2025-11-28T20:30:40.753432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONN' from 'https://tdm.silogroup.org/data/derivative_storage/SONN.csv'.
[2025-11-28T20:30:40.763295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONN'.
[2025-11-28T20:30:40.763600] [INFO ] [FORECASTER] Starting predict_future for SONN
[2025-11-28T20:30:40.764369] [DEBUG] [LOCAL     ] No optimal features file found for SONN: ./output/feature-sets/SONN.txt
[2025-11-28T20:30:40.764418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:40.764450] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:40.764477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:40.764534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:40.820200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:40.820832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:40.820908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:40.820940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:40.936218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:40.936336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:40.936373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:40.936401] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:40.939658] [DEBUG] [FORECASTER] SONN: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-11-28T20:30:40.939926] [INFO ] [FORECASTER] Completed predict_future for SONN
[2025-11-28T20:30:40.940046] [INFO ] [sig       ] SONN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:41.075026] [INFO ] [LOCAL     ] Saved forecast: SONN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SONN.txt
[2025-11-28T20:30:41.075138] [INFO ] [sig       ] [2983/3606] Completed SONN in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:41.075175] [INFO ] [sig       ] [2984/3606] Forecasting SONO...
[2025-11-28T20:30:41.075204] [INFO ] [sig       ] Generating forecast for: SONO
[2025-11-28T20:30:41.075232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-11-28T20:30:41.085622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-11-28T20:30:41.085887] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-11-28T20:30:41.086681] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-11-28T20:30:41.086731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:41.086763] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:41.086790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:41.086846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:41.143094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:41.143724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:41.143803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:41.143835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:41.262880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:41.263007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:41.263044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:41.263071] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:41.266384] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-11-28T20:30:41.266667] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-11-28T20:30:41.266792] [INFO ] [sig       ] SONO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:41.406927] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SONO.txt
[2025-11-28T20:30:41.407047] [INFO ] [sig       ] [2984/3606] Completed SONO in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:41.407084] [INFO ] [sig       ] [2985/3606] Forecasting SOPA...
[2025-11-28T20:30:41.407110] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-11-28T20:30:41.407138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-11-28T20:30:41.416965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-11-28T20:30:41.417220] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-11-28T20:30:41.417959] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-11-28T20:30:41.418031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:41.418063] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:41.418089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:41.418144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:41.474874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:41.475708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:41.475816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:41.475850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:41.593463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:41.593619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:41.593657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:41.593686] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:41.596936] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=71.00%)
[2025-11-28T20:30:41.597206] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-11-28T20:30:41.597325] [INFO ] [sig       ] SOPA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:41.739759] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SOPA.txt
[2025-11-28T20:30:41.739971] [INFO ] [sig       ] [2985/3606] Completed SOPA in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:41.740023] [INFO ] [sig       ] [2986/3606] Forecasting SOPH...
[2025-11-28T20:30:41.740058] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-11-28T20:30:41.740089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-11-28T20:30:41.751926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-11-28T20:30:41.752271] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-11-28T20:30:41.753097] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-11-28T20:30:41.753147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:41.753177] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:41.753202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:41.753256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:41.811894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:41.812621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:41.812709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:41.812758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:41.933445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:41.933628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:41.933680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:41.933713] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:41.937209] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2025-11-28T20:30:41.937507] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-11-28T20:30:41.937648] [INFO ] [sig       ] SOPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:42.080638] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SOPH.txt
[2025-11-28T20:30:42.080776] [INFO ] [sig       ] [2986/3606] Completed SOPH in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:42.080816] [INFO ] [sig       ] [2987/3606] Forecasting SOUN...
[2025-11-28T20:30:42.080844] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-11-28T20:30:42.080874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-11-28T20:30:42.092409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-11-28T20:30:42.092769] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-11-28T20:30:42.093531] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-11-28T20:30:42.093599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:42.093633] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:42.093659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:42.093715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:42.151222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:42.152053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:42.152134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:42.152166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:42.277326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:42.277474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:42.277513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:42.277542] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:42.280963] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: UP (p=68.62%)
[2025-11-28T20:30:42.281254] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-11-28T20:30:42.281393] [INFO ] [sig       ] SOUN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:42.423948] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SOUN.txt
[2025-11-28T20:30:42.424103] [INFO ] [sig       ] [2987/3606] Completed SOUN in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.5m
[2025-11-28T20:30:42.424145] [INFO ] [sig       ] [2988/3606] Forecasting SOXQ...
[2025-11-28T20:30:42.424174] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-11-28T20:30:42.424204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-11-28T20:30:42.435273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-11-28T20:30:42.435677] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-11-28T20:30:42.436489] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-11-28T20:30:42.436540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:42.436596] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:42.436635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:42.436694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:42.493935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:42.494754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:42.494833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:42.494865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:42.620628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:42.620796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:42.620839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:42.620869] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:42.624208] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-11-28T20:30:42.624471] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-11-28T20:30:42.624604] [INFO ] [sig       ] SOXQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:42.764192] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SOXQ.txt
[2025-11-28T20:30:42.764346] [INFO ] [sig       ] [2988/3606] Completed SOXQ in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:42.764388] [INFO ] [sig       ] [2989/3606] Forecasting SOXX...
[2025-11-28T20:30:42.764417] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-11-28T20:30:42.764447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-11-28T20:30:42.774550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-11-28T20:30:42.774879] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-11-28T20:30:42.775656] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-11-28T20:30:42.775707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:42.775737] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:42.775765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:42.775824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:42.833806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:42.834514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:42.834607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:42.834641] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:42.955407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:42.955546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:42.955603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:42.955633] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:42.958855] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=62.99%)
[2025-11-28T20:30:42.959108] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-11-28T20:30:42.959221] [INFO ] [sig       ] SOXX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:43.094934] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SOXX.txt
[2025-11-28T20:30:43.095062] [INFO ] [sig       ] [2989/3606] Completed SOXX in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:43.095098] [INFO ] [sig       ] [2990/3606] Forecasting SPAI...
[2025-11-28T20:30:43.095127] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-11-28T20:30:43.095157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-11-28T20:30:43.106229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-11-28T20:30:43.106564] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-11-28T20:30:43.107396] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-11-28T20:30:43.107446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:43.107477] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:43.107503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:43.107558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:43.167602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:43.168460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:43.168544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:43.168594] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:43.285635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:43.285786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:43.285824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:43.285851] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:43.289237] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=47.42%)
[2025-11-28T20:30:43.289510] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-11-28T20:30:43.289652] [INFO ] [sig       ] SPAI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:43.424443] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPAI.txt
[2025-11-28T20:30:43.424594] [INFO ] [sig       ] [2990/3606] Completed SPAI in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:43.424634] [INFO ] [sig       ] [2991/3606] Forecasting SPB...
[2025-11-28T20:30:43.424662] [INFO ] [sig       ] Generating forecast for: SPB
[2025-11-28T20:30:43.424691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-11-28T20:30:43.434819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-11-28T20:30:43.435122] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-11-28T20:30:43.435889] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-11-28T20:30:43.435940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:43.435970] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:43.435996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:43.436049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:43.491947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:43.492730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:43.492821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:43.492861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:43.612320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:43.612463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:43.612500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:43.612528] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:43.615729] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=71.29%)
[2025-11-28T20:30:43.615990] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-11-28T20:30:43.616106] [INFO ] [sig       ] SPB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:43.750822] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SPB.txt
[2025-11-28T20:30:43.750969] [INFO ] [sig       ] [2991/3606] Completed SPB in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:43.751007] [INFO ] [sig       ] [2992/3606] Forecasting SPCB...
[2025-11-28T20:30:43.751037] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-11-28T20:30:43.751065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-11-28T20:30:43.761659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-11-28T20:30:43.761971] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-11-28T20:30:43.762719] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-11-28T20:30:43.762767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:43.762857] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:43.762886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:43.762942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:43.818411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:43.819135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:43.819213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:43.819246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:43.945012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:43.945161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:43.945201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:43.945230] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:43.948607] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: UP (p=50.37%)
[2025-11-28T20:30:43.948904] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-11-28T20:30:43.949030] [INFO ] [sig       ] SPCB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:44.087335] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SPCB.txt
[2025-11-28T20:30:44.087454] [INFO ] [sig       ] [2992/3606] Completed SPCB in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:44.087492] [INFO ] [sig       ] [2993/3606] Forecasting SPCE...
[2025-11-28T20:30:44.087521] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-11-28T20:30:44.087549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-11-28T20:30:44.097555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-11-28T20:30:44.097829] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-11-28T20:30:44.098594] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-11-28T20:30:44.098643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:44.098672] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:44.098696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:44.098750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:44.155046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:44.155658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:44.155733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:44.155766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:44.274022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:44.274163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:44.274204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:44.274233] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:44.277442] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2025-11-28T20:30:44.277714] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-11-28T20:30:44.277834] [INFO ] [sig       ] SPCE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:44.411777] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPCE.txt
[2025-11-28T20:30:44.411901] [INFO ] [sig       ] [2993/3606] Completed SPCE in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:44.411938] [INFO ] [sig       ] [2994/3606] Forecasting SPE...
[2025-11-28T20:30:44.411966] [INFO ] [sig       ] Generating forecast for: SPE
[2025-11-28T20:30:44.411996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-11-28T20:30:44.421760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-11-28T20:30:44.422055] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-11-28T20:30:44.422811] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-11-28T20:30:44.422860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:44.422890] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:44.422916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:44.422969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:44.477352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:44.477991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:44.478084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:44.478115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:44.593941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:44.594078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:44.594114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:44.594141] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:44.597324] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2025-11-28T20:30:44.597596] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-11-28T20:30:44.597713] [INFO ] [sig       ] SPE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:44.732477] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPE.txt
[2025-11-28T20:30:44.732608] [INFO ] [sig       ] [2994/3606] Completed SPE in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:44.732646] [INFO ] [sig       ] [2995/3606] Forecasting SPFI...
[2025-11-28T20:30:44.732673] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-11-28T20:30:44.732704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-11-28T20:30:44.742900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-11-28T20:30:44.743214] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-11-28T20:30:44.743995] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-11-28T20:30:44.744046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:44.744077] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:44.744105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:44.744161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:44.800938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:44.801538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:44.801641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:44.801686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:44.914014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:44.914139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:44.914177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:44.914231] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:44.918369] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=61.47%)
[2025-11-28T20:30:44.918657] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-11-28T20:30:44.918782] [INFO ] [sig       ] SPFI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:45.059117] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SPFI.txt
[2025-11-28T20:30:45.059241] [INFO ] [sig       ] [2995/3606] Completed SPFI in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:45.059287] [INFO ] [sig       ] [2996/3606] Forecasting SPG...
[2025-11-28T20:30:45.059317] [INFO ] [sig       ] Generating forecast for: SPG
[2025-11-28T20:30:45.059354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-11-28T20:30:45.069548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-11-28T20:30:45.069855] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-11-28T20:30:45.070632] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-11-28T20:30:45.070682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:45.070715] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:45.070741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:45.070828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:45.127309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:45.127932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:45.128027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:45.128061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:45.249539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:45.249700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:45.249744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:45.249772] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:45.252949] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-11-28T20:30:45.253203] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-11-28T20:30:45.253316] [INFO ] [sig       ] SPG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:45.389307] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPG.txt
[2025-11-28T20:30:45.389447] [INFO ] [sig       ] [2996/3606] Completed SPG in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:45.389486] [INFO ] [sig       ] [2997/3606] Forecasting SPGI...
[2025-11-28T20:30:45.389515] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-11-28T20:30:45.389545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-11-28T20:30:45.400112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-11-28T20:30:45.400411] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-11-28T20:30:45.401221] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-11-28T20:30:45.401271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:45.401302] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:45.401329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:45.401384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:45.456896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:45.457517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:45.457614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:45.457649] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:45.576822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:45.576965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:45.577002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:45.577030] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:45.580354] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-11-28T20:30:45.580632] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-11-28T20:30:45.580774] [INFO ] [sig       ] SPGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:45.719186] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPGI.txt
[2025-11-28T20:30:45.719347] [INFO ] [sig       ] [2997/3606] Completed SPGI in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:45.719386] [INFO ] [sig       ] [2998/3606] Forecasting SPH...
[2025-11-28T20:30:45.719415] [INFO ] [sig       ] Generating forecast for: SPH
[2025-11-28T20:30:45.719445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-11-28T20:30:45.730492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-11-28T20:30:45.730830] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-11-28T20:30:45.731624] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-11-28T20:30:45.731674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:45.731705] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:45.731731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:45.731785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:45.789362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:45.789986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:45.790062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:45.790093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:45.906229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:45.906367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:45.906405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:45.906433] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:45.909892] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-11-28T20:30:45.910156] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-11-28T20:30:45.910274] [INFO ] [sig       ] SPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:46.046984] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPH.txt
[2025-11-28T20:30:46.047106] [INFO ] [sig       ] [2998/3606] Completed SPH in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:46.047142] [INFO ] [sig       ] [2999/3606] Forecasting SPNS...
[2025-11-28T20:30:46.047170] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-11-28T20:30:46.047199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-11-28T20:30:46.057134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-11-28T20:30:46.057396] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-11-28T20:30:46.058200] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-11-28T20:30:46.058250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:46.058282] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:46.058308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:46.058362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:46.115368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:46.116007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:46.116276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:46.116308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:46.234252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:46.234373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:46.234427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:46.234455] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:46.237556] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: UP (p=52.67%)
[2025-11-28T20:30:46.237824] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-11-28T20:30:46.237939] [INFO ] [sig       ] SPNS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:46.372856] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SPNS.txt
[2025-11-28T20:30:46.372994] [INFO ] [sig       ] [2999/3606] Completed SPNS in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:46.373233] [INFO ] [sig       ] [3000/3606] Forecasting SPOK...
[2025-11-28T20:30:46.373266] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-11-28T20:30:46.373296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-11-28T20:30:46.385434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-11-28T20:30:46.385832] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-11-28T20:30:46.386811] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-11-28T20:30:46.386883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:46.386931] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:46.386975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:46.387056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:46.454027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:46.454859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:46.454939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:46.454970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:46.570314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:46.570438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:46.570475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:46.570503] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:46.573754] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-11-28T20:30:46.574011] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-11-28T20:30:46.574130] [INFO ] [sig       ] SPOK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:46.711810] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SPOK.txt
[2025-11-28T20:30:46.711927] [INFO ] [sig       ] [3000/3606] Completed SPOK in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:46.711963] [INFO ] [sig       ] [3001/3606] Forecasting SPRC...
[2025-11-28T20:30:46.711990] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-11-28T20:30:46.712018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-11-28T20:30:46.722430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-11-28T20:30:46.722786] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-11-28T20:30:46.723549] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-11-28T20:30:46.723615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:46.723648] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:46.723673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:46.723729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:46.779203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:46.780017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:46.780114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:46.780148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:46.899350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:46.899496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:46.899533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:46.899561] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:46.902802] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=4.47%)
[2025-11-28T20:30:46.903054] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-11-28T20:30:46.903169] [INFO ] [sig       ] SPRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:47.049110] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPRC.txt
[2025-11-28T20:30:47.049263] [INFO ] [sig       ] [3001/3606] Completed SPRC in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:47.049304] [INFO ] [sig       ] [3002/3606] Forecasting SPRO...
[2025-11-28T20:30:47.049334] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-11-28T20:30:47.049365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-11-28T20:30:47.059907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-11-28T20:30:47.060229] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-11-28T20:30:47.060967] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-11-28T20:30:47.061016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:47.061046] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:47.061073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:47.061127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:47.120631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:47.121402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:47.121504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:47.121537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:47.260739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:47.260891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:47.260939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:47.260975] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:47.264463] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-11-28T20:30:47.264745] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-11-28T20:30:47.264864] [INFO ] [sig       ] SPRO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:47.408142] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SPRO.txt
[2025-11-28T20:30:47.408280] [INFO ] [sig       ] [3002/3606] Completed SPRO in 0.4s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:47.408318] [INFO ] [sig       ] [3003/3606] Forecasting SPRX...
[2025-11-28T20:30:47.408347] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-11-28T20:30:47.408375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-11-28T20:30:47.419611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-11-28T20:30:47.419988] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-11-28T20:30:47.420811] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-11-28T20:30:47.420865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:47.420909] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:47.420935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:47.420991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:47.481697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:47.482497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:47.482591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:47.482627] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:47.599773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:47.599911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:47.599947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:47.599974] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:47.603169] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=90.50%)
[2025-11-28T20:30:47.603422] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-11-28T20:30:47.603536] [INFO ] [sig       ] SPRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:47.740999] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SPRX.txt
[2025-11-28T20:30:47.741127] [INFO ] [sig       ] [3003/3606] Completed SPRX in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:47.741164] [INFO ] [sig       ] [3004/3606] Forecasting SPRY...
[2025-11-28T20:30:47.741193] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-11-28T20:30:47.741221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-11-28T20:30:47.752323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-11-28T20:30:47.752718] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-11-28T20:30:47.753489] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-11-28T20:30:47.753539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:47.753589] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:47.753618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:47.753672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:47.809490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:47.810341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:47.810420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:47.810452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:47.930688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:47.930845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:47.930885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:47.930913] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:47.934319] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-11-28T20:30:47.934637] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-11-28T20:30:47.934769] [INFO ] [sig       ] SPRY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:48.073056] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPRY.txt
[2025-11-28T20:30:48.073207] [INFO ] [sig       ] [3004/3606] Completed SPRY in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.4m
[2025-11-28T20:30:48.073246] [INFO ] [sig       ] [3005/3606] Forecasting SPSC...
[2025-11-28T20:30:48.073277] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-11-28T20:30:48.073308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-11-28T20:30:48.084711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-11-28T20:30:48.085026] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-11-28T20:30:48.085800] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-11-28T20:30:48.085851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:48.085882] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:48.085909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:48.085965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:48.142867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:48.143529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:48.143622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:48.143656] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:48.259738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:48.259849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:48.259892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:48.259927] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:48.263309] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-11-28T20:30:48.263619] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-11-28T20:30:48.263753] [INFO ] [sig       ] SPSC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:48.400936] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPSC.txt
[2025-11-28T20:30:48.401093] [INFO ] [sig       ] [3005/3606] Completed SPSC in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.3m
[2025-11-28T20:30:48.401131] [INFO ] [sig       ] [3006/3606] Forecasting SPWH...
[2025-11-28T20:30:48.401160] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-11-28T20:30:48.401190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-11-28T20:30:48.410964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-11-28T20:30:48.411241] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-11-28T20:30:48.411979] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-11-28T20:30:48.412027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:48.412057] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:48.412083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:48.412137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:48.466886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:48.467468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:48.467540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:48.467570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:48.588961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:48.589090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:48.589129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:48.589156] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:48.592414] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2025-11-28T20:30:48.592688] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-11-28T20:30:48.592804] [INFO ] [sig       ] SPWH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:48.728289] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPWH.txt
[2025-11-28T20:30:48.728398] [INFO ] [sig       ] [3006/3606] Completed SPWH in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:48.728435] [INFO ] [sig       ] [3007/3606] Forecasting SPXC...
[2025-11-28T20:30:48.728471] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-11-28T20:30:48.728501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-11-28T20:30:48.738468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-11-28T20:30:48.738776] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-11-28T20:30:48.739524] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-11-28T20:30:48.739594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:48.739631] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:48.739659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:48.739714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:48.798084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:48.798702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:48.798773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:48.798804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:48.922955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:48.923100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:48.923138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:48.923165] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:48.926395] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-11-28T20:30:48.926694] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-11-28T20:30:48.926826] [INFO ] [sig       ] SPXC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:49.063367] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPXC.txt
[2025-11-28T20:30:49.063489] [INFO ] [sig       ] [3007/3606] Completed SPXC in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:49.063526] [INFO ] [sig       ] [3008/3606] Forecasting SPXX...
[2025-11-28T20:30:49.063554] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-11-28T20:30:49.063602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-11-28T20:30:49.074137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-11-28T20:30:49.074416] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-11-28T20:30:49.075212] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-11-28T20:30:49.075262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:49.075294] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:49.075320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:49.075376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:49.133700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:49.134315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:49.134398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:49.134437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:49.252279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:49.252418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:49.252456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:49.252484] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:49.255667] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=18.78%)
[2025-11-28T20:30:49.255920] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-11-28T20:30:49.256033] [INFO ] [sig       ] SPXX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:49.392554] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPXX.txt
[2025-11-28T20:30:49.392707] [INFO ] [sig       ] [3008/3606] Completed SPXX in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:49.392745] [INFO ] [sig       ] [3009/3606] Forecasting SQM...
[2025-11-28T20:30:49.392775] [INFO ] [sig       ] Generating forecast for: SQM
[2025-11-28T20:30:49.392803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-11-28T20:30:49.403616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-11-28T20:30:49.403916] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-11-28T20:30:49.404855] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-11-28T20:30:49.404908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:49.404971] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:49.404998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:49.405056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:49.458883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:49.459445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:49.459519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:49.459549] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:49.582779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:49.582897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:49.582935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:49.582962] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:49.586179] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=78.04%)
[2025-11-28T20:30:49.586435] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-11-28T20:30:49.586551] [INFO ] [sig       ] SQM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:49.720177] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SQM.txt
[2025-11-28T20:30:49.720300] [INFO ] [sig       ] [3009/3606] Completed SQM in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:49.720346] [INFO ] [sig       ] [3010/3606] Forecasting SQNS...
[2025-11-28T20:30:49.720378] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-11-28T20:30:49.720409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-11-28T20:30:49.730766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-11-28T20:30:49.731047] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-11-28T20:30:49.731858] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-11-28T20:30:49.731909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:49.731940] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:49.731966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:49.732020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:49.788788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:49.789513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:49.789606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:49.789641] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:49.904873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:49.905020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:49.905059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:49.905107] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:49.908474] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=38.14%)
[2025-11-28T20:30:49.908756] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-11-28T20:30:49.908881] [INFO ] [sig       ] SQNS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:50.051123] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SQNS.txt
[2025-11-28T20:30:50.051252] [INFO ] [sig       ] [3010/3606] Completed SQNS in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:50.051291] [INFO ] [sig       ] [3011/3606] Forecasting SQQQ...
[2025-11-28T20:30:50.051320] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-11-28T20:30:50.051350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-11-28T20:30:50.061049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-11-28T20:30:50.061321] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-11-28T20:30:50.062060] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-11-28T20:30:50.062108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:50.062140] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:50.062166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:50.062220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:50.116530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:50.117118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:50.117190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:50.117220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:50.239986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:50.240158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:50.240199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:50.240227] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:50.243565] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-11-28T20:30:50.243859] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-11-28T20:30:50.243984] [INFO ] [sig       ] SQQQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:50.379680] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SQQQ.txt
[2025-11-28T20:30:50.379817] [INFO ] [sig       ] [3011/3606] Completed SQQQ in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:50.379856] [INFO ] [sig       ] [3012/3606] Forecasting SRAD...
[2025-11-28T20:30:50.379886] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-11-28T20:30:50.379919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-11-28T20:30:50.390561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-11-28T20:30:50.390869] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-11-28T20:30:50.391625] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-11-28T20:30:50.391674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:50.391703] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:50.391729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:50.391784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:50.449031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:50.449730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:50.449808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:50.449857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:50.566883] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:50.567040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:50.567087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:50.567150] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:50.570706] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=33.31%)
[2025-11-28T20:30:50.570981] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-11-28T20:30:50.571102] [INFO ] [sig       ] SRAD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:50.753191] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SRAD.txt
[2025-11-28T20:30:50.753332] [INFO ] [sig       ] [3012/3606] Completed SRAD in 0.4s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:50.753370] [INFO ] [sig       ] [3013/3606] Forecasting SRBK...
[2025-11-28T20:30:50.753399] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-11-28T20:30:50.753428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-11-28T20:30:50.764381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-11-28T20:30:50.764719] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-11-28T20:30:50.765439] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-11-28T20:30:50.765488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:50.765519] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:50.765545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:50.765616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:50.820972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:50.821878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:50.821959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:50.821992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:50.938458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:50.938624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:50.938663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:50.938692] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:50.941982] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: DOWN (p=37.55%)
[2025-11-28T20:30:50.942269] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-11-28T20:30:50.942391] [INFO ] [sig       ] SRBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:51.080517] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SRBK.txt
[2025-11-28T20:30:51.080688] [INFO ] [sig       ] [3013/3606] Completed SRBK in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:51.080729] [INFO ] [sig       ] [3014/3606] Forecasting SRCE...
[2025-11-28T20:30:51.080757] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-11-28T20:30:51.080786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-11-28T20:30:51.091055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-11-28T20:30:51.091427] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-11-28T20:30:51.092230] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-11-28T20:30:51.092282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:51.092313] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:51.092353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:51.092411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:51.148795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:51.149647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:51.149724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:51.149756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:51.266775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:51.266922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:51.266962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:51.266991] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:51.270251] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-11-28T20:30:51.270510] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-11-28T20:30:51.270643] [INFO ] [sig       ] SRCE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:51.404937] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SRCE.txt
[2025-11-28T20:30:51.405048] [INFO ] [sig       ] [3014/3606] Completed SRCE in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:51.405085] [INFO ] [sig       ] [3015/3606] Forecasting SRE...
[2025-11-28T20:30:51.405113] [INFO ] [sig       ] Generating forecast for: SRE
[2025-11-28T20:30:51.405143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-11-28T20:30:51.416166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-11-28T20:30:51.416540] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-11-28T20:30:51.417328] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-11-28T20:30:51.417378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:51.417409] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:51.417434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:51.417489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:51.472756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:51.473640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:51.473728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:51.473760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:51.591623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:51.591770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:51.591808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:51.591835] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:51.595147] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-11-28T20:30:51.595411] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-11-28T20:30:51.595527] [INFO ] [sig       ] SRE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:51.731477] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SRE.txt
[2025-11-28T20:30:51.731615] [INFO ] [sig       ] [3015/3606] Completed SRE in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:51.731656] [INFO ] [sig       ] [3016/3606] Forecasting SREA...
[2025-11-28T20:30:51.731685] [INFO ] [sig       ] Generating forecast for: SREA
[2025-11-28T20:30:51.731714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-11-28T20:30:51.742555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-11-28T20:30:51.742906] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-11-28T20:30:51.743710] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-11-28T20:30:51.743759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:51.743792] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:51.743817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:51.743871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:51.799840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:51.800449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:51.800524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:51.800553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:51.917841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:51.917989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:51.918040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:51.918071] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:51.921322] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=26.00%)
[2025-11-28T20:30:51.921598] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-11-28T20:30:51.921717] [INFO ] [sig       ] SREA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:52.056682] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SREA.txt
[2025-11-28T20:30:52.056807] [INFO ] [sig       ] [3016/3606] Completed SREA in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:52.056844] [INFO ] [sig       ] [3017/3606] Forecasting SRFM...
[2025-11-28T20:30:52.056873] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-11-28T20:30:52.056901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-11-28T20:30:52.070721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-11-28T20:30:52.071161] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-11-28T20:30:52.072136] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-11-28T20:30:52.072197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:52.072237] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:52.072272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:52.072349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:52.135659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:52.136503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:52.136602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:52.136636] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:52.250508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:52.250653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:52.250691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:52.250719] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:52.254069] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-11-28T20:30:52.254523] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-11-28T20:30:52.254660] [INFO ] [sig       ] SRFM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:52.390280] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SRFM.txt
[2025-11-28T20:30:52.390445] [INFO ] [sig       ] [3017/3606] Completed SRFM in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:52.390484] [INFO ] [sig       ] [3018/3606] Forecasting SRG...
[2025-11-28T20:30:52.390512] [INFO ] [sig       ] Generating forecast for: SRG
[2025-11-28T20:30:52.390550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-11-28T20:30:52.401178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-11-28T20:30:52.401468] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-11-28T20:30:52.402212] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-11-28T20:30:52.402261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:52.402290] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:52.402316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:52.402370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:52.459322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:52.460034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:52.460123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:52.460155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:52.576791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:52.576928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:52.576971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:52.577005] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:52.580231] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-11-28T20:30:52.580484] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-11-28T20:30:52.580621] [INFO ] [sig       ] SRG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:52.715966] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SRG.txt
[2025-11-28T20:30:52.716074] [INFO ] [sig       ] [3018/3606] Completed SRG in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:52.716111] [INFO ] [sig       ] [3019/3606] Forecasting SRI...
[2025-11-28T20:30:52.716138] [INFO ] [sig       ] Generating forecast for: SRI
[2025-11-28T20:30:52.716167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-11-28T20:30:52.726761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-11-28T20:30:52.727073] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-11-28T20:30:52.727852] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-11-28T20:30:52.727900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:52.727930] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:52.727956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:52.728029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:52.783236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:52.784088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:52.784197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:52.784228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:52.901299] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:52.901412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:52.901447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:52.901475] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:52.904594] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=54.46%)
[2025-11-28T20:30:52.904848] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-11-28T20:30:52.904970] [INFO ] [sig       ] SRI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:53.039957] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SRI.txt
[2025-11-28T20:30:53.040092] [INFO ] [sig       ] [3019/3606] Completed SRI in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:53.040131] [INFO ] [sig       ] [3020/3606] Forecasting SRRK...
[2025-11-28T20:30:53.040160] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-11-28T20:30:53.040190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-11-28T20:30:53.049804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-11-28T20:30:53.050058] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-11-28T20:30:53.050789] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-11-28T20:30:53.050838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:53.050867] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:53.050893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:53.050948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:53.105464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:53.106055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:53.106126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:53.106157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:53.223816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:53.223944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:53.223983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:53.224010] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:53.227134] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=35.06%)
[2025-11-28T20:30:53.227387] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-11-28T20:30:53.227502] [INFO ] [sig       ] SRRK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:53.361882] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SRRK.txt
[2025-11-28T20:30:53.361991] [INFO ] [sig       ] [3020/3606] Completed SRRK in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:53.362028] [INFO ] [sig       ] [3021/3606] Forecasting SRTS...
[2025-11-28T20:30:53.362057] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-11-28T20:30:53.362086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-11-28T20:30:53.371896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-11-28T20:30:53.372158] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-11-28T20:30:53.372895] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-11-28T20:30:53.372943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:53.372973] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:53.372998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:53.373052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:53.429516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:53.430453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:53.430536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:53.430567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:53.547208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:53.547335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:53.547371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:53.547399] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:53.550680] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2025-11-28T20:30:53.550941] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-11-28T20:30:53.551064] [INFO ] [sig       ] SRTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:53.686314] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SRTS.txt
[2025-11-28T20:30:53.686433] [INFO ] [sig       ] [3021/3606] Completed SRTS in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:53.686469] [INFO ] [sig       ] [3022/3606] Forecasting SSB...
[2025-11-28T20:30:53.686497] [INFO ] [sig       ] Generating forecast for: SSB
[2025-11-28T20:30:53.686525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-11-28T20:30:53.697683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-11-28T20:30:53.698082] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-11-28T20:30:53.698894] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-11-28T20:30:53.698946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:53.698986] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:53.699029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:53.699101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:53.753969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:53.754669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:53.754750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:53.754782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:53.881226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:53.881380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:53.881418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:53.881446] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:53.884714] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-11-28T20:30:53.884979] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-11-28T20:30:53.885094] [INFO ] [sig       ] SSB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:54.023265] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SSB.txt
[2025-11-28T20:30:54.023446] [INFO ] [sig       ] [3022/3606] Completed SSB in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.3m
[2025-11-28T20:30:54.023486] [INFO ] [sig       ] [3023/3606] Forecasting SSD...
[2025-11-28T20:30:54.023518] [INFO ] [sig       ] Generating forecast for: SSD
[2025-11-28T20:30:54.023549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-11-28T20:30:54.033966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-11-28T20:30:54.034263] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-11-28T20:30:54.035010] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-11-28T20:30:54.035059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:54.035089] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:54.035116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:54.035171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:54.090460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:54.091289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:54.091374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:54.091408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:54.212320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:54.212474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:54.212513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:54.212540] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:54.215843] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-11-28T20:30:54.216111] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-11-28T20:30:54.216228] [INFO ] [sig       ] SSD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:54.366625] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SSD.txt
[2025-11-28T20:30:54.366749] [INFO ] [sig       ] [3023/3606] Completed SSD in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.2m
[2025-11-28T20:30:54.366786] [INFO ] [sig       ] [3024/3606] Forecasting SSL...
[2025-11-28T20:30:54.366815] [INFO ] [sig       ] Generating forecast for: SSL
[2025-11-28T20:30:54.366844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-11-28T20:30:54.376739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-11-28T20:30:54.376991] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-11-28T20:30:54.377742] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-11-28T20:30:54.377790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:54.377820] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:54.377846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:54.377900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:54.433445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:54.434099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:54.434173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:54.434205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:54.555857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:54.556007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:54.556050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:54.556079] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:54.559317] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-11-28T20:30:54.559591] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-11-28T20:30:54.559706] [INFO ] [sig       ] SSL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:54.694991] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SSL.txt
[2025-11-28T20:30:54.695113] [INFO ] [sig       ] [3024/3606] Completed SSL in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:54.695150] [INFO ] [sig       ] [3025/3606] Forecasting SSNC...
[2025-11-28T20:30:54.695178] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-11-28T20:30:54.695207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-11-28T20:30:54.704969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-11-28T20:30:54.705214] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-11-28T20:30:54.705947] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-11-28T20:30:54.705997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:54.706029] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:54.706056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:54.706112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:54.760622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:54.761180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:54.761251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:54.761282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:54.886153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:54.886296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:54.886335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:54.886362] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:54.889585] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=74.73%)
[2025-11-28T20:30:54.889853] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-11-28T20:30:54.889966] [INFO ] [sig       ] SSNC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:55.024535] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SSNC.txt
[2025-11-28T20:30:55.024682] [INFO ] [sig       ] [3025/3606] Completed SSNC in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:55.024719] [INFO ] [sig       ] [3026/3606] Forecasting SSP...
[2025-11-28T20:30:55.024747] [INFO ] [sig       ] Generating forecast for: SSP
[2025-11-28T20:30:55.024777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-11-28T20:30:55.034689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-11-28T20:30:55.034957] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-11-28T20:30:55.035698] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-11-28T20:30:55.035746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:55.035797] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:55.035824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:55.035878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:55.090954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:55.091549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:55.091640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:55.091672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:55.204291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:55.204399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:55.204432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:55.204459] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:55.207489] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2025-11-28T20:30:55.207758] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-11-28T20:30:55.207871] [INFO ] [sig       ] SSP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:55.343732] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SSP.txt
[2025-11-28T20:30:55.343831] [INFO ] [sig       ] [3026/3606] Completed SSP in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:55.343867] [INFO ] [sig       ] [3027/3606] Forecasting SSRM...
[2025-11-28T20:30:55.343896] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-11-28T20:30:55.343925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-11-28T20:30:55.353878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-11-28T20:30:55.354126] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-11-28T20:30:55.354854] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-11-28T20:30:55.354913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:55.354944] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:55.354970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:55.355023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:55.409978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:55.410529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:55.410619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:55.410652] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:55.528626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:55.528725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:55.528758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:55.528785] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:55.531855] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-11-28T20:30:55.532103] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-11-28T20:30:55.532213] [INFO ] [sig       ] SSRM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:55.669266] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SSRM.txt
[2025-11-28T20:30:55.669378] [INFO ] [sig       ] [3027/3606] Completed SSRM in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:55.669415] [INFO ] [sig       ] [3028/3606] Forecasting SSSS...
[2025-11-28T20:30:55.669442] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-11-28T20:30:55.669472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-11-28T20:30:55.679102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-11-28T20:30:55.679345] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-11-28T20:30:55.680080] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-11-28T20:30:55.680132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:55.680162] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:55.680188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:55.680242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:55.735542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:55.736350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:55.736426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:55.736458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:55.858727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:55.858875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:55.858912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:55.858939] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:55.862137] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-11-28T20:30:55.862398] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-11-28T20:30:55.862514] [INFO ] [sig       ] SSSS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:55.998471] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SSSS.txt
[2025-11-28T20:30:55.998605] [INFO ] [sig       ] [3028/3606] Completed SSSS in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:55.998645] [INFO ] [sig       ] [3029/3606] Forecasting SSTI...
[2025-11-28T20:30:55.998673] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-11-28T20:30:55.998702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-11-28T20:30:56.011743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-11-28T20:30:56.012204] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-11-28T20:30:56.013020] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-11-28T20:30:56.013071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:56.013102] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:56.013129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:56.013184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:56.070367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:56.071311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:56.071413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:56.071447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:56.193013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:56.193180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:56.193221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:56.193284] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:56.196884] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=47.43%)
[2025-11-28T20:30:56.197227] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-11-28T20:30:56.197362] [INFO ] [sig       ] SSTI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:56.338112] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SSTI.txt
[2025-11-28T20:30:56.338264] [INFO ] [sig       ] [3029/3606] Completed SSTI in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:56.338304] [INFO ] [sig       ] [3030/3606] Forecasting SSTK...
[2025-11-28T20:30:56.338333] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-11-28T20:30:56.338362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-11-28T20:30:56.349016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-11-28T20:30:56.349418] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-11-28T20:30:56.350225] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-11-28T20:30:56.350277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:56.350310] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:56.350338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:56.350395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:56.408792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:56.409646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:56.409725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:56.409759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:56.533071] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:56.533229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:56.533270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:56.533300] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:56.536759] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-11-28T20:30:56.537073] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-11-28T20:30:56.537227] [INFO ] [sig       ] SSTK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:56.679334] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SSTK.txt
[2025-11-28T20:30:56.679488] [INFO ] [sig       ] [3030/3606] Completed SSTK in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:56.679554] [INFO ] [sig       ] [3031/3606] Forecasting SSYS...
[2025-11-28T20:30:56.679621] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-11-28T20:30:56.679676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-11-28T20:30:56.690839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-11-28T20:30:56.691142] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-11-28T20:30:56.691892] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-11-28T20:30:56.691941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:56.691971] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:56.691996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:56.692051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:56.748015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:56.748637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:56.748714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:56.748744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:56.861355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:56.861496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:56.861535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:56.861565] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:56.864895] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-11-28T20:30:56.865161] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-11-28T20:30:56.865277] [INFO ] [sig       ] SSYS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:57.000771] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SSYS.txt
[2025-11-28T20:30:57.000915] [INFO ] [sig       ] [3031/3606] Completed SSYS in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:57.000953] [INFO ] [sig       ] [3032/3606] Forecasting STAA...
[2025-11-28T20:30:57.000980] [INFO ] [sig       ] Generating forecast for: STAA
[2025-11-28T20:30:57.001010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-11-28T20:30:57.011100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-11-28T20:30:57.011412] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-11-28T20:30:57.012151] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-11-28T20:30:57.012198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:57.012228] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:57.012253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:57.012307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:57.068703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:57.069454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:57.069536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:57.069568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:57.191496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:57.191654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:57.191693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:57.191721] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:57.194898] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2025-11-28T20:30:57.195194] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-11-28T20:30:57.195307] [INFO ] [sig       ] STAA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:57.332378] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STAA.txt
[2025-11-28T20:30:57.332510] [INFO ] [sig       ] [3032/3606] Completed STAA in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:57.332548] [INFO ] [sig       ] [3033/3606] Forecasting STAG...
[2025-11-28T20:30:57.332593] [INFO ] [sig       ] Generating forecast for: STAG
[2025-11-28T20:30:57.332625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-11-28T20:30:57.343590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-11-28T20:30:57.344009] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-11-28T20:30:57.344812] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-11-28T20:30:57.344863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:57.344896] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:57.344922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:57.344978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:57.401472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:57.402340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:57.402424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:57.402457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:57.525655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:57.525802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:57.525839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:57.525866] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:57.529087] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-11-28T20:30:57.529359] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-11-28T20:30:57.529476] [INFO ] [sig       ] STAG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:57.672126] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STAG.txt
[2025-11-28T20:30:57.672276] [INFO ] [sig       ] [3033/3606] Completed STAG in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:57.672320] [INFO ] [sig       ] [3034/3606] Forecasting STBA...
[2025-11-28T20:30:57.672351] [INFO ] [sig       ] Generating forecast for: STBA
[2025-11-28T20:30:57.672382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-11-28T20:30:57.685331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-11-28T20:30:57.685818] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-11-28T20:30:57.686825] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-11-28T20:30:57.686889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:57.686933] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:57.686972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:57.687056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:57.747224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:57.748139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:57.748226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:57.748258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:57.863209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:57.863356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:57.863415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:57.863445] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:57.866720] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=39.52%)
[2025-11-28T20:30:57.866984] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-11-28T20:30:57.867100] [INFO ] [sig       ] STBA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:58.001984] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STBA.txt
[2025-11-28T20:30:58.002136] [INFO ] [sig       ] [3034/3606] Completed STBA in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:58.002173] [INFO ] [sig       ] [3035/3606] Forecasting STC...
[2025-11-28T20:30:58.002202] [INFO ] [sig       ] Generating forecast for: STC
[2025-11-28T20:30:58.002232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-11-28T20:30:58.012106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-11-28T20:30:58.012432] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-11-28T20:30:58.013184] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-11-28T20:30:58.013232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:58.013262] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:58.013287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:58.013341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:58.067746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:58.068608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:58.068686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:58.068718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:58.183872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:58.184015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:58.184053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:58.184080] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:58.187334] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-11-28T20:30:58.187659] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-11-28T20:30:58.187786] [INFO ] [sig       ] STC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:58.323320] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STC.txt
[2025-11-28T20:30:58.323667] [INFO ] [sig       ] [3035/3606] Completed STC in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:58.323705] [INFO ] [sig       ] [3036/3606] Forecasting STE...
[2025-11-28T20:30:58.323735] [INFO ] [sig       ] Generating forecast for: STE
[2025-11-28T20:30:58.323765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-11-28T20:30:58.333518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-11-28T20:30:58.333848] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-11-28T20:30:58.334595] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-11-28T20:30:58.334651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:58.334689] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:58.334726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:58.334783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:58.388699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:58.389494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:58.389613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:58.389646] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:58.508139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:58.508280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:58.508316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:58.508343] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:58.511530] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-11-28T20:30:58.511808] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-11-28T20:30:58.511924] [INFO ] [sig       ] STE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:58.650841] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STE.txt
[2025-11-28T20:30:58.650988] [INFO ] [sig       ] [3036/3606] Completed STE in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:58.651025] [INFO ] [sig       ] [3037/3606] Forecasting STEL...
[2025-11-28T20:30:58.651056] [INFO ] [sig       ] Generating forecast for: STEL
[2025-11-28T20:30:58.651086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-11-28T20:30:58.661058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-11-28T20:30:58.661316] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-11-28T20:30:58.662049] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-11-28T20:30:58.662100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:58.662136] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:58.662168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:58.662235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:58.718312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:58.719154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:58.719235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:58.719267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:58.837208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:58.837305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:58.837342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:58.837369] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:58.840546] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-11-28T20:30:58.840824] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-11-28T20:30:58.840939] [INFO ] [sig       ] STEL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:58.975974] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STEL.txt
[2025-11-28T20:30:58.976092] [INFO ] [sig       ] [3037/3606] Completed STEL in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:58.976129] [INFO ] [sig       ] [3038/3606] Forecasting STEM...
[2025-11-28T20:30:58.976157] [INFO ] [sig       ] Generating forecast for: STEM
[2025-11-28T20:30:58.976185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-11-28T20:30:58.986375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-11-28T20:30:58.986654] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-11-28T20:30:58.987405] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-11-28T20:30:58.987454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:58.987497] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:58.987525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:58.987606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:59.041906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:59.042521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:59.042611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:59.042643] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:59.159251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:59.159369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:59.159404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:59.159431] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:59.162550] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-11-28T20:30:59.162821] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-11-28T20:30:59.162936] [INFO ] [sig       ] STEM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:59.296983] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STEM.txt
[2025-11-28T20:30:59.297095] [INFO ] [sig       ] [3038/3606] Completed STEM in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:59.297131] [INFO ] [sig       ] [3039/3606] Forecasting STEP...
[2025-11-28T20:30:59.297159] [INFO ] [sig       ] Generating forecast for: STEP
[2025-11-28T20:30:59.297188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-11-28T20:30:59.307165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-11-28T20:30:59.307422] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-11-28T20:30:59.308218] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-11-28T20:30:59.308268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:59.308299] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:59.308326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:59.308381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:59.365318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:59.365940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:59.366014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:59.366046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:59.483994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:59.484137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:59.484176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:59.484204] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:59.487478] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=33.59%)
[2025-11-28T20:30:59.487770] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-11-28T20:30:59.487903] [INFO ] [sig       ] STEP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:30:59.626735] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STEP.txt
[2025-11-28T20:30:59.626890] [INFO ] [sig       ] [3039/3606] Completed STEP in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:59.626929] [INFO ] [sig       ] [3040/3606] Forecasting STHO...
[2025-11-28T20:30:59.626958] [INFO ] [sig       ] Generating forecast for: STHO
[2025-11-28T20:30:59.626986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-11-28T20:30:59.637399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-11-28T20:30:59.637732] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-11-28T20:30:59.638504] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-11-28T20:30:59.638552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:59.638606] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:59.638634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:59.638689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:30:59.694936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:30:59.695631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:30:59.695726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:30:59.695758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:30:59.809306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:30:59.809451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:30:59.809488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:30:59.809516] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:30:59.812745] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-11-28T20:30:59.813004] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-11-28T20:30:59.813116] [INFO ] [sig       ] STHO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:30:59.952137] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STHO.txt
[2025-11-28T20:30:59.952285] [INFO ] [sig       ] [3040/3606] Completed STHO in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.2m
[2025-11-28T20:30:59.952324] [INFO ] [sig       ] [3041/3606] Forecasting STI...
[2025-11-28T20:30:59.952352] [INFO ] [sig       ] Generating forecast for: STI
[2025-11-28T20:30:59.952381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-11-28T20:30:59.963853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-11-28T20:30:59.964190] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-11-28T20:30:59.964953] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-11-28T20:30:59.965007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:30:59.965044] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:30:59.965072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:30:59.965126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:00.026024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:00.026898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:00.026980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:00.027024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:00.144211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:00.144358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:00.144396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:00.144425] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:00.147784] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: UP (p=84.76%)
[2025-11-28T20:31:00.148057] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-11-28T20:31:00.148174] [INFO ] [sig       ] STI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:00.285862] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STI.txt
[2025-11-28T20:31:00.286013] [INFO ] [sig       ] [3041/3606] Completed STI in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.1m
[2025-11-28T20:31:00.286061] [INFO ] [sig       ] [3042/3606] Forecasting STIM...
[2025-11-28T20:31:00.286091] [INFO ] [sig       ] Generating forecast for: STIM
[2025-11-28T20:31:00.286120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-11-28T20:31:00.297032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-11-28T20:31:00.297378] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-11-28T20:31:00.298227] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-11-28T20:31:00.298280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:00.298312] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:00.298338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:00.298394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:00.358738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:00.359719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:00.359822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:00.359866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:00.492333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:00.492446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:00.492483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:00.492514] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:00.496139] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=75.00%)
[2025-11-28T20:31:00.496479] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-11-28T20:31:00.496635] [INFO ] [sig       ] STIM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:00.637507] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STIM.txt
[2025-11-28T20:31:00.637688] [INFO ] [sig       ] [3042/3606] Completed STIM in 0.4s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:00.637732] [INFO ] [sig       ] [3043/3606] Forecasting STK...
[2025-11-28T20:31:00.637761] [INFO ] [sig       ] Generating forecast for: STK
[2025-11-28T20:31:00.637790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-11-28T20:31:00.648551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-11-28T20:31:00.649133] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-11-28T20:31:00.649940] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-11-28T20:31:00.649991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:00.650043] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:00.650070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:00.650125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:00.707593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:00.708380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:00.708458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:00.708490] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:00.830014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:00.830123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:00.830161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:00.830190] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:00.833587] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=57.06%)
[2025-11-28T20:31:00.833868] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-11-28T20:31:00.833990] [INFO ] [sig       ] STK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:00.970715] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STK.txt
[2025-11-28T20:31:00.970846] [INFO ] [sig       ] [3043/3606] Completed STK in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:00.970885] [INFO ] [sig       ] [3044/3606] Forecasting STKH...
[2025-11-28T20:31:00.970914] [INFO ] [sig       ] Generating forecast for: STKH
[2025-11-28T20:31:00.970942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-11-28T20:31:00.981645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-11-28T20:31:00.981976] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-11-28T20:31:00.982757] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-11-28T20:31:00.982805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:00.982835] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:00.982861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:00.982934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:01.038918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:01.039739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:01.039818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:01.039849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:01.144523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:01.144692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:01.144731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:01.144757] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:01.147986] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=80.98%)
[2025-11-28T20:31:01.148269] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-11-28T20:31:01.148383] [INFO ] [sig       ] STKH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:01.285051] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STKH.txt
[2025-11-28T20:31:01.285171] [INFO ] [sig       ] [3044/3606] Completed STKH in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:01.285209] [INFO ] [sig       ] [3045/3606] Forecasting STKL...
[2025-11-28T20:31:01.285238] [INFO ] [sig       ] Generating forecast for: STKL
[2025-11-28T20:31:01.285266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-11-28T20:31:01.295046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-11-28T20:31:01.295304] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-11-28T20:31:01.296046] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-11-28T20:31:01.296095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:01.296125] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:01.296150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:01.296204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:01.349906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:01.350461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:01.350532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:01.350563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:01.471587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:01.471693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:01.471726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:01.471771] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:01.474854] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-11-28T20:31:01.475106] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-11-28T20:31:01.475222] [INFO ] [sig       ] STKL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:01.610588] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STKL.txt
[2025-11-28T20:31:01.610695] [INFO ] [sig       ] [3045/3606] Completed STKL in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:01.610732] [INFO ] [sig       ] [3046/3606] Forecasting STKS...
[2025-11-28T20:31:01.610760] [INFO ] [sig       ] Generating forecast for: STKS
[2025-11-28T20:31:01.610789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-11-28T20:31:01.621835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-11-28T20:31:01.622250] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-11-28T20:31:01.623074] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-11-28T20:31:01.623127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:01.623158] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:01.623183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:01.623242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:01.689266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:01.690158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:01.690249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:01.690282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:01.818523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:01.818691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:01.818732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:01.818797] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:01.824034] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2025-11-28T20:31:01.824448] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-11-28T20:31:01.824633] [INFO ] [sig       ] STKS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:01.962888] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STKS.txt
[2025-11-28T20:31:01.963020] [INFO ] [sig       ] [3046/3606] Completed STKS in 0.4s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:01.963058] [INFO ] [sig       ] [3047/3606] Forecasting STLA...
[2025-11-28T20:31:01.963086] [INFO ] [sig       ] Generating forecast for: STLA
[2025-11-28T20:31:01.963115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-11-28T20:31:01.974071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-11-28T20:31:01.974444] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-11-28T20:31:01.975250] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-11-28T20:31:01.975302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:01.975337] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:01.975365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:01.975421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:02.031752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:02.032438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:02.032536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:02.032570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:02.146008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:02.146163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:02.146201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:02.146229] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:02.149505] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-11-28T20:31:02.149840] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-11-28T20:31:02.149972] [INFO ] [sig       ] STLA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:02.285737] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STLA.txt
[2025-11-28T20:31:02.285864] [INFO ] [sig       ] [3047/3606] Completed STLA in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:02.285902] [INFO ] [sig       ] [3048/3606] Forecasting STLD...
[2025-11-28T20:31:02.285930] [INFO ] [sig       ] Generating forecast for: STLD
[2025-11-28T20:31:02.285959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-11-28T20:31:02.296772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-11-28T20:31:02.297043] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-11-28T20:31:02.297801] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-11-28T20:31:02.297850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:02.297879] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:02.297905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:02.297960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:02.351916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:02.352535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:02.352626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:02.352658] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:02.468199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:02.468356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:02.468393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:02.468421] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:02.471630] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=14.00%)
[2025-11-28T20:31:02.471891] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-11-28T20:31:02.472007] [INFO ] [sig       ] STLD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:02.610419] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STLD.txt
[2025-11-28T20:31:02.610549] [INFO ] [sig       ] [3048/3606] Completed STLD in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:02.610604] [INFO ] [sig       ] [3049/3606] Forecasting STM...
[2025-11-28T20:31:02.610635] [INFO ] [sig       ] Generating forecast for: STM
[2025-11-28T20:31:02.610665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-11-28T20:31:02.620821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-11-28T20:31:02.621124] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-11-28T20:31:02.621894] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-11-28T20:31:02.621941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:02.621971] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:02.622023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:02.622081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:02.676278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:02.676940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:02.677015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:02.677045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:02.799259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:02.799407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:02.799446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:02.799473] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:02.802891] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-11-28T20:31:02.803173] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-11-28T20:31:02.803293] [INFO ] [sig       ] STM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:02.948032] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STM.txt
[2025-11-28T20:31:02.948205] [INFO ] [sig       ] [3049/3606] Completed STM in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:02.948258] [INFO ] [sig       ] [3050/3606] Forecasting STN...
[2025-11-28T20:31:02.948292] [INFO ] [sig       ] Generating forecast for: STN
[2025-11-28T20:31:02.948328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-11-28T20:31:02.959342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-11-28T20:31:02.959703] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-11-28T20:31:02.960488] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-11-28T20:31:02.960539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:02.960591] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:02.960621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:02.960678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:03.019281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:03.020193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:03.020273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:03.020305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:03.136975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:03.137110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:03.137148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:03.137177] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:03.140495] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-11-28T20:31:03.140777] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-11-28T20:31:03.140897] [INFO ] [sig       ] STN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:03.277754] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STN.txt
[2025-11-28T20:31:03.277880] [INFO ] [sig       ] [3050/3606] Completed STN in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:03.277920] [INFO ] [sig       ] [3051/3606] Forecasting STNE...
[2025-11-28T20:31:03.277948] [INFO ] [sig       ] Generating forecast for: STNE
[2025-11-28T20:31:03.277977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-11-28T20:31:03.291091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-11-28T20:31:03.291656] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-11-28T20:31:03.292607] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-11-28T20:31:03.292662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:03.292696] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:03.292724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:03.292783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:03.350357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:03.351451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:03.351538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:03.351569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:03.476516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:03.476748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:03.476792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:03.476818] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:03.480552] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2025-11-28T20:31:03.480881] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-11-28T20:31:03.481024] [INFO ] [sig       ] STNE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:03.619767] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STNE.txt
[2025-11-28T20:31:03.619899] [INFO ] [sig       ] [3051/3606] Completed STNE in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:03.619937] [INFO ] [sig       ] [3052/3606] Forecasting STOK...
[2025-11-28T20:31:03.619965] [INFO ] [sig       ] Generating forecast for: STOK
[2025-11-28T20:31:03.619994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-11-28T20:31:03.630404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-11-28T20:31:03.630665] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-11-28T20:31:03.631402] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-11-28T20:31:03.631450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:03.631479] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:03.631504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:03.631558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:03.689613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:03.690230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:03.690311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:03.690341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:03.812567] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:03.812723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:03.812766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:03.812791] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:03.815998] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=18.73%)
[2025-11-28T20:31:03.816267] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-11-28T20:31:03.816402] [INFO ] [sig       ] STOK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:03.952614] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STOK.txt
[2025-11-28T20:31:03.952738] [INFO ] [sig       ] [3052/3606] Completed STOK in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:03.952776] [INFO ] [sig       ] [3053/3606] Forecasting STRA...
[2025-11-28T20:31:03.952804] [INFO ] [sig       ] Generating forecast for: STRA
[2025-11-28T20:31:03.952842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-11-28T20:31:03.962848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-11-28T20:31:03.963112] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-11-28T20:31:03.963889] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-11-28T20:31:03.963937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:03.963966] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:03.963991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:03.964044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:04.019603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:04.020199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:04.020307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:04.020346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:04.138829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:04.138979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:04.139017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:04.139045] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:04.142395] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=68.54%)
[2025-11-28T20:31:04.142674] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-11-28T20:31:04.142794] [INFO ] [sig       ] STRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:04.279601] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STRA.txt
[2025-11-28T20:31:04.279727] [INFO ] [sig       ] [3053/3606] Completed STRA in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:04.279765] [INFO ] [sig       ] [3054/3606] Forecasting STRL...
[2025-11-28T20:31:04.279794] [INFO ] [sig       ] Generating forecast for: STRL
[2025-11-28T20:31:04.279823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-11-28T20:31:04.290005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-11-28T20:31:04.290265] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-11-28T20:31:04.291016] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-11-28T20:31:04.291064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:04.291095] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:04.291120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:04.291175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:04.350669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:04.351269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:04.351344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:04.351376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:04.472483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:04.472634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:04.472673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:04.472700] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:04.475918] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: DOWN (p=36.24%)
[2025-11-28T20:31:04.476182] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-11-28T20:31:04.476313] [INFO ] [sig       ] STRL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:04.613113] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STRL.txt
[2025-11-28T20:31:04.613265] [INFO ] [sig       ] [3054/3606] Completed STRL in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:04.613308] [INFO ] [sig       ] [3055/3606] Forecasting STRS...
[2025-11-28T20:31:04.613337] [INFO ] [sig       ] Generating forecast for: STRS
[2025-11-28T20:31:04.613366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-11-28T20:31:04.622561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-11-28T20:31:04.622845] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-11-28T20:31:04.623566] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-11-28T20:31:04.623654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:04.623684] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:04.623709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:04.623763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:04.678937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:04.679503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:04.679592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:04.679625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:04.766807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:04.766943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:04.766978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:04.767004] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:04.770162] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2025-11-28T20:31:04.770413] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-11-28T20:31:04.770527] [INFO ] [sig       ] STRS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:04.908843] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STRS.txt
[2025-11-28T20:31:04.908974] [INFO ] [sig       ] [3055/3606] Completed STRS in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:04.909014] [INFO ] [sig       ] [3056/3606] Forecasting STSS...
[2025-11-28T20:31:04.909043] [INFO ] [sig       ] Generating forecast for: STSS
[2025-11-28T20:31:04.909074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-11-28T20:31:04.919194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-11-28T20:31:04.919514] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-11-28T20:31:04.920290] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-11-28T20:31:04.920352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:04.920391] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:04.920420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:04.920477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:04.977827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:04.978443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:04.978520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:04.978552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:05.097863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:05.098033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:05.098081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:05.098129] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:05.101514] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=72.10%)
[2025-11-28T20:31:05.101816] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-11-28T20:31:05.101938] [INFO ] [sig       ] STSS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:05.238793] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STSS.txt
[2025-11-28T20:31:05.238948] [INFO ] [sig       ] [3056/3606] Completed STSS in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:05.238986] [INFO ] [sig       ] [3057/3606] Forecasting STTK...
[2025-11-28T20:31:05.239016] [INFO ] [sig       ] Generating forecast for: STTK
[2025-11-28T20:31:05.239075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-11-28T20:31:05.249250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-11-28T20:31:05.249522] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-11-28T20:31:05.250284] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-11-28T20:31:05.250335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:05.250366] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:05.250392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:05.250447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:05.308406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:05.309258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:05.309350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:05.309389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:05.428738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:05.428870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:05.428906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:05.428933] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:05.432104] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=70.16%)
[2025-11-28T20:31:05.432360] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-11-28T20:31:05.432471] [INFO ] [sig       ] STTK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:05.566825] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STTK.txt
[2025-11-28T20:31:05.566936] [INFO ] [sig       ] [3057/3606] Completed STTK in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:05.566972] [INFO ] [sig       ] [3058/3606] Forecasting STVN...
[2025-11-28T20:31:05.567000] [INFO ] [sig       ] Generating forecast for: STVN
[2025-11-28T20:31:05.567029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-11-28T20:31:05.577044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-11-28T20:31:05.577297] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-11-28T20:31:05.578069] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-11-28T20:31:05.578118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:05.578149] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:05.578175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:05.578231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:05.635310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:05.636174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:05.636254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:05.636309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:05.752742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:05.752883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:05.752921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:05.752948] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:05.756135] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=43.76%)
[2025-11-28T20:31:05.756391] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-11-28T20:31:05.756502] [INFO ] [sig       ] STVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:05.892591] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STVN.txt
[2025-11-28T20:31:05.892707] [INFO ] [sig       ] [3058/3606] Completed STVN in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.1m
[2025-11-28T20:31:05.892744] [INFO ] [sig       ] [3059/3606] Forecasting STWD...
[2025-11-28T20:31:05.892772] [INFO ] [sig       ] Generating forecast for: STWD
[2025-11-28T20:31:05.892801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-11-28T20:31:05.902910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-11-28T20:31:05.903154] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-11-28T20:31:05.903891] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-11-28T20:31:05.903939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:05.903969] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:05.903995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:05.904049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:05.959251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:05.959854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:05.959927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:05.959958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:06.074903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:06.075035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:06.075071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:06.075099] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:06.078258] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=17.98%)
[2025-11-28T20:31:06.078520] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-11-28T20:31:06.078653] [INFO ] [sig       ] STWD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:06.213931] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STWD.txt
[2025-11-28T20:31:06.214044] [INFO ] [sig       ] [3059/3606] Completed STWD in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-28T20:31:06.214081] [INFO ] [sig       ] [3060/3606] Forecasting STX...
[2025-11-28T20:31:06.214109] [INFO ] [sig       ] Generating forecast for: STX
[2025-11-28T20:31:06.214141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-11-28T20:31:06.224072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-11-28T20:31:06.224321] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-11-28T20:31:06.225062] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-11-28T20:31:06.225110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:06.225162] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:06.225189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:06.225256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:06.280548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:06.281187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:06.281259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:06.281290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:06.400674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:06.400804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:06.400839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:06.400866] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:06.403980] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-11-28T20:31:06.404234] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-11-28T20:31:06.404348] [INFO ] [sig       ] STX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:06.540544] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STX.txt
[2025-11-28T20:31:06.540709] [INFO ] [sig       ] [3060/3606] Completed STX in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:06.540748] [INFO ] [sig       ] [3061/3606] Forecasting STXE...
[2025-11-28T20:31:06.540777] [INFO ] [sig       ] Generating forecast for: STXE
[2025-11-28T20:31:06.540806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-11-28T20:31:06.551035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-11-28T20:31:06.551345] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-11-28T20:31:06.552157] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-11-28T20:31:06.552207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:06.552237] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:06.552264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:06.552318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:06.608995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:06.609836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:06.609914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:06.609947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:06.720986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:06.721129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:06.721165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:06.721194] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:06.724434] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-11-28T20:31:06.724710] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-11-28T20:31:06.724825] [INFO ] [sig       ] STXE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:06.860958] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STXE.txt
[2025-11-28T20:31:06.861108] [INFO ] [sig       ] [3061/3606] Completed STXE in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:06.861147] [INFO ] [sig       ] [3062/3606] Forecasting STXG...
[2025-11-28T20:31:06.861176] [INFO ] [sig       ] Generating forecast for: STXG
[2025-11-28T20:31:06.861205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-11-28T20:31:06.871768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-11-28T20:31:06.872145] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-11-28T20:31:06.872937] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-11-28T20:31:06.873001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:06.873033] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:06.873059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:06.873116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:06.928896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:06.929707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:06.929785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:06.929817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:07.038150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:07.038297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:07.038334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:07.038361] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:07.041984] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=25.36%)
[2025-11-28T20:31:07.042261] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-11-28T20:31:07.042384] [INFO ] [sig       ] STXG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:07.180236] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STXG.txt
[2025-11-28T20:31:07.180394] [INFO ] [sig       ] [3062/3606] Completed STXG in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:07.180441] [INFO ] [sig       ] [3063/3606] Forecasting STZ...
[2025-11-28T20:31:07.180476] [INFO ] [sig       ] Generating forecast for: STZ
[2025-11-28T20:31:07.180506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'.
[2025-11-28T20:31:07.194150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STZ'.
[2025-11-28T20:31:07.194487] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-11-28T20:31:07.195257] [DEBUG] [LOCAL     ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt
[2025-11-28T20:31:07.195307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:07.195337] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:07.195363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:07.195417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:07.249858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:07.250717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:07.250796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:07.250827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:07.370176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:07.370330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:07.370368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:07.370432] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:07.374067] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-11-28T20:31:07.374442] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-11-28T20:31:07.374624] [INFO ] [sig       ] STZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:07.516894] [INFO ] [LOCAL     ] Saved forecast: STZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STZ.txt
[2025-11-28T20:31:07.517043] [INFO ] [sig       ] [3063/3606] Completed STZ in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:07.517082] [INFO ] [sig       ] [3064/3606] Forecasting SUI...
[2025-11-28T20:31:07.517112] [INFO ] [sig       ] Generating forecast for: SUI
[2025-11-28T20:31:07.517141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-11-28T20:31:07.528735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-11-28T20:31:07.529083] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-11-28T20:31:07.529884] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-11-28T20:31:07.529935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:07.529965] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:07.529991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:07.530046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:07.596654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:07.597620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:07.597716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:07.597761] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:07.732243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:07.732394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:07.732442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:07.732479] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:07.735846] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=38.52%)
[2025-11-28T20:31:07.736115] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-11-28T20:31:07.736237] [INFO ] [sig       ] SUI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:07.874196] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SUI.txt
[2025-11-28T20:31:07.874344] [INFO ] [sig       ] [3064/3606] Completed SUI in 0.4s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:07.874382] [INFO ] [sig       ] [3065/3606] Forecasting SUN...
[2025-11-28T20:31:07.874414] [INFO ] [sig       ] Generating forecast for: SUN
[2025-11-28T20:31:07.874446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-11-28T20:31:07.884995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-11-28T20:31:07.885367] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-11-28T20:31:07.886111] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-11-28T20:31:07.886161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:07.886192] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:07.886217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:07.886272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:07.940819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:07.941638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:07.941717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:07.941748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:08.060063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:08.060213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:08.060250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:08.060277] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:08.063523] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-11-28T20:31:08.063994] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-11-28T20:31:08.064125] [INFO ] [sig       ] SUN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:08.201139] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SUN.txt
[2025-11-28T20:31:08.201270] [INFO ] [sig       ] [3065/3606] Completed SUN in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:08.201308] [INFO ] [sig       ] [3066/3606] Forecasting SUNS...
[2025-11-28T20:31:08.201335] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-11-28T20:31:08.201365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-11-28T20:31:08.212458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-11-28T20:31:08.212786] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-11-28T20:31:08.213567] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-11-28T20:31:08.213636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:08.213668] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:08.213696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:08.213751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:08.271461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:08.272452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:08.272540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:08.272592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:08.393417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:08.393567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:08.393624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:08.393652] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:08.397024] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-11-28T20:31:08.397290] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-11-28T20:31:08.397410] [INFO ] [sig       ] SUNS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:08.535817] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SUNS.txt
[2025-11-28T20:31:08.535967] [INFO ] [sig       ] [3066/3606] Completed SUNS in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:08.536007] [INFO ] [sig       ] [3067/3606] Forecasting SUPN...
[2025-11-28T20:31:08.536035] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-11-28T20:31:08.536063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-11-28T20:31:08.546174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-11-28T20:31:08.546538] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-11-28T20:31:08.547282] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-11-28T20:31:08.547331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:08.547367] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:08.547399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:08.547466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:08.604091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:08.604918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:08.604999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:08.605031] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:08.725972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:08.726123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:08.726163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:08.726192] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:08.729612] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-11-28T20:31:08.729955] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-11-28T20:31:08.730112] [INFO ] [sig       ] SUPN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:08.868645] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SUPN.txt
[2025-11-28T20:31:08.868774] [INFO ] [sig       ] [3067/3606] Completed SUPN in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:08.868813] [INFO ] [sig       ] [3068/3606] Forecasting SURG...
[2025-11-28T20:31:08.868842] [INFO ] [sig       ] Generating forecast for: SURG
[2025-11-28T20:31:08.868871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-11-28T20:31:08.879327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-11-28T20:31:08.879633] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-11-28T20:31:08.880377] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-11-28T20:31:08.880427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:08.880458] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:08.880485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:08.880541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:08.940832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:08.941613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:08.941687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:08.941718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:09.057955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:09.058128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:09.058168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:09.058196] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:09.061643] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: UP (p=86.06%)
[2025-11-28T20:31:09.061926] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-11-28T20:31:09.062049] [INFO ] [sig       ] SURG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:09.199545] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SURG.txt
[2025-11-28T20:31:09.199715] [INFO ] [sig       ] [3068/3606] Completed SURG in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:09.199754] [INFO ] [sig       ] [3069/3606] Forecasting SUSB...
[2025-11-28T20:31:09.199782] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-11-28T20:31:09.199812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-11-28T20:31:09.210394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-11-28T20:31:09.210822] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-11-28T20:31:09.211654] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-11-28T20:31:09.211704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:09.211734] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:09.211760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:09.211815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:09.266839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:09.267658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:09.267739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:09.267770] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:09.386523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:09.386721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:09.386760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:09.386788] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:09.390061] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-11-28T20:31:09.390343] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-11-28T20:31:09.390463] [INFO ] [sig       ] SUSB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:09.527330] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SUSB.txt
[2025-11-28T20:31:09.527479] [INFO ] [sig       ] [3069/3606] Completed SUSB in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:09.527518] [INFO ] [sig       ] [3070/3606] Forecasting SUSC...
[2025-11-28T20:31:09.527546] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-11-28T20:31:09.527592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-11-28T20:31:09.538429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-11-28T20:31:09.538833] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-11-28T20:31:09.539624] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-11-28T20:31:09.539676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:09.539708] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:09.539734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:09.539789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:09.594740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:09.595595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:09.595705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:09.595738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:09.713586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:09.713738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:09.713777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:09.713805] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:09.717106] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=31.45%)
[2025-11-28T20:31:09.717367] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-11-28T20:31:09.717490] [INFO ] [sig       ] SUSC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:09.856167] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SUSC.txt
[2025-11-28T20:31:09.856321] [INFO ] [sig       ] [3070/3606] Completed SUSC in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:09.856360] [INFO ] [sig       ] [3071/3606] Forecasting SUSL...
[2025-11-28T20:31:09.856389] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-11-28T20:31:09.856419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-11-28T20:31:09.867643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-11-28T20:31:09.867955] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-11-28T20:31:09.868765] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-11-28T20:31:09.868816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:09.868847] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:09.868877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:09.868948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:09.926014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:09.926767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:09.926845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:09.926878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:10.045147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:10.045297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:10.045336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:10.045365] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:10.048692] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-11-28T20:31:10.048961] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-11-28T20:31:10.049082] [INFO ] [sig       ] SUSL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:10.185716] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SUSL.txt
[2025-11-28T20:31:10.185855] [INFO ] [sig       ] [3071/3606] Completed SUSL in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:10.185892] [INFO ] [sig       ] [3072/3606] Forecasting SUUN...
[2025-11-28T20:31:10.185921] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-11-28T20:31:10.185951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-11-28T20:31:10.196051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-11-28T20:31:10.196329] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-11-28T20:31:10.197132] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-11-28T20:31:10.197182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:10.197214] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:10.197241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:10.197298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:10.252471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:10.253250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:10.253325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:10.253356] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:10.374732] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:10.374876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:10.374913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:10.374941] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:10.378224] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-11-28T20:31:10.378520] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-11-28T20:31:10.378661] [INFO ] [sig       ] SUUN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:10.516076] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SUUN.txt
[2025-11-28T20:31:10.516229] [INFO ] [sig       ] [3072/3606] Completed SUUN in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:10.516267] [INFO ] [sig       ] [3073/3606] Forecasting SUZ...
[2025-11-28T20:31:10.516296] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-11-28T20:31:10.516326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-11-28T20:31:10.526887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-11-28T20:31:10.527267] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-11-28T20:31:10.528095] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-11-28T20:31:10.528161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:10.528194] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:10.528220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:10.528275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:10.584011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:10.584812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:10.584889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:10.584920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:10.709313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:10.709471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:10.709508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:10.709537] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:10.712816] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=64.09%)
[2025-11-28T20:31:10.713080] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-11-28T20:31:10.713198] [INFO ] [sig       ] SUZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:10.850812] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SUZ.txt
[2025-11-28T20:31:10.850963] [INFO ] [sig       ] [3073/3606] Completed SUZ in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:10.851011] [INFO ] [sig       ] [3074/3606] Forecasting SVC...
[2025-11-28T20:31:10.851049] [INFO ] [sig       ] Generating forecast for: SVC
[2025-11-28T20:31:10.851089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-11-28T20:31:10.861548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-11-28T20:31:10.861925] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-11-28T20:31:10.862866] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-11-28T20:31:10.862925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:10.862959] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:10.862986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:10.863042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:10.922193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:10.923090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:10.923171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:10.923204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:11.042869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:11.043033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:11.043082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:11.043119] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:11.047138] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=52.64%)
[2025-11-28T20:31:11.047404] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-11-28T20:31:11.047524] [INFO ] [sig       ] SVC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:11.183390] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SVC.txt
[2025-11-28T20:31:11.183508] [INFO ] [sig       ] [3074/3606] Completed SVC in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:11.183545] [INFO ] [sig       ] [3075/3606] Forecasting SVCO...
[2025-11-28T20:31:11.183707] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-11-28T20:31:11.183746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-11-28T20:31:11.197002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-11-28T20:31:11.197642] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-11-28T20:31:11.198713] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-11-28T20:31:11.198772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:11.198814] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:11.198846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:11.198919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:11.261677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:11.262898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:11.263026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:11.263071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:11.393042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:11.393281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:11.393327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:11.393357] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:11.397220] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=37.23%)
[2025-11-28T20:31:11.397531] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-11-28T20:31:11.397686] [INFO ] [sig       ] SVCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:11.544983] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SVCO.txt
[2025-11-28T20:31:11.545179] [INFO ] [sig       ] [3075/3606] Completed SVCO in 0.4s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:11.545220] [INFO ] [sig       ] [3076/3606] Forecasting SVRA...
[2025-11-28T20:31:11.545251] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-11-28T20:31:11.545282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-11-28T20:31:11.558358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-11-28T20:31:11.558904] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-11-28T20:31:11.559803] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-11-28T20:31:11.559853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:11.559885] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:11.559910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:11.559967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:11.617117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:11.618282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:11.618374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:11.618408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:11.739101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:11.739325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:11.739388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:11.739432] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:11.743354] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-11-28T20:31:11.743703] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-11-28T20:31:11.743841] [INFO ] [sig       ] SVRA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:11.887121] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SVRA.txt
[2025-11-28T20:31:11.887317] [INFO ] [sig       ] [3076/3606] Completed SVRA in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.0m
[2025-11-28T20:31:11.887369] [INFO ] [sig       ] [3077/3606] Forecasting SWBI...
[2025-11-28T20:31:11.887399] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-11-28T20:31:11.887431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-11-28T20:31:11.899925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-11-28T20:31:11.900354] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-11-28T20:31:11.901182] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-11-28T20:31:11.901231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:11.901291] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:11.901318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:11.901373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:11.957195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:11.958017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:11.958109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:11.958143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:12.078389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:12.078543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:12.078598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:12.078630] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:12.081954] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-11-28T20:31:12.082226] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-11-28T20:31:12.082346] [INFO ] [sig       ] SWBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:12.219199] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SWBI.txt
[2025-11-28T20:31:12.219320] [INFO ] [sig       ] [3077/3606] Completed SWBI in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-28T20:31:12.219356] [INFO ] [sig       ] [3078/3606] Forecasting SWIM...
[2025-11-28T20:31:12.219385] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-11-28T20:31:12.219414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-11-28T20:31:12.229273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-11-28T20:31:12.229525] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-11-28T20:31:12.230252] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-11-28T20:31:12.230300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:12.230330] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:12.230355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:12.230409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:12.287160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:12.287938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:12.288037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:12.288082] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:12.407683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:12.407868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:12.407924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:12.407966] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:12.411934] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=4.99%)
[2025-11-28T20:31:12.412303] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-11-28T20:31:12.412483] [INFO ] [sig       ] SWIM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:12.570717] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SWIM.txt
[2025-11-28T20:31:12.570862] [INFO ] [sig       ] [3078/3606] Completed SWIM in 0.4s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:12.570901] [INFO ] [sig       ] [3079/3606] Forecasting SWK...
[2025-11-28T20:31:12.570930] [INFO ] [sig       ] Generating forecast for: SWK
[2025-11-28T20:31:12.570959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-11-28T20:31:12.582209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-11-28T20:31:12.582655] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-11-28T20:31:12.583456] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-11-28T20:31:12.583512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:12.583545] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:12.583602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:12.583674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:12.642180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:12.643033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:12.643115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:12.643149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:12.762479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:12.762641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:12.762681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:12.762715] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:12.765947] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=29.33%)
[2025-11-28T20:31:12.766199] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-11-28T20:31:12.766314] [INFO ] [sig       ] SWK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:12.901981] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SWK.txt
[2025-11-28T20:31:12.902098] [INFO ] [sig       ] [3079/3606] Completed SWK in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:12.902134] [INFO ] [sig       ] [3080/3606] Forecasting SWKH...
[2025-11-28T20:31:12.902163] [INFO ] [sig       ] Generating forecast for: SWKH
[2025-11-28T20:31:12.902194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKH' from 'https://tdm.silogroup.org/data/derivative_storage/SWKH.csv'.
[2025-11-28T20:31:12.912496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKH'.
[2025-11-28T20:31:12.912833] [INFO ] [FORECASTER] Starting predict_future for SWKH
[2025-11-28T20:31:12.913627] [DEBUG] [LOCAL     ] No optimal features file found for SWKH: ./output/feature-sets/SWKH.txt
[2025-11-28T20:31:12.913678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:12.913709] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:12.913735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:12.913791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:12.970343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:12.971201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:12.971286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:12.971318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:13.076066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:13.076201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:13.076275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:13.076327] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:13.079687] [DEBUG] [FORECASTER] SWKH: Forecast T+1@11:T+2@11: DOWN (p=30.64%)
[2025-11-28T20:31:13.079954] [INFO ] [FORECASTER] Completed predict_future for SWKH
[2025-11-28T20:31:13.080072] [INFO ] [sig       ] SWKH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:13.216036] [INFO ] [LOCAL     ] Saved forecast: SWKH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SWKH.txt
[2025-11-28T20:31:13.216158] [INFO ] [sig       ] [3080/3606] Completed SWKH in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:13.216195] [INFO ] [sig       ] [3081/3606] Forecasting SWKS...
[2025-11-28T20:31:13.216224] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-11-28T20:31:13.216253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-11-28T20:31:13.226296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-11-28T20:31:13.226587] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-11-28T20:31:13.227355] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-11-28T20:31:13.227405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:13.227435] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:13.227462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:13.227522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:13.282176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:13.282805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:13.282880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:13.282912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:13.404077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:13.404225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:13.404263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:13.404289] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:13.407483] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-11-28T20:31:13.407762] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-11-28T20:31:13.407881] [INFO ] [sig       ] SWKS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:13.542732] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SWKS.txt
[2025-11-28T20:31:13.542848] [INFO ] [sig       ] [3081/3606] Completed SWKS in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:13.542885] [INFO ] [sig       ] [3082/3606] Forecasting SWVL...
[2025-11-28T20:31:13.542913] [INFO ] [sig       ] Generating forecast for: SWVL
[2025-11-28T20:31:13.542941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWVL' from 'https://tdm.silogroup.org/data/derivative_storage/SWVL.csv'.
[2025-11-28T20:31:13.551810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWVL'.
[2025-11-28T20:31:13.552035] [INFO ] [FORECASTER] Starting predict_future for SWVL
[2025-11-28T20:31:13.552771] [DEBUG] [LOCAL     ] No optimal features file found for SWVL: ./output/feature-sets/SWVL.txt
[2025-11-28T20:31:13.552819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:13.552850] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:13.552875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:13.552930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:13.608336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:13.608985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:13.609059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:13.609091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:13.706032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:13.706137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:13.706171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:13.706198] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:13.709241] [DEBUG] [FORECASTER] SWVL: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2025-11-28T20:31:13.709496] [INFO ] [FORECASTER] Completed predict_future for SWVL
[2025-11-28T20:31:13.709631] [INFO ] [sig       ] SWVL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:13.843888] [INFO ] [LOCAL     ] Saved forecast: SWVL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SWVL.txt
[2025-11-28T20:31:13.844004] [INFO ] [sig       ] [3082/3606] Completed SWVL in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:13.844041] [INFO ] [sig       ] [3083/3606] Forecasting SWX...
[2025-11-28T20:31:13.844069] [INFO ] [sig       ] Generating forecast for: SWX
[2025-11-28T20:31:13.844098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-11-28T20:31:13.853857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-11-28T20:31:13.854124] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-11-28T20:31:13.854869] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-11-28T20:31:13.854917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:13.854947] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:13.854973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:13.855028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:13.910049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:13.910782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:13.910856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:13.910887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:14.025608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:14.025760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:14.025797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:14.025824] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:14.029031] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-11-28T20:31:14.029292] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-11-28T20:31:14.029419] [INFO ] [sig       ] SWX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:14.169632] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SWX.txt
[2025-11-28T20:31:14.169768] [INFO ] [sig       ] [3083/3606] Completed SWX in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:14.169805] [INFO ] [sig       ] [3084/3606] Forecasting SWZ...
[2025-11-28T20:31:14.169834] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-11-28T20:31:14.169863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-11-28T20:31:14.180311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-11-28T20:31:14.180608] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-11-28T20:31:14.181330] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-11-28T20:31:14.181378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:14.181420] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:14.181447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:14.181501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:14.237330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:14.237963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:14.238061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:14.238095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:14.348420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:14.348552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:14.348605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:14.348633] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:14.351875] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-11-28T20:31:14.352143] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-11-28T20:31:14.352256] [INFO ] [sig       ] SWZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:14.500257] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SWZ.txt
[2025-11-28T20:31:14.500384] [INFO ] [sig       ] [3084/3606] Completed SWZ in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:14.500421] [INFO ] [sig       ] [3085/3606] Forecasting SXC...
[2025-11-28T20:31:14.500450] [INFO ] [sig       ] Generating forecast for: SXC
[2025-11-28T20:31:14.500479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-11-28T20:31:14.510908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-11-28T20:31:14.511188] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-11-28T20:31:14.512029] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-11-28T20:31:14.512078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:14.512111] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:14.512137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:14.512190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:14.567656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:14.568505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:14.568610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:14.568645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:14.692626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:14.692777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:14.692816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:14.692844] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:14.696165] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-11-28T20:31:14.696434] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-11-28T20:31:14.696557] [INFO ] [sig       ] SXC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:14.840815] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SXC.txt
[2025-11-28T20:31:14.840980] [INFO ] [sig       ] [3085/3606] Completed SXC in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:14.841019] [INFO ] [sig       ] [3086/3606] Forecasting SXI...
[2025-11-28T20:31:14.841046] [INFO ] [sig       ] Generating forecast for: SXI
[2025-11-28T20:31:14.841075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-11-28T20:31:14.851709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-11-28T20:31:14.852111] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-11-28T20:31:14.852991] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-11-28T20:31:14.853042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:14.853072] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:14.853097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:14.853152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:14.914059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:14.915218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:14.915325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:14.915379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:15.069263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:15.069453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:15.069516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:15.069565] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:15.074807] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=29.85%)
[2025-11-28T20:31:15.075247] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-11-28T20:31:15.075437] [INFO ] [sig       ] SXI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:15.280143] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SXI.txt
[2025-11-28T20:31:15.280327] [INFO ] [sig       ] [3086/3606] Completed SXI in 0.4s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:15.280396] [INFO ] [sig       ] [3087/3606] Forecasting SXTC...
[2025-11-28T20:31:15.280434] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-11-28T20:31:15.280466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-11-28T20:31:15.291897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-11-28T20:31:15.292309] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-11-28T20:31:15.293163] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-11-28T20:31:15.293214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:15.293246] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:15.293273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:15.293328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:15.349462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:15.350310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:15.350442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:15.350492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:15.479530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:15.479717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:15.479764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:15.479805] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:15.483843] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-11-28T20:31:15.484184] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-11-28T20:31:15.484325] [INFO ] [sig       ] SXTC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:15.643630] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SXTC.txt
[2025-11-28T20:31:15.643795] [INFO ] [sig       ] [3087/3606] Completed SXTC in 0.4s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:15.643835] [INFO ] [sig       ] [3088/3606] Forecasting SY...
[2025-11-28T20:31:15.643873] [INFO ] [sig       ] Generating forecast for: SY
[2025-11-28T20:31:15.643904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-11-28T20:31:15.654348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-11-28T20:31:15.654740] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-11-28T20:31:15.655934] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-11-28T20:31:15.655985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:15.656016] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:15.656043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:15.656098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:15.713781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:15.714643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:15.714727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:15.714759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:15.837562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:15.837922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:15.837961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:15.837991] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:15.841404] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-11-28T20:31:15.841692] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-11-28T20:31:15.841813] [INFO ] [sig       ] SY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:15.978294] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SY.txt
[2025-11-28T20:31:15.978416] [INFO ] [sig       ] [3088/3606] Completed SY in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:15.978455] [INFO ] [sig       ] [3089/3606] Forecasting SYF...
[2025-11-28T20:31:15.978483] [INFO ] [sig       ] Generating forecast for: SYF
[2025-11-28T20:31:15.978511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-11-28T20:31:15.988282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-11-28T20:31:15.988567] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-11-28T20:31:15.989331] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-11-28T20:31:15.989380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:15.989412] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:15.989437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:15.989491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:16.046134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:16.046916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:16.046996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:16.047029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:16.177006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:16.177170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:16.177213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:16.177242] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:16.180479] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-11-28T20:31:16.180753] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-11-28T20:31:16.180878] [INFO ] [sig       ] SYF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:16.318983] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SYF.txt
[2025-11-28T20:31:16.319129] [INFO ] [sig       ] [3089/3606] Completed SYF in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:16.319167] [INFO ] [sig       ] [3090/3606] Forecasting SYK...
[2025-11-28T20:31:16.319196] [INFO ] [sig       ] Generating forecast for: SYK
[2025-11-28T20:31:16.319225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-11-28T20:31:16.329612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-11-28T20:31:16.329886] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-11-28T20:31:16.330672] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-11-28T20:31:16.330722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:16.330753] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:16.330780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:16.330835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:16.387370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:16.388113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:16.388189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:16.388221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:16.510933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:16.511075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:16.511115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:16.511142] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:16.514334] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-11-28T20:31:16.514627] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-11-28T20:31:16.514754] [INFO ] [sig       ] SYK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:16.659142] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SYK.txt
[2025-11-28T20:31:16.659314] [INFO ] [sig       ] [3090/3606] Completed SYK in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:16.659354] [INFO ] [sig       ] [3091/3606] Forecasting SYM...
[2025-11-28T20:31:16.659383] [INFO ] [sig       ] Generating forecast for: SYM
[2025-11-28T20:31:16.659413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-11-28T20:31:16.669779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-11-28T20:31:16.670140] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-11-28T20:31:16.671026] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-11-28T20:31:16.671077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:16.671109] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:16.671137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:16.671210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:16.727811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:16.728455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:16.728528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:16.728559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:16.854164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:16.854310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:16.854348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:16.854375] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:16.857682] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-11-28T20:31:16.857937] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-11-28T20:31:16.858086] [INFO ] [sig       ] SYM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:17.006611] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SYM.txt
[2025-11-28T20:31:17.006744] [INFO ] [sig       ] [3091/3606] Completed SYM in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:17.006783] [INFO ] [sig       ] [3092/3606] Forecasting SYNA...
[2025-11-28T20:31:17.006811] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-11-28T20:31:17.006840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-11-28T20:31:17.016638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-11-28T20:31:17.016919] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-11-28T20:31:17.017672] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-11-28T20:31:17.017721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:17.017751] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:17.017778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:17.017833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:17.072163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:17.072905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:17.072981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:17.073011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:17.192420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:17.192559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:17.192624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:17.192653] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:17.195839] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=73.00%)
[2025-11-28T20:31:17.196097] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-11-28T20:31:17.196213] [INFO ] [sig       ] SYNA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:17.331247] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SYNA.txt
[2025-11-28T20:31:17.331383] [INFO ] [sig       ] [3092/3606] Completed SYNA in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:17.331420] [INFO ] [sig       ] [3093/3606] Forecasting SYRE...
[2025-11-28T20:31:17.331448] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-11-28T20:31:17.331478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-11-28T20:31:17.342008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-11-28T20:31:17.342330] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-11-28T20:31:17.343159] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-11-28T20:31:17.343210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:17.343242] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:17.343269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:17.343324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:17.398107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:17.398875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:17.398951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:17.398982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:17.519067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:17.519212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:17.519251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:17.519279] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:17.522504] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-11-28T20:31:17.522776] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-11-28T20:31:17.522891] [INFO ] [sig       ] SYRE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:17.662462] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SYRE.txt
[2025-11-28T20:31:17.662622] [INFO ] [sig       ] [3093/3606] Completed SYRE in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:17.662663] [INFO ] [sig       ] [3094/3606] Forecasting SYY...
[2025-11-28T20:31:17.662691] [INFO ] [sig       ] Generating forecast for: SYY
[2025-11-28T20:31:17.662727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-11-28T20:31:17.672535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-11-28T20:31:17.672842] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-11-28T20:31:17.673569] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-11-28T20:31:17.673648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:17.673711] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:17.673740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:17.673794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:17.728608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:17.729279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:17.729353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:17.729385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:17.855918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:17.856095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:17.856143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:17.856172] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:17.859657] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=71.36%)
[2025-11-28T20:31:17.859960] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-11-28T20:31:17.860091] [INFO ] [sig       ] SYY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:17.999503] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SYY.txt
[2025-11-28T20:31:17.999677] [INFO ] [sig       ] [3094/3606] Completed SYY in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.9m
[2025-11-28T20:31:17.999728] [INFO ] [sig       ] [3095/3606] Forecasting TAC...
[2025-11-28T20:31:17.999757] [INFO ] [sig       ] Generating forecast for: TAC
[2025-11-28T20:31:17.999787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-11-28T20:31:18.011210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-11-28T20:31:18.011635] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-11-28T20:31:18.012520] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-11-28T20:31:18.012601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:18.012644] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:18.012671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:18.012743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:18.069323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:18.070188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:18.070265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:18.070297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:18.183762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:18.183907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:18.183946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:18.183973] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:18.187147] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=51.69%)
[2025-11-28T20:31:18.187399] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-11-28T20:31:18.187512] [INFO ] [sig       ] TAC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:18.329501] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TAC.txt
[2025-11-28T20:31:18.329665] [INFO ] [sig       ] [3095/3606] Completed TAC in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 2.8m
[2025-11-28T20:31:18.329712] [INFO ] [sig       ] [3096/3606] Forecasting TAK...
[2025-11-28T20:31:18.329742] [INFO ] [sig       ] Generating forecast for: TAK
[2025-11-28T20:31:18.329772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-11-28T20:31:18.339811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-11-28T20:31:18.340091] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-11-28T20:31:18.340842] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-11-28T20:31:18.340891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:18.340922] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:18.340949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:18.341004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:18.397405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:18.398071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:18.398145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:18.398178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:18.515819] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:18.515963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:18.516000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:18.516027] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:18.519224] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=72.73%)
[2025-11-28T20:31:18.519477] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-11-28T20:31:18.519639] [INFO ] [sig       ] TAK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:18.665155] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TAK.txt
[2025-11-28T20:31:18.665303] [INFO ] [sig       ] [3096/3606] Completed TAK in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:18.665342] [INFO ] [sig       ] [3097/3606] Forecasting TAL...
[2025-11-28T20:31:18.665371] [INFO ] [sig       ] Generating forecast for: TAL
[2025-11-28T20:31:18.665402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-11-28T20:31:18.676619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-11-28T20:31:18.677003] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-11-28T20:31:18.677763] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-11-28T20:31:18.677828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:18.677858] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:18.677883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:18.677937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:18.734255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:18.735106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:18.735186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:18.735217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:18.856628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:18.856779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:18.856818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:18.856845] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:18.860666] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=62.66%)
[2025-11-28T20:31:18.860966] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-11-28T20:31:18.861093] [INFO ] [sig       ] TAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:19.005726] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TAL.txt
[2025-11-28T20:31:19.005873] [INFO ] [sig       ] [3097/3606] Completed TAL in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:19.005912] [INFO ] [sig       ] [3098/3606] Forecasting TALK...
[2025-11-28T20:31:19.005942] [INFO ] [sig       ] Generating forecast for: TALK
[2025-11-28T20:31:19.005971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-11-28T20:31:19.018360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-11-28T20:31:19.018791] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-11-28T20:31:19.019564] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-11-28T20:31:19.019637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:19.019668] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:19.019694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:19.019749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:19.077179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:19.078074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:19.078155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:19.078188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:19.200081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:19.200239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:19.200279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:19.200306] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:19.203786] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: UP (p=61.39%)
[2025-11-28T20:31:19.204137] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-11-28T20:31:19.204280] [INFO ] [sig       ] TALK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:19.343084] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TALK.txt
[2025-11-28T20:31:19.343231] [INFO ] [sig       ] [3098/3606] Completed TALK in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:19.343272] [INFO ] [sig       ] [3099/3606] Forecasting TALO...
[2025-11-28T20:31:19.343301] [INFO ] [sig       ] Generating forecast for: TALO
[2025-11-28T20:31:19.343330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-11-28T20:31:19.353541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-11-28T20:31:19.353926] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-11-28T20:31:19.354690] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-11-28T20:31:19.354740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:19.354770] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:19.354796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:19.354850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:19.408788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:19.409617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:19.409701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:19.409732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:19.528930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:19.529073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:19.529110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:19.529137] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:19.532324] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=69.00%)
[2025-11-28T20:31:19.532596] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-11-28T20:31:19.532712] [INFO ] [sig       ] TALO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:19.677396] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TALO.txt
[2025-11-28T20:31:19.677584] [INFO ] [sig       ] [3099/3606] Completed TALO in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:19.677628] [INFO ] [sig       ] [3100/3606] Forecasting TAOP...
[2025-11-28T20:31:19.677659] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-11-28T20:31:19.677689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-11-28T20:31:19.689144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-11-28T20:31:19.689558] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-11-28T20:31:19.690399] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-11-28T20:31:19.690454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:19.690486] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:19.690513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:19.690569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:19.745961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:19.746822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:19.746903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:19.746936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:19.862537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:19.862708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:19.862746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:19.862772] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:19.866098] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=14.80%)
[2025-11-28T20:31:19.866398] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-11-28T20:31:19.866530] [INFO ] [sig       ] TAOP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:20.006140] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TAOP.txt
[2025-11-28T20:31:20.006305] [INFO ] [sig       ] [3100/3606] Completed TAOP in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:20.006356] [INFO ] [sig       ] [3101/3606] Forecasting TAP...
[2025-11-28T20:31:20.006385] [INFO ] [sig       ] Generating forecast for: TAP
[2025-11-28T20:31:20.006414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-11-28T20:31:20.019538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-11-28T20:31:20.020052] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-11-28T20:31:20.020998] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-11-28T20:31:20.021052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:20.021086] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:20.021113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:20.021172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:20.077674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:20.078949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:20.079050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:20.079084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:20.206021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:20.206246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:20.206288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:20.206315] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:20.210131] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-11-28T20:31:20.210434] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-11-28T20:31:20.210563] [INFO ] [sig       ] TAP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:20.351121] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TAP.txt
[2025-11-28T20:31:20.351328] [INFO ] [sig       ] [3101/3606] Completed TAP in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:20.351373] [INFO ] [sig       ] [3102/3606] Forecasting TARA...
[2025-11-28T20:31:20.351401] [INFO ] [sig       ] Generating forecast for: TARA
[2025-11-28T20:31:20.351431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-11-28T20:31:20.363676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-11-28T20:31:20.364141] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-11-28T20:31:20.365107] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-11-28T20:31:20.365158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:20.365189] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:20.365215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:20.365280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:20.421069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:20.422127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:20.422220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:20.422252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:20.542350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:20.542598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:20.542642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:20.542670] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:20.546609] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=39.93%)
[2025-11-28T20:31:20.546944] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-11-28T20:31:20.547082] [INFO ] [sig       ] TARA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:20.687842] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TARA.txt
[2025-11-28T20:31:20.688130] [INFO ] [sig       ] [3102/3606] Completed TARA in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:20.688183] [INFO ] [sig       ] [3103/3606] Forecasting TARK...
[2025-11-28T20:31:20.688212] [INFO ] [sig       ] Generating forecast for: TARK
[2025-11-28T20:31:20.688242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-11-28T20:31:20.699991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-11-28T20:31:20.700440] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-11-28T20:31:20.701299] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-11-28T20:31:20.701349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:20.701380] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:20.701406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:20.701461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:20.760845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:20.761994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:20.762096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:20.762131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:20.891044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:20.891259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:20.891305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:20.891363] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:20.895377] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-11-28T20:31:20.895752] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-11-28T20:31:20.895905] [INFO ] [sig       ] TARK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:21.044766] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TARK.txt
[2025-11-28T20:31:21.044960] [INFO ] [sig       ] [3103/3606] Completed TARK in 0.4s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:21.045000] [INFO ] [sig       ] [3104/3606] Forecasting TARS...
[2025-11-28T20:31:21.045029] [INFO ] [sig       ] Generating forecast for: TARS
[2025-11-28T20:31:21.045063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-11-28T20:31:21.058173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-11-28T20:31:21.058669] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-11-28T20:31:21.059766] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-11-28T20:31:21.059818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:21.059848] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:21.059874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:21.059930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:21.120202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:21.121407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:21.121601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:21.121641] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:21.249858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:21.250075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:21.250148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:21.250177] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:21.254084] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-11-28T20:31:21.254387] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-11-28T20:31:21.254516] [INFO ] [sig       ] TARS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:21.395588] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TARS.txt
[2025-11-28T20:31:21.395818] [INFO ] [sig       ] [3104/3606] Completed TARS in 0.4s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:21.395863] [INFO ] [sig       ] [3105/3606] Forecasting TASK...
[2025-11-28T20:31:21.395897] [INFO ] [sig       ] Generating forecast for: TASK
[2025-11-28T20:31:21.395934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-11-28T20:31:21.409502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-11-28T20:31:21.410151] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-11-28T20:31:21.411172] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-11-28T20:31:21.411233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:21.411266] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:21.411293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:21.411351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:21.470998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:21.472274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:21.472380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:21.472413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:21.601049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:21.601277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:21.601322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:21.601351] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:21.605480] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=88.42%)
[2025-11-28T20:31:21.605834] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-11-28T20:31:21.605971] [INFO ] [sig       ] TASK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:21.755953] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TASK.txt
[2025-11-28T20:31:21.756195] [INFO ] [sig       ] [3105/3606] Completed TASK in 0.4s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:21.756238] [INFO ] [sig       ] [3106/3606] Forecasting TAYD...
[2025-11-28T20:31:21.756267] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-11-28T20:31:21.756297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-11-28T20:31:21.769236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-11-28T20:31:21.769804] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-11-28T20:31:21.770679] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-11-28T20:31:21.770727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:21.770757] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:21.770782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:21.770838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:21.832433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:21.833649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:21.833746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:21.833778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:21.942082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:21.942306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:21.942350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:21.942380] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:21.946316] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=18.63%)
[2025-11-28T20:31:21.946708] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-11-28T20:31:21.946862] [INFO ] [sig       ] TAYD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:22.088990] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TAYD.txt
[2025-11-28T20:31:22.089201] [INFO ] [sig       ] [3106/3606] Completed TAYD in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:22.089244] [INFO ] [sig       ] [3107/3606] Forecasting TBB...
[2025-11-28T20:31:22.089272] [INFO ] [sig       ] Generating forecast for: TBB
[2025-11-28T20:31:22.089304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-11-28T20:31:22.101205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-11-28T20:31:22.101675] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-11-28T20:31:22.102630] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-11-28T20:31:22.102733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:22.102773] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:22.102799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:22.102856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:22.160474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:22.161500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:22.161607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:22.161642] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:22.275724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:22.275877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:22.275915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:22.275944] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:22.279218] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-11-28T20:31:22.279485] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-11-28T20:31:22.279619] [INFO ] [sig       ] TBB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:22.417627] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TBB.txt
[2025-11-28T20:31:22.417815] [INFO ] [sig       ] [3107/3606] Completed TBB in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:22.417855] [INFO ] [sig       ] [3108/3606] Forecasting TBBK...
[2025-11-28T20:31:22.417884] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-11-28T20:31:22.417913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-11-28T20:31:22.428551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-11-28T20:31:22.428853] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-11-28T20:31:22.429594] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-11-28T20:31:22.429642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:22.429686] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:22.429715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:22.429770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:22.483819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:22.484451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:22.484524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:22.484555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:22.601439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:22.601603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:22.601643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:22.601670] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:22.604866] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-11-28T20:31:22.605127] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-11-28T20:31:22.605247] [INFO ] [sig       ] TBBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:22.739252] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TBBK.txt
[2025-11-28T20:31:22.739397] [INFO ] [sig       ] [3108/3606] Completed TBBK in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:22.739435] [INFO ] [sig       ] [3109/3606] Forecasting TBI...
[2025-11-28T20:31:22.739464] [INFO ] [sig       ] Generating forecast for: TBI
[2025-11-28T20:31:22.739494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-11-28T20:31:22.750201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-11-28T20:31:22.750520] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-11-28T20:31:22.751325] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-11-28T20:31:22.751374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:22.751404] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:22.751430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:22.751486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:22.810978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:22.811832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:22.811912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:22.811945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:22.933968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:22.934112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:22.934149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:22.934177] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:22.937355] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-11-28T20:31:22.937627] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-11-28T20:31:22.937744] [INFO ] [sig       ] TBI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:23.075455] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TBI.txt
[2025-11-28T20:31:23.075628] [INFO ] [sig       ] [3109/3606] Completed TBI in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:23.075670] [INFO ] [sig       ] [3110/3606] Forecasting TBIL...
[2025-11-28T20:31:23.075698] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-11-28T20:31:23.075728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-11-28T20:31:23.085671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-11-28T20:31:23.086005] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-11-28T20:31:23.086750] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-11-28T20:31:23.086798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:23.086828] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:23.086854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:23.086908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:23.141828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:23.142654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:23.142731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:23.142761] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:23.202840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:23.202984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:23.203021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:23.203049] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:23.206207] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-11-28T20:31:23.206460] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-11-28T20:31:23.206569] [INFO ] [sig       ] TBIL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:23.343703] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TBIL.txt
[2025-11-28T20:31:23.343852] [INFO ] [sig       ] [3110/3606] Completed TBIL in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:23.343891] [INFO ] [sig       ] [3111/3606] Forecasting TBLA...
[2025-11-28T20:31:23.343919] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-11-28T20:31:23.343947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-11-28T20:31:23.354537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-11-28T20:31:23.354930] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-11-28T20:31:23.355722] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-11-28T20:31:23.355785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:23.355850] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:23.355878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:23.355934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:23.410938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:23.411800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:23.411883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:23.411917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:23.534481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:23.534661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:23.534703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:23.534747] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:23.538683] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-11-28T20:31:23.539109] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-11-28T20:31:23.539275] [INFO ] [sig       ] TBLA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:23.675050] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TBLA.txt
[2025-11-28T20:31:23.675197] [INFO ] [sig       ] [3111/3606] Completed TBLA in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:23.675246] [INFO ] [sig       ] [3112/3606] Forecasting TBLD...
[2025-11-28T20:31:23.675276] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-11-28T20:31:23.675305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-11-28T20:31:23.686051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-11-28T20:31:23.686332] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-11-28T20:31:23.687090] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-11-28T20:31:23.687138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:23.687169] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:23.687194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:23.687249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:23.741499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:23.742354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:23.742433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:23.742464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:23.861138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:23.861290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:23.861336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:23.861364] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:23.864815] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=57.78%)
[2025-11-28T20:31:23.865081] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-11-28T20:31:23.865199] [INFO ] [sig       ] TBLD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:24.020108] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TBLD.txt
[2025-11-28T20:31:24.020274] [INFO ] [sig       ] [3112/3606] Completed TBLD in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.8m
[2025-11-28T20:31:24.020313] [INFO ] [sig       ] [3113/3606] Forecasting TBPH...
[2025-11-28T20:31:24.020342] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-11-28T20:31:24.020372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-11-28T20:31:24.031737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-11-28T20:31:24.032104] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-11-28T20:31:24.032948] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-11-28T20:31:24.033008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:24.033042] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:24.033068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:24.033137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:24.091909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:24.092801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:24.092898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:24.092942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:24.220924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:24.221082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:24.221121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:24.221151] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:24.224872] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-11-28T20:31:24.225178] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-11-28T20:31:24.225346] [INFO ] [sig       ] TBPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:24.362538] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TBPH.txt
[2025-11-28T20:31:24.362705] [INFO ] [sig       ] [3113/3606] Completed TBPH in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.7m
[2025-11-28T20:31:24.362748] [INFO ] [sig       ] [3114/3606] Forecasting TBRG...
[2025-11-28T20:31:24.362778] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-11-28T20:31:24.362809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-11-28T20:31:24.372687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-11-28T20:31:24.372969] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-11-28T20:31:24.373708] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-11-28T20:31:24.373755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:24.373785] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:24.373810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:24.373864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:24.429528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:24.430183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:24.430263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:24.430293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:24.552126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:24.552297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:24.552359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:24.552439] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:24.556238] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-11-28T20:31:24.556640] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-11-28T20:31:24.556786] [INFO ] [sig       ] TBRG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:24.697693] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TBRG.txt
[2025-11-28T20:31:24.697841] [INFO ] [sig       ] [3114/3606] Completed TBRG in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:24.697880] [INFO ] [sig       ] [3115/3606] Forecasting TCBI...
[2025-11-28T20:31:24.697909] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-11-28T20:31:24.697939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-11-28T20:31:24.708111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-11-28T20:31:24.708428] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-11-28T20:31:24.709263] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-11-28T20:31:24.709314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:24.709346] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:24.709371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:24.709430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:24.766152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:24.767006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:24.767084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:24.767117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:24.890021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:24.890166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:24.890203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:24.890249] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:24.893544] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=21.76%)
[2025-11-28T20:31:24.893825] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-11-28T20:31:24.893940] [INFO ] [sig       ] TCBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:25.028902] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TCBI.txt
[2025-11-28T20:31:25.029053] [INFO ] [sig       ] [3115/3606] Completed TCBI in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:25.029091] [INFO ] [sig       ] [3116/3606] Forecasting TCBIO...
[2025-11-28T20:31:25.029120] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-11-28T20:31:25.029150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-11-28T20:31:25.039540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-11-28T20:31:25.039930] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-11-28T20:31:25.040723] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-11-28T20:31:25.040773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:25.040804] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:25.040830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:25.040887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:25.098016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:25.098882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:25.098962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:25.098994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:25.206681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:25.206831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:25.206869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:25.206897] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:25.210171] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-11-28T20:31:25.210431] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-11-28T20:31:25.210548] [INFO ] [sig       ] TCBIO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:25.351132] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TCBIO.txt
[2025-11-28T20:31:25.351289] [INFO ] [sig       ] [3116/3606] Completed TCBIO in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:25.351347] [INFO ] [sig       ] [3117/3606] Forecasting TCBK...
[2025-11-28T20:31:25.351378] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-11-28T20:31:25.351409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-11-28T20:31:25.361847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-11-28T20:31:25.362221] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-11-28T20:31:25.363023] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-11-28T20:31:25.363084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:25.363118] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:25.363145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:25.363200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:25.420239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:25.421090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:25.421190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:25.421223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:25.539826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:25.539974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:25.540013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:25.540042] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:25.543420] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=11.06%)
[2025-11-28T20:31:25.543771] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-11-28T20:31:25.543903] [INFO ] [sig       ] TCBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:25.683277] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TCBK.txt
[2025-11-28T20:31:25.683424] [INFO ] [sig       ] [3117/3606] Completed TCBK in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:25.683463] [INFO ] [sig       ] [3118/3606] Forecasting TCBX...
[2025-11-28T20:31:25.683491] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-11-28T20:31:25.683520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-11-28T20:31:25.694048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-11-28T20:31:25.694416] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-11-28T20:31:25.695204] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-11-28T20:31:25.695253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:25.695285] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:25.695311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:25.695366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:25.753144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:25.753960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:25.754038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:25.754070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:25.877272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:25.877404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:25.877441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:25.877468] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:25.880684] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=45.33%)
[2025-11-28T20:31:25.880937] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-11-28T20:31:25.881048] [INFO ] [sig       ] TCBX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:26.019506] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TCBX.txt
[2025-11-28T20:31:26.019663] [INFO ] [sig       ] [3118/3606] Completed TCBX in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:26.019707] [INFO ] [sig       ] [3119/3606] Forecasting TCMD...
[2025-11-28T20:31:26.019736] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-11-28T20:31:26.019767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-11-28T20:31:26.029542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-11-28T20:31:26.029826] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-11-28T20:31:26.030540] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-11-28T20:31:26.030604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:26.030647] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:26.030674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:26.030729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:26.087721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:26.088389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:26.088475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:26.088507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:26.213243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:26.213382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:26.213419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:26.213445] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:26.216693] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=70.66%)
[2025-11-28T20:31:26.216950] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-11-28T20:31:26.217065] [INFO ] [sig       ] TCMD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:26.352650] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TCMD.txt
[2025-11-28T20:31:26.352773] [INFO ] [sig       ] [3119/3606] Completed TCMD in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:26.352813] [INFO ] [sig       ] [3120/3606] Forecasting TCOM...
[2025-11-28T20:31:26.352842] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-11-28T20:31:26.352873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-11-28T20:31:26.362677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-11-28T20:31:26.362934] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-11-28T20:31:26.363661] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-11-28T20:31:26.363709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:26.363739] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:26.363765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:26.363823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:26.421157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:26.421806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:26.421882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:26.421914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:26.540174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:26.540308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:26.540344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:26.540371] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:26.543527] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=41.63%)
[2025-11-28T20:31:26.543808] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-11-28T20:31:26.543924] [INFO ] [sig       ] TCOM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:26.678513] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TCOM.txt
[2025-11-28T20:31:26.678692] [INFO ] [sig       ] [3120/3606] Completed TCOM in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:26.678734] [INFO ] [sig       ] [3121/3606] Forecasting TCPC...
[2025-11-28T20:31:26.678763] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-11-28T20:31:26.678791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-11-28T20:31:26.689540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-11-28T20:31:26.689950] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-11-28T20:31:26.690708] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-11-28T20:31:26.690756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:26.690786] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:26.690812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:26.690867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:26.747723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:26.748514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:26.748635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:26.748670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:26.867707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:26.867843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:26.867879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:26.867907] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:26.871117] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=21.49%)
[2025-11-28T20:31:26.871371] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-11-28T20:31:26.871486] [INFO ] [sig       ] TCPC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:27.007794] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TCPC.txt
[2025-11-28T20:31:27.007933] [INFO ] [sig       ] [3121/3606] Completed TCPC in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:27.007971] [INFO ] [sig       ] [3122/3606] Forecasting TCX...
[2025-11-28T20:31:27.008019] [INFO ] [sig       ] Generating forecast for: TCX
[2025-11-28T20:31:27.008052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-11-28T20:31:27.018282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-11-28T20:31:27.018607] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-11-28T20:31:27.019331] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-11-28T20:31:27.019378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:27.019408] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:27.019434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:27.019488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:27.083778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:27.084524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:27.084614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:27.084647] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:27.194928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:27.195067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:27.195105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:27.195132] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:27.198324] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-11-28T20:31:27.198593] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-11-28T20:31:27.198711] [INFO ] [sig       ] TCX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:27.333492] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TCX.txt
[2025-11-28T20:31:27.333630] [INFO ] [sig       ] [3122/3606] Completed TCX in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:27.333670] [INFO ] [sig       ] [3123/3606] Forecasting TD...
[2025-11-28T20:31:27.333708] [INFO ] [sig       ] Generating forecast for: TD
[2025-11-28T20:31:27.333739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-11-28T20:31:27.343340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-11-28T20:31:27.343622] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-11-28T20:31:27.344370] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-11-28T20:31:27.344417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:27.344447] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:27.344472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:27.344530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:27.400668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:27.401316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:27.401393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:27.401424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:27.525172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:27.525312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:27.525350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:27.525377] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:27.528597] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2025-11-28T20:31:27.528870] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-11-28T20:31:27.529002] [INFO ] [sig       ] TD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:27.666845] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TD.txt
[2025-11-28T20:31:27.666982] [INFO ] [sig       ] [3123/3606] Completed TD in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:27.667019] [INFO ] [sig       ] [3124/3606] Forecasting TDC...
[2025-11-28T20:31:27.667047] [INFO ] [sig       ] Generating forecast for: TDC
[2025-11-28T20:31:27.667076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-11-28T20:31:27.677315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-11-28T20:31:27.677602] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-11-28T20:31:27.678356] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-11-28T20:31:27.678405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:27.678435] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:27.678460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:27.678514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:27.735487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:27.736346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:27.736434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:27.736467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:27.856515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:27.856671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:27.856709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:27.856736] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:27.860053] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-11-28T20:31:27.860320] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-11-28T20:31:27.860442] [INFO ] [sig       ] TDC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:27.995157] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TDC.txt
[2025-11-28T20:31:27.995305] [INFO ] [sig       ] [3124/3606] Completed TDC in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:27.995343] [INFO ] [sig       ] [3125/3606] Forecasting TDF...
[2025-11-28T20:31:27.995372] [INFO ] [sig       ] Generating forecast for: TDF
[2025-11-28T20:31:27.995401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-11-28T20:31:28.006150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-11-28T20:31:28.006500] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-11-28T20:31:28.007295] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-11-28T20:31:28.007346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:28.007380] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:28.007410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:28.007467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:28.064283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:28.064934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:28.065008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:28.065041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:28.180430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:28.180590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:28.180630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:28.180660] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:28.184074] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=47.52%)
[2025-11-28T20:31:28.184335] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-11-28T20:31:28.184456] [INFO ] [sig       ] TDF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:28.320076] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TDF.txt
[2025-11-28T20:31:28.320196] [INFO ] [sig       ] [3125/3606] Completed TDF in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:28.320232] [INFO ] [sig       ] [3126/3606] Forecasting TDG...
[2025-11-28T20:31:28.320260] [INFO ] [sig       ] Generating forecast for: TDG
[2025-11-28T20:31:28.320289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-11-28T20:31:28.330467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-11-28T20:31:28.330771] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-11-28T20:31:28.331552] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-11-28T20:31:28.331627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:28.331661] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:28.331688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:28.331744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:28.388392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:28.389081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:28.389158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:28.389190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:28.506676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:28.506816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:28.506857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:28.506910] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:28.510268] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=22.60%)
[2025-11-28T20:31:28.510525] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-11-28T20:31:28.510664] [INFO ] [sig       ] TDG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:28.648206] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TDG.txt
[2025-11-28T20:31:28.648357] [INFO ] [sig       ] [3126/3606] Completed TDG in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:28.648400] [INFO ] [sig       ] [3127/3606] Forecasting TDOC...
[2025-11-28T20:31:28.648430] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-11-28T20:31:28.648461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-11-28T20:31:28.659404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDOC'.
[2025-11-28T20:31:28.659835] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-11-28T20:31:28.660675] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-11-28T20:31:28.660724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:28.660754] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:28.660779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:28.660843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:28.715991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:28.716621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:28.716695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:28.716727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:28.834856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:28.835007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:28.835045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:28.835072] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:28.838287] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-11-28T20:31:28.838540] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-11-28T20:31:28.838673] [INFO ] [sig       ] TDOC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:28.975075] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TDOC.txt
[2025-11-28T20:31:28.975205] [INFO ] [sig       ] [3127/3606] Completed TDOC in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:28.975242] [INFO ] [sig       ] [3128/3606] Forecasting TDS...
[2025-11-28T20:31:28.975270] [INFO ] [sig       ] Generating forecast for: TDS
[2025-11-28T20:31:28.975298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-11-28T20:31:28.985418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-11-28T20:31:28.985736] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-11-28T20:31:28.986454] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-11-28T20:31:28.986501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:28.986553] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:28.986598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:28.986655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:29.040967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:29.041617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:29.041690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:29.041721] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:29.157651] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:29.157792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:29.157828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:29.157855] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:29.161031] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=24.90%)
[2025-11-28T20:31:29.161286] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-11-28T20:31:29.161403] [INFO ] [sig       ] TDS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:29.297810] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TDS.txt
[2025-11-28T20:31:29.297942] [INFO ] [sig       ] [3128/3606] Completed TDS in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:29.297980] [INFO ] [sig       ] [3129/3606] Forecasting TDSC...
[2025-11-28T20:31:29.298030] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-11-28T20:31:29.298071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-11-28T20:31:29.308699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-11-28T20:31:29.309090] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-11-28T20:31:29.309856] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-11-28T20:31:29.309905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:29.309935] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:29.309960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:29.310014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:29.364839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:29.365673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:29.365753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:29.365784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:29.468873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:29.469043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:29.469084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:29.469115] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:29.472441] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: UP (p=59.54%)
[2025-11-28T20:31:29.472722] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-11-28T20:31:29.472840] [INFO ] [sig       ] TDSC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:29.617292] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TDSC.txt
[2025-11-28T20:31:29.617450] [INFO ] [sig       ] [3129/3606] Completed TDSC in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:29.617490] [INFO ] [sig       ] [3130/3606] Forecasting TDUP...
[2025-11-28T20:31:29.617518] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-11-28T20:31:29.617546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-11-28T20:31:29.628170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-11-28T20:31:29.628499] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-11-28T20:31:29.629276] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-11-28T20:31:29.629326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:29.629358] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:29.629384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:29.629453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:29.686421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:29.687334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:29.687432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:29.687474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:29.804948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:29.805100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:29.805136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:29.805163] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:29.808405] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-11-28T20:31:29.808691] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-11-28T20:31:29.808811] [INFO ] [sig       ] TDUP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:29.944854] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TDUP.txt
[2025-11-28T20:31:29.945003] [INFO ] [sig       ] [3130/3606] Completed TDUP in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.7m
[2025-11-28T20:31:29.945043] [INFO ] [sig       ] [3131/3606] Forecasting TDY...
[2025-11-28T20:31:29.945071] [INFO ] [sig       ] Generating forecast for: TDY
[2025-11-28T20:31:29.945101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-11-28T20:31:29.955475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-11-28T20:31:29.955909] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-11-28T20:31:29.956771] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-11-28T20:31:29.956832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:29.956863] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:29.956890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:29.956946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:30.012187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:30.013009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:30.013092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:30.013124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:30.135715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:30.135862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:30.135899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:30.135954] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:30.139298] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-11-28T20:31:30.139613] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-11-28T20:31:30.139744] [INFO ] [sig       ] TDY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:30.283471] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TDY.txt
[2025-11-28T20:31:30.283642] [INFO ] [sig       ] [3131/3606] Completed TDY in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.6m
[2025-11-28T20:31:30.283683] [INFO ] [sig       ] [3132/3606] Forecasting TEAM...
[2025-11-28T20:31:30.283712] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-11-28T20:31:30.283742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-11-28T20:31:30.295416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-11-28T20:31:30.295831] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-11-28T20:31:30.296664] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-11-28T20:31:30.296731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:30.296764] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:30.296790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:30.296845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:30.353344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:30.354039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:30.354131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:30.354179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:30.483734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:30.483897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:30.483955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:30.483997] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:30.487490] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=88.34%)
[2025-11-28T20:31:30.487780] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-11-28T20:31:30.487903] [INFO ] [sig       ] TEAM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:30.629973] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TEAM.txt
[2025-11-28T20:31:30.630115] [INFO ] [sig       ] [3132/3606] Completed TEAM in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:30.630155] [INFO ] [sig       ] [3133/3606] Forecasting TECH...
[2025-11-28T20:31:30.630185] [INFO ] [sig       ] Generating forecast for: TECH
[2025-11-28T20:31:30.630215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-11-28T20:31:30.641203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-11-28T20:31:30.641601] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-11-28T20:31:30.642363] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-11-28T20:31:30.642413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:30.642442] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:30.642467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:30.642522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:30.698838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:30.699713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:30.699794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:30.699827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:30.821495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:30.821672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:30.821712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:30.821742] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:30.825156] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=61.36%)
[2025-11-28T20:31:30.825452] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-11-28T20:31:30.825600] [INFO ] [sig       ] TECH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:30.988306] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TECH.txt
[2025-11-28T20:31:30.988462] [INFO ] [sig       ] [3133/3606] Completed TECH in 0.4s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:30.988504] [INFO ] [sig       ] [3134/3606] Forecasting TECK...
[2025-11-28T20:31:30.988534] [INFO ] [sig       ] Generating forecast for: TECK
[2025-11-28T20:31:30.988565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-11-28T20:31:30.999275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-11-28T20:31:30.999627] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-11-28T20:31:31.000375] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-11-28T20:31:31.000424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:31.000455] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:31.000481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:31.000535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:31.055702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:31.056307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:31.056383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:31.056416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:31.176839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:31.176979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:31.177016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:31.177042] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:31.181140] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2025-11-28T20:31:31.181530] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-11-28T20:31:31.181700] [INFO ] [sig       ] TECK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:31.317448] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TECK.txt
[2025-11-28T20:31:31.317618] [INFO ] [sig       ] [3134/3606] Completed TECK in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:31.317665] [INFO ] [sig       ] [3135/3606] Forecasting TECX...
[2025-11-28T20:31:31.317694] [INFO ] [sig       ] Generating forecast for: TECX
[2025-11-28T20:31:31.317723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-11-28T20:31:31.328387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-11-28T20:31:31.328721] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-11-28T20:31:31.329440] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-11-28T20:31:31.329490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:31.329520] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:31.329545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:31.329623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:31.384279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:31.384884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:31.384956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:31.384987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:31.498264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:31.498410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:31.498448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:31.498475] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:31.501686] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: UP (p=81.10%)
[2025-11-28T20:31:31.501941] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-11-28T20:31:31.502056] [INFO ] [sig       ] TECX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:31.639648] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TECX.txt
[2025-11-28T20:31:31.639763] [INFO ] [sig       ] [3135/3606] Completed TECX in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:31.639800] [INFO ] [sig       ] [3136/3606] Forecasting TEF...
[2025-11-28T20:31:31.639829] [INFO ] [sig       ] Generating forecast for: TEF
[2025-11-28T20:31:31.639858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-11-28T20:31:31.649546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-11-28T20:31:31.649815] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-11-28T20:31:31.650525] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-11-28T20:31:31.650593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:31.650628] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:31.650653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:31.650709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:31.705214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:31.705880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:31.705956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:31.705987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:31.822130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:31.822264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:31.822300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:31.822327] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:31.825709] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-11-28T20:31:31.825971] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-11-28T20:31:31.826087] [INFO ] [sig       ] TEF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:31.961560] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TEF.txt
[2025-11-28T20:31:31.961691] [INFO ] [sig       ] [3136/3606] Completed TEF in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:31.961729] [INFO ] [sig       ] [3137/3606] Forecasting TEI...
[2025-11-28T20:31:31.961757] [INFO ] [sig       ] Generating forecast for: TEI
[2025-11-28T20:31:31.961786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-11-28T20:31:31.971808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-11-28T20:31:31.972074] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-11-28T20:31:31.972801] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-11-28T20:31:31.972848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:31.972884] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:31.972912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:31.972968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:32.027278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:32.027858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:32.027944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:32.027982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:32.141755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:32.141890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:32.141927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:32.141953] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:32.145136] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=14.62%)
[2025-11-28T20:31:32.145410] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-11-28T20:31:32.145524] [INFO ] [sig       ] TEI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:32.285051] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TEI.txt
[2025-11-28T20:31:32.285350] [INFO ] [sig       ] [3137/3606] Completed TEI in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:32.285386] [INFO ] [sig       ] [3138/3606] Forecasting TEL...
[2025-11-28T20:31:32.285414] [INFO ] [sig       ] Generating forecast for: TEL
[2025-11-28T20:31:32.285442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'.
[2025-11-28T20:31:32.296716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEL'.
[2025-11-28T20:31:32.297076] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-11-28T20:31:32.297935] [DEBUG] [LOCAL     ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt
[2025-11-28T20:31:32.297986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:32.298045] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:32.298073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:32.298127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:32.353874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:32.354841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:32.354941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:32.354973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:32.475045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:32.475193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:32.475230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:32.475259] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:32.478505] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-11-28T20:31:32.478815] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-11-28T20:31:32.478985] [INFO ] [sig       ] TEL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:32.616871] [INFO ] [LOCAL     ] Saved forecast: TEL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TEL.txt
[2025-11-28T20:31:32.616999] [INFO ] [sig       ] [3138/3606] Completed TEL in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:32.617037] [INFO ] [sig       ] [3139/3606] Forecasting TELO...
[2025-11-28T20:31:32.617066] [INFO ] [sig       ] Generating forecast for: TELO
[2025-11-28T20:31:32.617096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-11-28T20:31:32.628041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-11-28T20:31:32.628369] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-11-28T20:31:32.629219] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-11-28T20:31:32.629270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:32.629301] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:32.629326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:32.629382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:32.686289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:32.687131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:32.687210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:32.687243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:32.805132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:32.805287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:32.805326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:32.805355] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:32.808711] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2025-11-28T20:31:32.809001] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-11-28T20:31:32.809130] [INFO ] [sig       ] TELO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:32.943744] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TELO.txt
[2025-11-28T20:31:32.943878] [INFO ] [sig       ] [3139/3606] Completed TELO in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:32.943917] [INFO ] [sig       ] [3140/3606] Forecasting TEM...
[2025-11-28T20:31:32.943944] [INFO ] [sig       ] Generating forecast for: TEM
[2025-11-28T20:31:32.943973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-11-28T20:31:32.954073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-11-28T20:31:32.954346] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-11-28T20:31:32.955151] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-11-28T20:31:32.955201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:32.955232] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:32.955259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:32.955314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:33.011488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:33.012249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:33.012329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:33.012360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:33.134394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:33.134527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:33.134563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:33.134609] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:33.137767] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=46.25%)
[2025-11-28T20:31:33.138027] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-11-28T20:31:33.138141] [INFO ] [sig       ] TEM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:33.272337] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TEM.txt
[2025-11-28T20:31:33.272460] [INFO ] [sig       ] [3140/3606] Completed TEM in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:33.272497] [INFO ] [sig       ] [3141/3606] Forecasting TENB...
[2025-11-28T20:31:33.272525] [INFO ] [sig       ] Generating forecast for: TENB
[2025-11-28T20:31:33.272553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-11-28T20:31:33.283010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-11-28T20:31:33.283299] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-11-28T20:31:33.284071] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-11-28T20:31:33.284121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:33.284152] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:33.284177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:33.284231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:33.338603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:33.339296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:33.339375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:33.339406] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:33.457900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:33.460892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:33.460953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:33.460984] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:33.464442] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=37.57%)
[2025-11-28T20:31:33.464738] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-11-28T20:31:33.464867] [INFO ] [sig       ] TENB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:33.601260] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TENB.txt
[2025-11-28T20:31:33.601438] [INFO ] [sig       ] [3141/3606] Completed TENB in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:33.601478] [INFO ] [sig       ] [3142/3606] Forecasting TENX...
[2025-11-28T20:31:33.601507] [INFO ] [sig       ] Generating forecast for: TENX
[2025-11-28T20:31:33.601536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-11-28T20:31:33.611692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-11-28T20:31:33.612087] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-11-28T20:31:33.613110] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-11-28T20:31:33.613174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:33.613220] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:33.613260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:33.613344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:33.677931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:33.678826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:33.678927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:33.678958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:33.784469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:33.784635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:33.784674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:33.784702] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:33.787985] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-11-28T20:31:33.788296] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-11-28T20:31:33.788425] [INFO ] [sig       ] TENX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:33.928443] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TENX.txt
[2025-11-28T20:31:33.928586] [INFO ] [sig       ] [3142/3606] Completed TENX in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:33.928628] [INFO ] [sig       ] [3143/3606] Forecasting TEO...
[2025-11-28T20:31:33.928657] [INFO ] [sig       ] Generating forecast for: TEO
[2025-11-28T20:31:33.928688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-11-28T20:31:33.938676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-11-28T20:31:33.938952] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-11-28T20:31:33.939750] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-11-28T20:31:33.939801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:33.939843] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:33.939872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:33.939928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:33.996858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:33.997512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:33.997604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:33.997639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:34.116180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:34.116324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:34.116360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:34.116388] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:34.119685] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-11-28T20:31:34.119976] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-11-28T20:31:34.120116] [INFO ] [sig       ] TEO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:34.302046] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TEO.txt
[2025-11-28T20:31:34.302207] [INFO ] [sig       ] [3143/3606] Completed TEO in 0.4s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:34.302247] [INFO ] [sig       ] [3144/3606] Forecasting TERN...
[2025-11-28T20:31:34.302279] [INFO ] [sig       ] Generating forecast for: TERN
[2025-11-28T20:31:34.302310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-11-28T20:31:34.313359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-11-28T20:31:34.313735] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-11-28T20:31:34.314757] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-11-28T20:31:34.314818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:34.314861] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:34.314899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:34.314984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:34.374696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:34.375378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:34.375453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:34.375484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:34.510066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:34.510225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:34.510264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:34.510299] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:34.513639] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-11-28T20:31:34.513903] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-11-28T20:31:34.514046] [INFO ] [sig       ] TERN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:34.649911] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TERN.txt
[2025-11-28T20:31:34.650057] [INFO ] [sig       ] [3144/3606] Completed TERN in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:34.650102] [INFO ] [sig       ] [3145/3606] Forecasting TEVA...
[2025-11-28T20:31:34.650133] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-11-28T20:31:34.650162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-11-28T20:31:34.661432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-11-28T20:31:34.661856] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-11-28T20:31:34.662700] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-11-28T20:31:34.662751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:34.662810] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:34.662837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:34.662893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:34.718793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:34.719671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:34.719755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:34.719786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:34.837552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:34.837723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:34.837762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:34.837789] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:34.841206] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=43.89%)
[2025-11-28T20:31:34.841504] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-11-28T20:31:34.841648] [INFO ] [sig       ] TEVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:34.982845] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TEVA.txt
[2025-11-28T20:31:34.982976] [INFO ] [sig       ] [3145/3606] Completed TEVA in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:34.983015] [INFO ] [sig       ] [3146/3606] Forecasting TEX...
[2025-11-28T20:31:34.983044] [INFO ] [sig       ] Generating forecast for: TEX
[2025-11-28T20:31:34.983073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-11-28T20:31:34.992839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-11-28T20:31:34.993099] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-11-28T20:31:34.993845] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-11-28T20:31:34.993894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:34.993924] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:34.993950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:34.994004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:35.048954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:35.049801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:35.049887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:35.049919] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:35.171763] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:35.171905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:35.171943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:35.171971] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:35.175203] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-11-28T20:31:35.175457] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-11-28T20:31:35.175598] [INFO ] [sig       ] TEX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:35.314914] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TEX.txt
[2025-11-28T20:31:35.315079] [INFO ] [sig       ] [3146/3606] Completed TEX in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:35.315147] [INFO ] [sig       ] [3147/3606] Forecasting TFC...
[2025-11-28T20:31:35.315181] [INFO ] [sig       ] Generating forecast for: TFC
[2025-11-28T20:31:35.315211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-11-28T20:31:35.325176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-11-28T20:31:35.325440] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-11-28T20:31:35.326220] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-11-28T20:31:35.326270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:35.326301] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:35.326328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:35.326385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:35.382821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:35.383693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:35.383773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:35.383806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:35.506967] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:35.507117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:35.507155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:35.507182] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:35.510457] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-11-28T20:31:35.510771] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-11-28T20:31:35.510893] [INFO ] [sig       ] TFC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:35.649524] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TFC.txt
[2025-11-28T20:31:35.649697] [INFO ] [sig       ] [3147/3606] Completed TFC in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:35.649746] [INFO ] [sig       ] [3148/3606] Forecasting TFII...
[2025-11-28T20:31:35.649786] [INFO ] [sig       ] Generating forecast for: TFII
[2025-11-28T20:31:35.649827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-11-28T20:31:35.660272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-11-28T20:31:35.660622] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-11-28T20:31:35.661381] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-11-28T20:31:35.661431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:35.661461] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:35.661486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:35.661541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:35.719012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:35.719865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:35.719945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:35.719977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:35.835220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:35.835367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:35.835404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:35.835462] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:35.838787] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=53.59%)
[2025-11-28T20:31:35.839050] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-11-28T20:31:35.839184] [INFO ] [sig       ] TFII: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:35.977285] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TFII.txt
[2025-11-28T20:31:35.977408] [INFO ] [sig       ] [3148/3606] Completed TFII in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.6m
[2025-11-28T20:31:35.977446] [INFO ] [sig       ] [3149/3606] Forecasting TFIN...
[2025-11-28T20:31:35.977475] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-11-28T20:31:35.977503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-11-28T20:31:35.987282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-11-28T20:31:35.987537] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-11-28T20:31:35.988305] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-11-28T20:31:35.988353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:35.988382] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:35.988407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:35.988461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:36.043094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:36.043831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:36.043906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:36.043937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:36.159297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:36.159444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:36.159483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:36.159510] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:36.162787] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-11-28T20:31:36.163048] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-11-28T20:31:36.163167] [INFO ] [sig       ] TFIN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:36.301968] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TFIN.txt
[2025-11-28T20:31:36.302120] [INFO ] [sig       ] [3149/3606] Completed TFIN in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.5m
[2025-11-28T20:31:36.302158] [INFO ] [sig       ] [3150/3606] Forecasting TFPM...
[2025-11-28T20:31:36.302188] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-11-28T20:31:36.302217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-11-28T20:31:36.314472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-11-28T20:31:36.315102] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-11-28T20:31:36.316038] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-11-28T20:31:36.316097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:36.316135] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:36.316166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:36.316221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:36.375492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:36.376330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:36.376406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:36.376438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:36.500824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:36.500971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:36.501011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:36.501076] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:36.504597] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=43.57%)
[2025-11-28T20:31:36.504872] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-11-28T20:31:36.504993] [INFO ] [sig       ] TFPM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:36.647886] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TFPM.txt
[2025-11-28T20:31:36.648054] [INFO ] [sig       ] [3150/3606] Completed TFPM in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:36.648096] [INFO ] [sig       ] [3151/3606] Forecasting TFSL...
[2025-11-28T20:31:36.648125] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-11-28T20:31:36.648155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-11-28T20:31:36.658072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-11-28T20:31:36.658345] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-11-28T20:31:36.659092] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-11-28T20:31:36.659140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:36.659170] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:36.659196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:36.659251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:36.715636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:36.716326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:36.716403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:36.716436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:36.835194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:36.835345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:36.835384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:36.835411] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:36.838760] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=27.51%)
[2025-11-28T20:31:36.839036] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-11-28T20:31:36.839180] [INFO ] [sig       ] TFSL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:36.974003] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TFSL.txt
[2025-11-28T20:31:36.974143] [INFO ] [sig       ] [3151/3606] Completed TFSL in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:36.974182] [INFO ] [sig       ] [3152/3606] Forecasting TG...
[2025-11-28T20:31:36.974210] [INFO ] [sig       ] Generating forecast for: TG
[2025-11-28T20:31:36.974239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-11-28T20:31:36.984153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-11-28T20:31:36.984447] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-11-28T20:31:36.985189] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-11-28T20:31:36.985239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:36.985269] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:36.985295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:36.985350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:37.040915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:37.041752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:37.041848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:37.041880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:37.161078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:37.161220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:37.161257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:37.161285] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:37.164478] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-11-28T20:31:37.164751] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-11-28T20:31:37.164867] [INFO ] [sig       ] TG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:37.303930] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TG.txt
[2025-11-28T20:31:37.304055] [INFO ] [sig       ] [3152/3606] Completed TG in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:37.304093] [INFO ] [sig       ] [3153/3606] Forecasting TGLS...
[2025-11-28T20:31:37.304124] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-11-28T20:31:37.304154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-11-28T20:31:37.314632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-11-28T20:31:37.314964] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-11-28T20:31:37.315721] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-11-28T20:31:37.315769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:37.315798] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:37.315824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:37.315877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:37.371080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:37.371875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:37.371952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:37.371983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:37.491232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:37.491373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:37.491410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:37.491436] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:37.494611] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=10.38%)
[2025-11-28T20:31:37.494866] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-11-28T20:31:37.494980] [INFO ] [sig       ] TGLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:37.632051] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TGLS.txt
[2025-11-28T20:31:37.632199] [INFO ] [sig       ] [3153/3606] Completed TGLS in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:37.632239] [INFO ] [sig       ] [3154/3606] Forecasting TGNA...
[2025-11-28T20:31:37.632267] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-11-28T20:31:37.632296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-11-28T20:31:37.642776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-11-28T20:31:37.643120] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-11-28T20:31:37.643878] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-11-28T20:31:37.643926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:37.643955] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:37.643995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:37.644062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:37.699188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:37.699795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:37.699865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:37.699896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:37.817166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:37.817310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:37.817347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:37.817374] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:37.820669] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-11-28T20:31:37.820933] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-11-28T20:31:37.821054] [INFO ] [sig       ] TGNA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:37.961277] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TGNA.txt
[2025-11-28T20:31:37.961426] [INFO ] [sig       ] [3154/3606] Completed TGNA in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:37.961465] [INFO ] [sig       ] [3155/3606] Forecasting TGS...
[2025-11-28T20:31:37.961493] [INFO ] [sig       ] Generating forecast for: TGS
[2025-11-28T20:31:37.961523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-11-28T20:31:37.971843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-11-28T20:31:37.972085] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-11-28T20:31:37.972820] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-11-28T20:31:37.972868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:37.972897] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:37.972923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:37.972976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:38.027717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:38.028295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:38.028403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:38.028437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:38.145115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:38.145261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:38.145298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:38.145326] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:38.148569] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-11-28T20:31:38.148857] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-11-28T20:31:38.148976] [INFO ] [sig       ] TGS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:38.287496] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TGS.txt
[2025-11-28T20:31:38.287668] [INFO ] [sig       ] [3155/3606] Completed TGS in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:38.287710] [INFO ] [sig       ] [3156/3606] Forecasting TGTX...
[2025-11-28T20:31:38.287739] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-11-28T20:31:38.287769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-11-28T20:31:38.297564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-11-28T20:31:38.297899] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-11-28T20:31:38.298696] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-11-28T20:31:38.298744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:38.298773] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:38.298799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:38.298853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:38.354456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:38.355253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:38.355330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:38.355362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:38.475644] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:38.475786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:38.475825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:38.475853] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:38.479132] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=40.02%)
[2025-11-28T20:31:38.479405] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-11-28T20:31:38.479525] [INFO ] [sig       ] TGTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:38.619653] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TGTX.txt
[2025-11-28T20:31:38.619780] [INFO ] [sig       ] [3156/3606] Completed TGTX in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:38.619818] [INFO ] [sig       ] [3157/3606] Forecasting TH...
[2025-11-28T20:31:38.619845] [INFO ] [sig       ] Generating forecast for: TH
[2025-11-28T20:31:38.619874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-11-28T20:31:38.629752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-11-28T20:31:38.630014] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-11-28T20:31:38.630787] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-11-28T20:31:38.630834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:38.630863] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:38.630887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:38.630940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:38.685842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:38.686415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:38.686487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:38.686518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:38.807055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:38.807198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:38.807234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:38.807262] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:38.810479] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-11-28T20:31:38.810751] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-11-28T20:31:38.810867] [INFO ] [sig       ] TH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:38.947909] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TH.txt
[2025-11-28T20:31:38.948057] [INFO ] [sig       ] [3157/3606] Completed TH in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:38.948099] [INFO ] [sig       ] [3158/3606] Forecasting THC...
[2025-11-28T20:31:38.948129] [INFO ] [sig       ] Generating forecast for: THC
[2025-11-28T20:31:38.948166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-11-28T20:31:38.958315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-11-28T20:31:38.958632] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-11-28T20:31:38.959350] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-11-28T20:31:38.959398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:38.959428] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:38.959453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:38.959508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:39.014761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:39.015358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:39.015430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:39.015461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:39.135817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:39.135945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:39.135981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:39.136009] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:39.139250] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-11-28T20:31:39.139505] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-11-28T20:31:39.139637] [INFO ] [sig       ] THC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:39.275099] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/THC.txt
[2025-11-28T20:31:39.275280] [INFO ] [sig       ] [3158/3606] Completed THC in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:39.275321] [INFO ] [sig       ] [3159/3606] Forecasting THFF...
[2025-11-28T20:31:39.275349] [INFO ] [sig       ] Generating forecast for: THFF
[2025-11-28T20:31:39.275377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-11-28T20:31:39.285491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-11-28T20:31:39.285831] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-11-28T20:31:39.286553] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-11-28T20:31:39.286625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:39.286657] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:39.286683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:39.286736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:39.341254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:39.342041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:39.342129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:39.342167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:39.463112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:39.463246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:39.463281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:39.463308] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:39.466551] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=58.41%)
[2025-11-28T20:31:39.466827] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-11-28T20:31:39.466941] [INFO ] [sig       ] THFF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:39.602954] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/THFF.txt
[2025-11-28T20:31:39.603108] [INFO ] [sig       ] [3159/3606] Completed THFF in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:39.603155] [INFO ] [sig       ] [3160/3606] Forecasting THG...
[2025-11-28T20:31:39.603189] [INFO ] [sig       ] Generating forecast for: THG
[2025-11-28T20:31:39.603224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-11-28T20:31:39.613712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-11-28T20:31:39.613996] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-11-28T20:31:39.614731] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-11-28T20:31:39.614780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:39.614810] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:39.614836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:39.614890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:39.669536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:39.670340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:39.670421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:39.670452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:39.792200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:39.792346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:39.792383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:39.792411] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:39.795628] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2025-11-28T20:31:39.795887] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-11-28T20:31:39.796003] [INFO ] [sig       ] THG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:39.931869] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/THG.txt
[2025-11-28T20:31:39.931994] [INFO ] [sig       ] [3160/3606] Completed THG in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:39.932033] [INFO ] [sig       ] [3161/3606] Forecasting THO...
[2025-11-28T20:31:39.932061] [INFO ] [sig       ] Generating forecast for: THO
[2025-11-28T20:31:39.932090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-11-28T20:31:39.942290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-11-28T20:31:39.942547] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-11-28T20:31:39.943294] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-11-28T20:31:39.943344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:39.943374] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:39.943399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:39.943453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:39.997502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:39.998169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:39.998244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:39.998275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:40.116887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:40.117037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:40.117073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:40.117101] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:40.120713] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=24.28%)
[2025-11-28T20:31:40.120975] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-11-28T20:31:40.121094] [INFO ] [sig       ] THO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:40.256169] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/THO.txt
[2025-11-28T20:31:40.256300] [INFO ] [sig       ] [3161/3606] Completed THO in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:40.256337] [INFO ] [sig       ] [3162/3606] Forecasting THQ...
[2025-11-28T20:31:40.256368] [INFO ] [sig       ] Generating forecast for: THQ
[2025-11-28T20:31:40.256396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-11-28T20:31:40.267446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-11-28T20:31:40.267782] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-11-28T20:31:40.268541] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-11-28T20:31:40.268607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:40.268664] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:40.268691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:40.268746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:40.323983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:40.324780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:40.324861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:40.324892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:40.443874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:40.444014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:40.444050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:40.444077] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:40.447246] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-11-28T20:31:40.447499] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-11-28T20:31:40.447630] [INFO ] [sig       ] THQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:40.583670] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/THQ.txt
[2025-11-28T20:31:40.583797] [INFO ] [sig       ] [3162/3606] Completed THQ in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:40.583835] [INFO ] [sig       ] [3163/3606] Forecasting THRM...
[2025-11-28T20:31:40.583864] [INFO ] [sig       ] Generating forecast for: THRM
[2025-11-28T20:31:40.583893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-11-28T20:31:40.594791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-11-28T20:31:40.595116] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-11-28T20:31:40.595876] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-11-28T20:31:40.595925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:40.595957] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:40.595984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:40.596040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:40.650837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:40.651595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:40.651674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:40.651706] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:40.773670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:40.773818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:40.773855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:40.773882] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:40.777098] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: UP (p=66.23%)
[2025-11-28T20:31:40.777355] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-11-28T20:31:40.777469] [INFO ] [sig       ] THRM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:40.916010] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/THRM.txt
[2025-11-28T20:31:40.916143] [INFO ] [sig       ] [3163/3606] Completed THRM in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:40.916181] [INFO ] [sig       ] [3164/3606] Forecasting THRY...
[2025-11-28T20:31:40.916209] [INFO ] [sig       ] Generating forecast for: THRY
[2025-11-28T20:31:40.916238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-11-28T20:31:40.927205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-11-28T20:31:40.927475] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-11-28T20:31:40.928391] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-11-28T20:31:40.928440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:40.928471] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:40.928496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:40.928550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:40.983374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:40.984121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:40.984213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:40.984244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:41.107289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:41.107405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:41.107442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:41.107468] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:41.110833] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=67.22%)
[2025-11-28T20:31:41.111103] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-11-28T20:31:41.111227] [INFO ] [sig       ] THRY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:41.248084] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/THRY.txt
[2025-11-28T20:31:41.248252] [INFO ] [sig       ] [3164/3606] Completed THRY in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:41.248292] [INFO ] [sig       ] [3165/3606] Forecasting THS...
[2025-11-28T20:31:41.248320] [INFO ] [sig       ] Generating forecast for: THS
[2025-11-28T20:31:41.248349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-11-28T20:31:41.258799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-11-28T20:31:41.259073] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-11-28T20:31:41.259865] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-11-28T20:31:41.259915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:41.259945] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:41.259969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:41.260023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:41.314082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:41.314915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:41.314995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:41.315025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:41.437812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:41.437959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:41.441052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:41.441138] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:41.444684] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=58.19%)
[2025-11-28T20:31:41.444953] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-11-28T20:31:41.445089] [INFO ] [sig       ] THS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:41.585658] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/THS.txt
[2025-11-28T20:31:41.585852] [INFO ] [sig       ] [3165/3606] Completed THS in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:41.585900] [INFO ] [sig       ] [3166/3606] Forecasting TIGO...
[2025-11-28T20:31:41.585929] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-11-28T20:31:41.585958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-11-28T20:31:41.596659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-11-28T20:31:41.597018] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-11-28T20:31:41.597810] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-11-28T20:31:41.597858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:41.597890] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:41.597917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:41.597971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:41.652777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:41.653405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:41.653479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:41.653510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:41.768867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:41.769013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:41.769052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:41.769079] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:41.772453] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=38.59%)
[2025-11-28T20:31:41.772742] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-11-28T20:31:41.772863] [INFO ] [sig       ] TIGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:41.919240] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TIGO.txt
[2025-11-28T20:31:41.919388] [INFO ] [sig       ] [3166/3606] Completed TIGO in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.5m
[2025-11-28T20:31:41.919427] [INFO ] [sig       ] [3167/3606] Forecasting TIL...
[2025-11-28T20:31:41.919456] [INFO ] [sig       ] Generating forecast for: TIL
[2025-11-28T20:31:41.919485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-11-28T20:31:41.930257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-11-28T20:31:41.930534] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-11-28T20:31:41.931256] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-11-28T20:31:41.931316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:41.931347] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:41.931372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:41.931427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:41.986184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:41.987004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:41.987087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:41.987120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:42.107901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:42.111026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:42.111082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:42.111112] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:42.114324] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=82.05%)
[2025-11-28T20:31:42.114784] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-11-28T20:31:42.114898] [INFO ] [sig       ] TIL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:42.248595] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TIL.txt
[2025-11-28T20:31:42.248705] [INFO ] [sig       ] [3167/3606] Completed TIL in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.4m
[2025-11-28T20:31:42.248742] [INFO ] [sig       ] [3168/3606] Forecasting TILE...
[2025-11-28T20:31:42.248770] [INFO ] [sig       ] Generating forecast for: TILE
[2025-11-28T20:31:42.248798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-11-28T20:31:42.259298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-11-28T20:31:42.259557] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-11-28T20:31:42.260308] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-11-28T20:31:42.260357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:42.260387] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:42.260412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:42.260466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:42.316564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:42.317173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:42.317247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:42.317279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:42.437894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:42.438066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:42.438105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:42.438132] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:42.442033] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=42.10%)
[2025-11-28T20:31:42.442345] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-11-28T20:31:42.442474] [INFO ] [sig       ] TILE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:42.584322] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TILE.txt
[2025-11-28T20:31:42.584448] [INFO ] [sig       ] [3168/3606] Completed TILE in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:42.584486] [INFO ] [sig       ] [3169/3606] Forecasting TIMB...
[2025-11-28T20:31:42.584514] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-11-28T20:31:42.584544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-11-28T20:31:42.595055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-11-28T20:31:42.595431] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-11-28T20:31:42.596245] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-11-28T20:31:42.596294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:42.596325] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:42.596350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:42.596405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:42.653558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:42.654429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:42.654511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:42.654543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:42.774430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:42.774604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:42.774644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:42.774674] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:42.778047] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2025-11-28T20:31:42.778364] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-11-28T20:31:42.778500] [INFO ] [sig       ] TIMB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:42.923766] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TIMB.txt
[2025-11-28T20:31:42.923914] [INFO ] [sig       ] [3169/3606] Completed TIMB in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:42.923953] [INFO ] [sig       ] [3170/3606] Forecasting TITN...
[2025-11-28T20:31:42.923982] [INFO ] [sig       ] Generating forecast for: TITN
[2025-11-28T20:31:42.924011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-11-28T20:31:42.934814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-11-28T20:31:42.935157] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-11-28T20:31:42.935909] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-11-28T20:31:42.935957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:42.935988] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:42.936014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:42.936068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:42.992555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:42.993380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:42.993459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:42.993491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:43.108977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:43.109123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:43.109161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:43.109190] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:43.112499] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-11-28T20:31:43.112798] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-11-28T20:31:43.112918] [INFO ] [sig       ] TITN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:43.250465] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TITN.txt
[2025-11-28T20:31:43.250599] [INFO ] [sig       ] [3170/3606] Completed TITN in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:43.250648] [INFO ] [sig       ] [3171/3606] Forecasting TIVC...
[2025-11-28T20:31:43.250679] [INFO ] [sig       ] Generating forecast for: TIVC
[2025-11-28T20:31:43.250709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIVC' from 'https://tdm.silogroup.org/data/derivative_storage/TIVC.csv'.
[2025-11-28T20:31:43.260728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIVC'.
[2025-11-28T20:31:43.260988] [INFO ] [FORECASTER] Starting predict_future for TIVC
[2025-11-28T20:31:43.261745] [DEBUG] [LOCAL     ] No optimal features file found for TIVC: ./output/feature-sets/TIVC.txt
[2025-11-28T20:31:43.261793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:43.261825] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:43.261851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:43.261907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:43.317202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:43.317799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:43.317874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:43.317905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:43.433183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:43.433316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:43.433352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:43.433381] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:43.436678] [DEBUG] [FORECASTER] TIVC: Forecast T+1@11:T+2@11: UP (p=88.15%)
[2025-11-28T20:31:43.436933] [INFO ] [FORECASTER] Completed predict_future for TIVC
[2025-11-28T20:31:43.437049] [INFO ] [sig       ] TIVC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:43.592128] [INFO ] [LOCAL     ] Saved forecast: TIVC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TIVC.txt
[2025-11-28T20:31:43.592279] [INFO ] [sig       ] [3171/3606] Completed TIVC in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:43.592318] [INFO ] [sig       ] [3172/3606] Forecasting TJX...
[2025-11-28T20:31:43.592347] [INFO ] [sig       ] Generating forecast for: TJX
[2025-11-28T20:31:43.592376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-11-28T20:31:43.603521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-11-28T20:31:43.603864] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-11-28T20:31:43.604689] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-11-28T20:31:43.604741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:43.604772] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:43.604799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:43.604854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:43.658882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:43.659626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:43.659736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:43.659787] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:43.783657] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:43.783773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:43.783811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:43.783838] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:43.787051] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-11-28T20:31:43.787336] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-11-28T20:31:43.787453] [INFO ] [sig       ] TJX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:43.924560] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TJX.txt
[2025-11-28T20:31:43.924734] [INFO ] [sig       ] [3172/3606] Completed TJX in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:43.924773] [INFO ] [sig       ] [3173/3606] Forecasting TK...
[2025-11-28T20:31:43.924802] [INFO ] [sig       ] Generating forecast for: TK
[2025-11-28T20:31:43.924831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-11-28T20:31:43.935618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-11-28T20:31:43.935982] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-11-28T20:31:43.936773] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-11-28T20:31:43.936822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:43.936854] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:43.936882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:43.936939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:43.991938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:43.992756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:43.992835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:43.992866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:44.111226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:44.111341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:44.111379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:44.111408] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:44.114680] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-11-28T20:31:44.114945] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-11-28T20:31:44.115064] [INFO ] [sig       ] TK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:44.255984] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TK.txt
[2025-11-28T20:31:44.256136] [INFO ] [sig       ] [3173/3606] Completed TK in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:44.256180] [INFO ] [sig       ] [3174/3606] Forecasting TKC...
[2025-11-28T20:31:44.256212] [INFO ] [sig       ] Generating forecast for: TKC
[2025-11-28T20:31:44.256244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-11-28T20:31:44.266479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-11-28T20:31:44.266780] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-11-28T20:31:44.267596] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-11-28T20:31:44.267652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:44.267689] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:44.267727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:44.267803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:44.330752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:44.331528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:44.331638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:44.331685] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:44.464209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:44.464335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:44.464395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:44.464436] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:44.471148] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=83.97%)
[2025-11-28T20:31:44.471484] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-11-28T20:31:44.471652] [INFO ] [sig       ] TKC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:44.608186] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TKC.txt
[2025-11-28T20:31:44.608340] [INFO ] [sig       ] [3174/3606] Completed TKC in 0.4s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:44.608378] [INFO ] [sig       ] [3175/3606] Forecasting TKNO...
[2025-11-28T20:31:44.608408] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-11-28T20:31:44.608437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-11-28T20:31:44.619058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-11-28T20:31:44.619415] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-11-28T20:31:44.620189] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-11-28T20:31:44.620244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:44.620277] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:44.620304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:44.620359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:44.675485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:44.676293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:44.676371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:44.676402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:44.791726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:44.791869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:44.791905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:44.791934] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:44.795163] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-11-28T20:31:44.795425] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-11-28T20:31:44.795543] [INFO ] [sig       ] TKNO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:44.932214] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TKNO.txt
[2025-11-28T20:31:44.932381] [INFO ] [sig       ] [3175/3606] Completed TKNO in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:44.932421] [INFO ] [sig       ] [3176/3606] Forecasting TKO...
[2025-11-28T20:31:44.932449] [INFO ] [sig       ] Generating forecast for: TKO
[2025-11-28T20:31:44.932479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-11-28T20:31:44.943063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-11-28T20:31:44.943376] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-11-28T20:31:44.944151] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-11-28T20:31:44.944200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:44.944230] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:44.944256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:44.944310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:44.998696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:44.999374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:44.999469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:44.999500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:45.118770] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:45.118916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:45.118953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:45.118980] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:45.122201] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-11-28T20:31:45.122469] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-11-28T20:31:45.122602] [INFO ] [sig       ] TKO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:45.260739] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TKO.txt
[2025-11-28T20:31:45.260878] [INFO ] [sig       ] [3176/3606] Completed TKO in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:45.260916] [INFO ] [sig       ] [3177/3606] Forecasting TLK...
[2025-11-28T20:31:45.260944] [INFO ] [sig       ] Generating forecast for: TLK
[2025-11-28T20:31:45.260973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-11-28T20:31:45.272060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-11-28T20:31:45.272351] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-11-28T20:31:45.273101] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-11-28T20:31:45.273149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:45.273180] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:45.273206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:45.273259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:45.327789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:45.328475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:45.328554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:45.328603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:45.449298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:45.449444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:45.449482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:45.449509] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:45.452724] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2025-11-28T20:31:45.452991] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-11-28T20:31:45.453111] [INFO ] [sig       ] TLK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:45.594645] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TLK.txt
[2025-11-28T20:31:45.594786] [INFO ] [sig       ] [3177/3606] Completed TLK in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:45.594826] [INFO ] [sig       ] [3178/3606] Forecasting TLN...
[2025-11-28T20:31:45.594856] [INFO ] [sig       ] Generating forecast for: TLN
[2025-11-28T20:31:45.594887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-11-28T20:31:45.606017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2025-11-28T20:31:45.606340] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-11-28T20:31:45.607111] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-11-28T20:31:45.607160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:45.607206] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:45.607235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:45.607292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:45.665359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:45.666183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:45.666278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:45.666319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:45.789928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:45.790097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:45.790141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:45.790170] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:45.793477] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: DOWN (p=39.29%)
[2025-11-28T20:31:45.793792] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-11-28T20:31:45.793919] [INFO ] [sig       ] TLN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:45.939076] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TLN.txt
[2025-11-28T20:31:45.939230] [INFO ] [sig       ] [3178/3606] Completed TLN in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:45.939276] [INFO ] [sig       ] [3179/3606] Forecasting TLS...
[2025-11-28T20:31:45.939310] [INFO ] [sig       ] Generating forecast for: TLS
[2025-11-28T20:31:45.939344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-11-28T20:31:45.949671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-11-28T20:31:45.949966] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-11-28T20:31:45.950717] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-11-28T20:31:45.950766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:45.950821] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:45.950850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:45.950906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:46.009178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:46.009995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:46.010077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:46.010111] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:46.128930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:46.129084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:46.129124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:46.129151] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:46.132440] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=92.74%)
[2025-11-28T20:31:46.132726] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-11-28T20:31:46.132849] [INFO ] [sig       ] TLS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:46.267190] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TLS.txt
[2025-11-28T20:31:46.267325] [INFO ] [sig       ] [3179/3606] Completed TLS in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:46.267364] [INFO ] [sig       ] [3180/3606] Forecasting TLSA...
[2025-11-28T20:31:46.267393] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-11-28T20:31:46.267421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-11-28T20:31:46.278021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-11-28T20:31:46.278317] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-11-28T20:31:46.279090] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-11-28T20:31:46.279151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:46.279196] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:46.279225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:46.279285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:46.337395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:46.338094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:46.338173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:46.338206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:46.459932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:46.460080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:46.460118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:46.460148] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:46.463498] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=48.37%)
[2025-11-28T20:31:46.463787] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-11-28T20:31:46.463933] [INFO ] [sig       ] TLSA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:46.603683] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TLSA.txt
[2025-11-28T20:31:46.603828] [INFO ] [sig       ] [3180/3606] Completed TLSA in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:46.603867] [INFO ] [sig       ] [3181/3606] Forecasting TLSI...
[2025-11-28T20:31:46.603897] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-11-28T20:31:46.603927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-11-28T20:31:46.614043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-11-28T20:31:46.614316] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-11-28T20:31:46.615046] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-11-28T20:31:46.615094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:46.615126] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:46.615152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:46.615207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:46.669793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:46.670398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:46.670472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:46.670504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:46.787141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:46.787287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:46.787325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:46.787353] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:46.790533] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-11-28T20:31:46.790813] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-11-28T20:31:46.790928] [INFO ] [sig       ] TLSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:46.947344] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TLSI.txt
[2025-11-28T20:31:46.947536] [INFO ] [sig       ] [3181/3606] Completed TLSI in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:46.947611] [INFO ] [sig       ] [3182/3606] Forecasting TLYS...
[2025-11-28T20:31:46.947684] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-11-28T20:31:46.947733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-11-28T20:31:46.960319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-11-28T20:31:46.960692] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-11-28T20:31:46.961628] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-11-28T20:31:46.961679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:46.961711] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:46.961735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:46.961809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:47.027237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:47.028152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:47.028235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:47.028266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:47.146508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:47.146624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:47.146663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:47.146716] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:47.149951] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-11-28T20:31:47.150213] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-11-28T20:31:47.150330] [INFO ] [sig       ] TLYS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:47.289021] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TLYS.txt
[2025-11-28T20:31:47.289177] [INFO ] [sig       ] [3182/3606] Completed TLYS in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:47.289215] [INFO ] [sig       ] [3183/3606] Forecasting TM...
[2025-11-28T20:31:47.289244] [INFO ] [sig       ] Generating forecast for: TM
[2025-11-28T20:31:47.289274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-11-28T20:31:47.299956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-11-28T20:31:47.300242] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-11-28T20:31:47.301040] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-11-28T20:31:47.301091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:47.301123] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:47.301150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:47.301206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:47.356784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:47.357367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:47.357440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:47.357471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:47.479091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:47.479221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:47.479264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:47.479296] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:47.482793] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2025-11-28T20:31:47.483052] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-11-28T20:31:47.483169] [INFO ] [sig       ] TM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:47.622465] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TM.txt
[2025-11-28T20:31:47.622594] [INFO ] [sig       ] [3183/3606] Completed TM in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:47.622633] [INFO ] [sig       ] [3184/3606] Forecasting TMC...
[2025-11-28T20:31:47.622661] [INFO ] [sig       ] Generating forecast for: TMC
[2025-11-28T20:31:47.622690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-11-28T20:31:47.632905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-11-28T20:31:47.633174] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-11-28T20:31:47.633915] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-11-28T20:31:47.633964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:47.633993] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:47.634019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:47.634073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:47.690633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:47.691223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:47.691308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:47.691346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:47.810225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:47.810372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:47.810410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:47.810438] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:47.813718] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-11-28T20:31:47.813978] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-11-28T20:31:47.814097] [INFO ] [sig       ] TMC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:47.953313] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TMC.txt
[2025-11-28T20:31:47.953454] [INFO ] [sig       ] [3184/3606] Completed TMC in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.4m
[2025-11-28T20:31:47.953492] [INFO ] [sig       ] [3185/3606] Forecasting TMCI...
[2025-11-28T20:31:47.953521] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-11-28T20:31:47.953556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-11-28T20:31:47.963875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-11-28T20:31:47.964112] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-11-28T20:31:47.964858] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-11-28T20:31:47.964906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:47.964935] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:47.964959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:47.965013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:48.019142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:48.019766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:48.019842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:48.019872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:48.139689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:48.139844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:48.139883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:48.139929] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:48.143298] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=47.55%)
[2025-11-28T20:31:48.143644] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-11-28T20:31:48.143776] [INFO ] [sig       ] TMCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:48.293507] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TMCI.txt
[2025-11-28T20:31:48.293701] [INFO ] [sig       ] [3185/3606] Completed TMCI in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.3m
[2025-11-28T20:31:48.293747] [INFO ] [sig       ] [3186/3606] Forecasting TMDX...
[2025-11-28T20:31:48.293783] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-11-28T20:31:48.293819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-11-28T20:31:48.307837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-11-28T20:31:48.308225] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-11-28T20:31:48.309130] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-11-28T20:31:48.309187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:48.309224] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:48.309256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:48.309335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:48.383016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:48.383912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:48.384001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:48.384041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:48.501867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:48.502025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:48.502065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:48.502093] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:48.505409] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-11-28T20:31:48.505696] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-11-28T20:31:48.505816] [INFO ] [sig       ] TMDX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:48.642447] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TMDX.txt
[2025-11-28T20:31:48.642585] [INFO ] [sig       ] [3186/3606] Completed TMDX in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:48.642625] [INFO ] [sig       ] [3187/3606] Forecasting TME...
[2025-11-28T20:31:48.642653] [INFO ] [sig       ] Generating forecast for: TME
[2025-11-28T20:31:48.642682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-11-28T20:31:48.653761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-11-28T20:31:48.654016] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-11-28T20:31:48.654762] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-11-28T20:31:48.654810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:48.654840] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:48.654866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:48.654920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:48.709070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:48.709746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:48.709834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:48.709866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:48.827347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:48.827501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:48.827538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:48.827564] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:48.830930] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=91.10%)
[2025-11-28T20:31:48.831192] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-11-28T20:31:48.831311] [INFO ] [sig       ] TME: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:48.965987] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TME.txt
[2025-11-28T20:31:48.966110] [INFO ] [sig       ] [3187/3606] Completed TME in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:48.966146] [INFO ] [sig       ] [3188/3606] Forecasting TMHC...
[2025-11-28T20:31:48.966175] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-11-28T20:31:48.966203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-11-28T20:31:48.979753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-11-28T20:31:48.980385] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-11-28T20:31:48.981346] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-11-28T20:31:48.981400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:48.981433] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:48.981460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:48.981517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:49.038552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:49.039729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:49.039827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:49.039859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:49.158211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:49.158436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:49.158482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:49.158511] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:49.162382] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-11-28T20:31:49.162703] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-11-28T20:31:49.162834] [INFO ] [sig       ] TMHC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:49.309396] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TMHC.txt
[2025-11-28T20:31:49.309636] [INFO ] [sig       ] [3188/3606] Completed TMHC in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:49.309681] [INFO ] [sig       ] [3189/3606] Forecasting TMUS...
[2025-11-28T20:31:49.309720] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-11-28T20:31:49.309767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-11-28T20:31:49.322146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-11-28T20:31:49.322523] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-11-28T20:31:49.323299] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-11-28T20:31:49.323348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:49.323378] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:49.323403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:49.323471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:49.377343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:49.378079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:49.378187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:49.378219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:49.499268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:49.499429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:49.499467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:49.499493] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:49.502848] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=36.85%)
[2025-11-28T20:31:49.503122] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-11-28T20:31:49.503241] [INFO ] [sig       ] TMUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:49.642513] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TMUS.txt
[2025-11-28T20:31:49.642673] [INFO ] [sig       ] [3189/3606] Completed TMUS in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:49.642713] [INFO ] [sig       ] [3190/3606] Forecasting TNC...
[2025-11-28T20:31:49.642742] [INFO ] [sig       ] Generating forecast for: TNC
[2025-11-28T20:31:49.642771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-11-28T20:31:49.652926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-11-28T20:31:49.653236] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-11-28T20:31:49.653972] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-11-28T20:31:49.654020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:49.654050] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:49.654075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:49.654130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:49.709048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:49.709909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:49.709996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:49.710027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:49.827173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:49.827328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:49.827370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:49.827398] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:49.830684] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=34.02%)
[2025-11-28T20:31:49.830955] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-11-28T20:31:49.831073] [INFO ] [sig       ] TNC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:49.969892] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TNC.txt
[2025-11-28T20:31:49.970045] [INFO ] [sig       ] [3190/3606] Completed TNC in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:49.970084] [INFO ] [sig       ] [3191/3606] Forecasting TNDM...
[2025-11-28T20:31:49.970112] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-11-28T20:31:49.970143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-11-28T20:31:49.980201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-11-28T20:31:49.980544] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-11-28T20:31:49.981314] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-11-28T20:31:49.981378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:49.981409] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:49.981435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:49.981489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:50.037021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:50.037911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:50.037992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:50.038046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:50.168394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:50.168551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:50.168608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:50.168638] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:50.171901] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-11-28T20:31:50.172166] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-11-28T20:31:50.172289] [INFO ] [sig       ] TNDM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:50.311815] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TNDM.txt
[2025-11-28T20:31:50.311954] [INFO ] [sig       ] [3191/3606] Completed TNDM in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:50.311991] [INFO ] [sig       ] [3192/3606] Forecasting TNGX...
[2025-11-28T20:31:50.312020] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-11-28T20:31:50.312049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-11-28T20:31:50.323084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-11-28T20:31:50.323396] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-11-28T20:31:50.324212] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-11-28T20:31:50.324260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:50.324290] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:50.324315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:50.324370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:50.378845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:50.379418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:50.379491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:50.379522] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:50.493994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:50.494144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:50.494182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:50.494211] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:50.497556] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-11-28T20:31:50.497833] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-11-28T20:31:50.497949] [INFO ] [sig       ] TNGX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:50.633598] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TNGX.txt
[2025-11-28T20:31:50.633749] [INFO ] [sig       ] [3192/3606] Completed TNGX in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:50.633788] [INFO ] [sig       ] [3193/3606] Forecasting TNK...
[2025-11-28T20:31:50.633816] [INFO ] [sig       ] Generating forecast for: TNK
[2025-11-28T20:31:50.633846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-11-28T20:31:50.643651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-11-28T20:31:50.643901] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-11-28T20:31:50.644636] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-11-28T20:31:50.644684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:50.644714] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:50.644740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:50.644794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:50.699463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:50.700299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:50.700377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:50.700410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:50.820856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:50.821011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:50.821051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:50.821080] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:50.824426] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=32.23%)
[2025-11-28T20:31:50.824727] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-11-28T20:31:50.824844] [INFO ] [sig       ] TNK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:50.961362] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TNK.txt
[2025-11-28T20:31:50.961532] [INFO ] [sig       ] [3193/3606] Completed TNK in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:50.961589] [INFO ] [sig       ] [3194/3606] Forecasting TNL...
[2025-11-28T20:31:50.961628] [INFO ] [sig       ] Generating forecast for: TNL
[2025-11-28T20:31:50.961660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-11-28T20:31:50.972088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-11-28T20:31:50.972426] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-11-28T20:31:50.973220] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-11-28T20:31:50.973270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:50.973300] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:50.973325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:50.973380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:51.029220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:51.030035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:51.030116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:51.030149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:51.156128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:51.156281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:51.156322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:51.156350] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:51.159646] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=63.88%)
[2025-11-28T20:31:51.159906] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-11-28T20:31:51.160026] [INFO ] [sig       ] TNL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:51.296925] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TNL.txt
[2025-11-28T20:31:51.297058] [INFO ] [sig       ] [3194/3606] Completed TNL in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:51.297096] [INFO ] [sig       ] [3195/3606] Forecasting TNON...
[2025-11-28T20:31:51.297124] [INFO ] [sig       ] Generating forecast for: TNON
[2025-11-28T20:31:51.297153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-11-28T20:31:51.307736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-11-28T20:31:51.308031] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-11-28T20:31:51.308799] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-11-28T20:31:51.308848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:51.308880] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:51.308905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:51.308960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:51.367663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:51.368593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:51.368677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:51.368710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:51.491120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:51.491267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:51.491307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:51.491336] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:51.494562] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-11-28T20:31:51.494860] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-11-28T20:31:51.494984] [INFO ] [sig       ] TNON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:51.634174] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TNON.txt
[2025-11-28T20:31:51.634294] [INFO ] [sig       ] [3195/3606] Completed TNON in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:51.634330] [INFO ] [sig       ] [3196/3606] Forecasting TNXP...
[2025-11-28T20:31:51.634364] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-11-28T20:31:51.634399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-11-28T20:31:51.645610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-11-28T20:31:51.645927] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-11-28T20:31:51.646742] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-11-28T20:31:51.646790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:51.646854] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:51.646893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:51.646973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:51.702836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:51.703489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:51.703591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:51.703625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:51.823249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:51.823388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:51.823426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:51.823452] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:51.826733] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-11-28T20:31:51.827011] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-11-28T20:31:51.827127] [INFO ] [sig       ] TNXP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:51.963692] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TNXP.txt
[2025-11-28T20:31:51.963827] [INFO ] [sig       ] [3196/3606] Completed TNXP in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:51.963864] [INFO ] [sig       ] [3197/3606] Forecasting TNYA...
[2025-11-28T20:31:51.963892] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-11-28T20:31:51.963921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-11-28T20:31:51.974736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-11-28T20:31:51.975008] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-11-28T20:31:51.975767] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-11-28T20:31:51.975815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:51.975845] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:51.975870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:51.975924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:52.031632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:52.032390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:52.032467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:52.032499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:52.156548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:52.156710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:52.156748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:52.156775] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:52.160192] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-11-28T20:31:52.160454] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-11-28T20:31:52.160588] [INFO ] [sig       ] TNYA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:52.296058] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TNYA.txt
[2025-11-28T20:31:52.296208] [INFO ] [sig       ] [3197/3606] Completed TNYA in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:52.296246] [INFO ] [sig       ] [3198/3606] Forecasting TOI...
[2025-11-28T20:31:52.296274] [INFO ] [sig       ] Generating forecast for: TOI
[2025-11-28T20:31:52.296304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-11-28T20:31:52.306415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-11-28T20:31:52.306748] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-11-28T20:31:52.307475] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-11-28T20:31:52.307524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:52.307554] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:52.307599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:52.307656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:52.362803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:52.363441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:52.363515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:52.363546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:52.482280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:52.482431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:52.482472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:52.482500] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:52.485713] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=43.33%)
[2025-11-28T20:31:52.485968] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-11-28T20:31:52.486081] [INFO ] [sig       ] TOI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:52.623966] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TOI.txt
[2025-11-28T20:31:52.624085] [INFO ] [sig       ] [3198/3606] Completed TOI in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:52.624122] [INFO ] [sig       ] [3199/3606] Forecasting TOL...
[2025-11-28T20:31:52.624149] [INFO ] [sig       ] Generating forecast for: TOL
[2025-11-28T20:31:52.624179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-11-28T20:31:52.634665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-11-28T20:31:52.634939] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-11-28T20:31:52.635701] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-11-28T20:31:52.635749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:52.635779] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:52.635804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:52.635858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:52.690251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:52.691074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:52.691152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:52.691183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:52.812129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:52.812270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:52.812307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:52.812386] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:52.815818] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=26.71%)
[2025-11-28T20:31:52.816082] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-11-28T20:31:52.816202] [INFO ] [sig       ] TOL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:52.952557] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TOL.txt
[2025-11-28T20:31:52.952732] [INFO ] [sig       ] [3199/3606] Completed TOL in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:52.952772] [INFO ] [sig       ] [3200/3606] Forecasting TORO...
[2025-11-28T20:31:52.952799] [INFO ] [sig       ] Generating forecast for: TORO
[2025-11-28T20:31:52.952830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-11-28T20:31:52.962761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-11-28T20:31:52.963034] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-11-28T20:31:52.963810] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-11-28T20:31:52.963860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:52.963892] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:52.963920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:52.963974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:53.019073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:53.019930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:53.020013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:53.020044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:53.135973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:53.136118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:53.136153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:53.136181] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:53.139392] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=63.56%)
[2025-11-28T20:31:53.139669] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-11-28T20:31:53.139787] [INFO ] [sig       ] TORO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:53.277433] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TORO.txt
[2025-11-28T20:31:53.277550] [INFO ] [sig       ] [3200/3606] Completed TORO in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:53.277603] [INFO ] [sig       ] [3201/3606] Forecasting TOWN...
[2025-11-28T20:31:53.277633] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-11-28T20:31:53.277662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-11-28T20:31:53.287651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-11-28T20:31:53.287928] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-11-28T20:31:53.288751] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-11-28T20:31:53.288801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:53.288831] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:53.288857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:53.288912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:53.344531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:53.345316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:53.345393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:53.345425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:53.463867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:53.464015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:53.464051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:53.464079] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:53.467232] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=25.61%)
[2025-11-28T20:31:53.467486] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-11-28T20:31:53.467617] [INFO ] [sig       ] TOWN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:53.604209] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TOWN.txt
[2025-11-28T20:31:53.604331] [INFO ] [sig       ] [3201/3606] Completed TOWN in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:53.604368] [INFO ] [sig       ] [3202/3606] Forecasting TOYO...
[2025-11-28T20:31:53.604402] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-11-28T20:31:53.604438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-11-28T20:31:53.614671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-11-28T20:31:53.614983] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-11-28T20:31:53.615780] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-11-28T20:31:53.615830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:53.615874] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:53.615902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:53.615957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:53.671387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:53.672157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:53.672252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:53.672284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:53.781635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:53.781784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:53.781820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:53.781847] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:53.785041] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-11-28T20:31:53.785295] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-11-28T20:31:53.785409] [INFO ] [sig       ] TOYO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:53.934137] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TOYO.txt
[2025-11-28T20:31:53.934287] [INFO ] [sig       ] [3202/3606] Completed TOYO in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.3m
[2025-11-28T20:31:53.934328] [INFO ] [sig       ] [3203/3606] Forecasting TPB...
[2025-11-28T20:31:53.934357] [INFO ] [sig       ] Generating forecast for: TPB
[2025-11-28T20:31:53.934390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-11-28T20:31:53.945781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-11-28T20:31:53.946062] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-11-28T20:31:53.946878] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-11-28T20:31:53.946928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:53.946960] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:53.946986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:53.947042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:54.013753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:54.014654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:54.014733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:54.014766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:54.133229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:54.133371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:54.133409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:54.133436] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:54.136640] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-11-28T20:31:54.136901] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-11-28T20:31:54.137012] [INFO ] [sig       ] TPB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:54.275340] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TPB.txt
[2025-11-28T20:31:54.275491] [INFO ] [sig       ] [3203/3606] Completed TPB in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.2m
[2025-11-28T20:31:54.275530] [INFO ] [sig       ] [3204/3606] Forecasting TPC...
[2025-11-28T20:31:54.275559] [INFO ] [sig       ] Generating forecast for: TPC
[2025-11-28T20:31:54.275801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-11-28T20:31:54.286384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-11-28T20:31:54.286796] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-11-28T20:31:54.287635] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-11-28T20:31:54.287698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:54.287734] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:54.287762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:54.287825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:54.346121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:54.346947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:54.347025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:54.347059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:54.473427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:54.473599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:54.473642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:54.473671] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:54.476940] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=11.14%)
[2025-11-28T20:31:54.477234] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-11-28T20:31:54.477365] [INFO ] [sig       ] TPC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:54.622285] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TPC.txt
[2025-11-28T20:31:54.622426] [INFO ] [sig       ] [3204/3606] Completed TPC in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:54.622464] [INFO ] [sig       ] [3205/3606] Forecasting TPCS...
[2025-11-28T20:31:54.622493] [INFO ] [sig       ] Generating forecast for: TPCS
[2025-11-28T20:31:54.622523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPCS' from 'https://tdm.silogroup.org/data/derivative_storage/TPCS.csv'.
[2025-11-28T20:31:54.632718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPCS'.
[2025-11-28T20:31:54.633044] [INFO ] [FORECASTER] Starting predict_future for TPCS
[2025-11-28T20:31:54.633846] [DEBUG] [LOCAL     ] No optimal features file found for TPCS: ./output/feature-sets/TPCS.txt
[2025-11-28T20:31:54.633897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:54.633929] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:54.633956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:54.634012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:54.688476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:54.689154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:54.689229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:54.689261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:54.821368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:54.821514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:54.821562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:54.821617] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:54.824868] [DEBUG] [FORECASTER] TPCS: Forecast T+1@11:T+2@11: DOWN (p=42.33%)
[2025-11-28T20:31:54.825168] [INFO ] [FORECASTER] Completed predict_future for TPCS
[2025-11-28T20:31:54.825311] [INFO ] [sig       ] TPCS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:54.972084] [INFO ] [LOCAL     ] Saved forecast: TPCS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TPCS.txt
[2025-11-28T20:31:54.972253] [INFO ] [sig       ] [3205/3606] Completed TPCS in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:54.972307] [INFO ] [sig       ] [3206/3606] Forecasting TPG...
[2025-11-28T20:31:54.972337] [INFO ] [sig       ] Generating forecast for: TPG
[2025-11-28T20:31:54.972369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-11-28T20:31:54.982921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-11-28T20:31:54.983254] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-11-28T20:31:54.984040] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-11-28T20:31:54.984090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:54.984122] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:54.984152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:54.984217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:55.044005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:55.044836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:55.044956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:55.044991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:55.170975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:55.171122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:55.171160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:55.171189] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:55.174603] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-11-28T20:31:55.174880] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-11-28T20:31:55.175008] [INFO ] [sig       ] TPG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:55.322271] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TPG.txt
[2025-11-28T20:31:55.322406] [INFO ] [sig       ] [3206/3606] Completed TPG in 0.4s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:55.322445] [INFO ] [sig       ] [3207/3606] Forecasting TPGXL...
[2025-11-28T20:31:55.322474] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-11-28T20:31:55.322506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-11-28T20:31:55.332475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-11-28T20:31:55.332784] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-11-28T20:31:55.333663] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-11-28T20:31:55.333714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:55.333746] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:55.333772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:55.333828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:55.390553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:55.391245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:55.391320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:55.391351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:55.500783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:55.500919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:55.500958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:55.500985] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:55.504176] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=8.02%)
[2025-11-28T20:31:55.504432] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-11-28T20:31:55.504566] [INFO ] [sig       ] TPGXL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:55.641169] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TPGXL.txt
[2025-11-28T20:31:55.641287] [INFO ] [sig       ] [3207/3606] Completed TPGXL in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:55.641325] [INFO ] [sig       ] [3208/3606] Forecasting TPH...
[2025-11-28T20:31:55.641353] [INFO ] [sig       ] Generating forecast for: TPH
[2025-11-28T20:31:55.641383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-11-28T20:31:55.651747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-11-28T20:31:55.652007] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-11-28T20:31:55.652764] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-11-28T20:31:55.652813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:55.652843] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:55.652868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:55.652923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:55.708276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:55.708879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:55.708952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:55.708983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:55.821942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:55.822088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:55.822126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:55.822154] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:55.825383] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=80.66%)
[2025-11-28T20:31:55.825665] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-11-28T20:31:55.825784] [INFO ] [sig       ] TPH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:55.968341] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TPH.txt
[2025-11-28T20:31:55.968490] [INFO ] [sig       ] [3208/3606] Completed TPH in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:55.968527] [INFO ] [sig       ] [3209/3606] Forecasting TPL...
[2025-11-28T20:31:55.968555] [INFO ] [sig       ] Generating forecast for: TPL
[2025-11-28T20:31:55.968604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-11-28T20:31:55.978566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-11-28T20:31:55.978952] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-11-28T20:31:55.979733] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-11-28T20:31:55.979784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:55.979816] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:55.979843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:55.979898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:56.034917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:56.035738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:56.035815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:56.035847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:56.150826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:56.150964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:56.151001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:56.151045] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:56.154250] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=45.87%)
[2025-11-28T20:31:56.154501] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-11-28T20:31:56.154634] [INFO ] [sig       ] TPL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:56.294416] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TPL.txt
[2025-11-28T20:31:56.294592] [INFO ] [sig       ] [3209/3606] Completed TPL in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:56.294641] [INFO ] [sig       ] [3210/3606] Forecasting TPVG...
[2025-11-28T20:31:56.294674] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-11-28T20:31:56.294707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-11-28T20:31:56.304805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-11-28T20:31:56.305084] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-11-28T20:31:56.305854] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-11-28T20:31:56.305904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:56.305937] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:56.305966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:56.306023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:56.361822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:56.362401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:56.362471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:56.362501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:56.483401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:56.483534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:56.483586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:56.483616] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:56.486790] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=50.37%)
[2025-11-28T20:31:56.487044] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-11-28T20:31:56.487157] [INFO ] [sig       ] TPVG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:56.623969] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TPVG.txt
[2025-11-28T20:31:56.624116] [INFO ] [sig       ] [3210/3606] Completed TPVG in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:56.624154] [INFO ] [sig       ] [3211/3606] Forecasting TPYP...
[2025-11-28T20:31:56.624183] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-11-28T20:31:56.624213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-11-28T20:31:56.634658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-11-28T20:31:56.635027] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-11-28T20:31:56.635807] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-11-28T20:31:56.635857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:56.635889] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:56.635916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:56.635971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:56.690636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:56.691234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:56.691321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:56.691352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:56.801853] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:56.801995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:56.802040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:56.802068] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:56.805256] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=26.69%)
[2025-11-28T20:31:56.805512] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-11-28T20:31:56.805643] [INFO ] [sig       ] TPYP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:56.941709] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TPYP.txt
[2025-11-28T20:31:56.941857] [INFO ] [sig       ] [3211/3606] Completed TPYP in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:56.941895] [INFO ] [sig       ] [3212/3606] Forecasting TPZ...
[2025-11-28T20:31:56.941924] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-11-28T20:31:56.941955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-11-28T20:31:56.952321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-11-28T20:31:56.952719] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-11-28T20:31:56.953526] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-11-28T20:31:56.953597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:56.953639] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:56.953667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:56.953724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:57.009009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:57.009823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:57.009904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:57.009936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:57.117824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:57.117961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:57.118016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:57.118050] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:57.121297] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-11-28T20:31:57.121558] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-11-28T20:31:57.121693] [INFO ] [sig       ] TPZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:57.258184] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TPZ.txt
[2025-11-28T20:31:57.258317] [INFO ] [sig       ] [3212/3606] Completed TPZ in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:57.258355] [INFO ] [sig       ] [3213/3606] Forecasting TQQQ...
[2025-11-28T20:31:57.258383] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-11-28T20:31:57.258412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-11-28T20:31:57.268392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-11-28T20:31:57.268758] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-11-28T20:31:57.269525] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-11-28T20:31:57.269596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:57.269675] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:57.269707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:57.269763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:57.325838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:57.326663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:57.326740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:57.326771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:57.446995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:57.447128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:57.447164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:57.447191] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:57.450417] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-11-28T20:31:57.450716] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-11-28T20:31:57.450830] [INFO ] [sig       ] TQQQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:57.590081] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TQQQ.txt
[2025-11-28T20:31:57.590196] [INFO ] [sig       ] [3213/3606] Completed TQQQ in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:57.590233] [INFO ] [sig       ] [3214/3606] Forecasting TRC...
[2025-11-28T20:31:57.590262] [INFO ] [sig       ] Generating forecast for: TRC
[2025-11-28T20:31:57.590291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-11-28T20:31:57.600451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-11-28T20:31:57.600759] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-11-28T20:31:57.601514] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-11-28T20:31:57.601568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:57.601635] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:57.601664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:57.601721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:57.658183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:57.658796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:57.658868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:57.658899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:57.776009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:57.776148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:57.776185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:57.776213] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:57.779392] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=31.15%)
[2025-11-28T20:31:57.779703] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-11-28T20:31:57.779818] [INFO ] [sig       ] TRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:57.917460] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRC.txt
[2025-11-28T20:31:57.917647] [INFO ] [sig       ] [3214/3606] Completed TRC in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:57.917688] [INFO ] [sig       ] [3215/3606] Forecasting TRDA...
[2025-11-28T20:31:57.917716] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-11-28T20:31:57.917746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-11-28T20:31:57.927926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-11-28T20:31:57.928317] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-11-28T20:31:57.929069] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-11-28T20:31:57.929117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:57.929148] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:57.929173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:57.929226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:57.984454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:57.985267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:57.985345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:57.985376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:58.104760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:58.104924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:58.104966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:58.104993] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:58.108483] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=81.73%)
[2025-11-28T20:31:58.108813] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-11-28T20:31:58.108947] [INFO ] [sig       ] TRDA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:58.247949] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TRDA.txt
[2025-11-28T20:31:58.248111] [INFO ] [sig       ] [3215/3606] Completed TRDA in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:58.248150] [INFO ] [sig       ] [3216/3606] Forecasting TREE...
[2025-11-28T20:31:58.248177] [INFO ] [sig       ] Generating forecast for: TREE
[2025-11-28T20:31:58.248207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-11-28T20:31:58.258704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-11-28T20:31:58.259062] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-11-28T20:31:58.259828] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-11-28T20:31:58.259877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:58.259907] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:58.259933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:58.259987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:58.316137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:58.316977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:58.317063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:58.317095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:58.437832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:58.437979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:58.438039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:58.438099] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:58.441395] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=40.59%)
[2025-11-28T20:31:58.441691] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-11-28T20:31:58.441813] [INFO ] [sig       ] TREE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:58.578461] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TREE.txt
[2025-11-28T20:31:58.578627] [INFO ] [sig       ] [3216/3606] Completed TREE in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:58.578670] [INFO ] [sig       ] [3217/3606] Forecasting TREX...
[2025-11-28T20:31:58.578706] [INFO ] [sig       ] Generating forecast for: TREX
[2025-11-28T20:31:58.578738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-11-28T20:31:58.588670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-11-28T20:31:58.588922] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-11-28T20:31:58.589662] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-11-28T20:31:58.589710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:58.589741] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:58.589766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:58.589820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:58.645245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:58.646128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:58.646215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:58.646247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:58.770529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:58.770696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:58.770734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:58.770762] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:58.773970] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-11-28T20:31:58.774224] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-11-28T20:31:58.774338] [INFO ] [sig       ] TREX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:58.917291] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TREX.txt
[2025-11-28T20:31:58.917440] [INFO ] [sig       ] [3217/3606] Completed TREX in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:58.917477] [INFO ] [sig       ] [3218/3606] Forecasting TRGP...
[2025-11-28T20:31:58.917505] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-11-28T20:31:58.917535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-11-28T20:31:58.927938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-11-28T20:31:58.928296] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-11-28T20:31:58.929066] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-11-28T20:31:58.929114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:58.929144] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:58.929169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:58.929225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:58.983144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:58.983958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:58.984039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:58.984070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:59.097962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:59.098121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:59.098158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:59.098186] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:59.101473] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=61.37%)
[2025-11-28T20:31:59.101768] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-11-28T20:31:59.101890] [INFO ] [sig       ] TRGP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:31:59.238973] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TRGP.txt
[2025-11-28T20:31:59.239121] [INFO ] [sig       ] [3218/3606] Completed TRGP in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:59.239159] [INFO ] [sig       ] [3219/3606] Forecasting TRI...
[2025-11-28T20:31:59.239187] [INFO ] [sig       ] Generating forecast for: TRI
[2025-11-28T20:31:59.239217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-11-28T20:31:59.250616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-11-28T20:31:59.250977] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-11-28T20:31:59.251800] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-11-28T20:31:59.251851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:59.251882] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:59.251907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:59.251961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:59.309564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:59.310427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:59.310517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:59.310555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:59.437715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:59.437866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:59.437903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:59.437932] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:59.441713] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-11-28T20:31:59.442079] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-11-28T20:31:59.442220] [INFO ] [sig       ] TRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:59.582372] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRI.txt
[2025-11-28T20:31:59.582536] [INFO ] [sig       ] [3219/3606] Completed TRI in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:59.582602] [INFO ] [sig       ] [3220/3606] Forecasting TRIN...
[2025-11-28T20:31:59.582633] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-11-28T20:31:59.582663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-11-28T20:31:59.593385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-11-28T20:31:59.593734] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-11-28T20:31:59.594530] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-11-28T20:31:59.594604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:59.594659] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:59.594687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:59.594743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:59.651433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:59.652166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:59.652244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:59.652277] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:31:59.772208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:31:59.772357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:31:59.772396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:31:59.772443] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:31:59.775736] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2025-11-28T20:31:59.776005] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-11-28T20:31:59.776124] [INFO ] [sig       ] TRIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:31:59.910116] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRIN.txt
[2025-11-28T20:31:59.910249] [INFO ] [sig       ] [3220/3606] Completed TRIN in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.2m
[2025-11-28T20:31:59.910287] [INFO ] [sig       ] [3221/3606] Forecasting TRIP...
[2025-11-28T20:31:59.910315] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-11-28T20:31:59.910344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-11-28T20:31:59.921612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-11-28T20:31:59.921984] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-11-28T20:31:59.922753] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-11-28T20:31:59.922802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:31:59.922832] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:31:59.922858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:31:59.922912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:31:59.977570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:31:59.978371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:31:59.978449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:31:59.978480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:00.094680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:00.094825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:00.094863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:00.094890] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:00.098177] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-11-28T20:32:00.098456] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-11-28T20:32:00.098611] [INFO ] [sig       ] TRIP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:00.234750] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TRIP.txt
[2025-11-28T20:32:00.234899] [INFO ] [sig       ] [3221/3606] Completed TRIP in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.1m
[2025-11-28T20:32:00.234936] [INFO ] [sig       ] [3222/3606] Forecasting TRMB...
[2025-11-28T20:32:00.234964] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-11-28T20:32:00.234993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-11-28T20:32:00.245977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-11-28T20:32:00.246326] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-11-28T20:32:00.247107] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-11-28T20:32:00.247159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:00.247196] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:00.247234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:00.247292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:00.307438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:00.308242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:00.308325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:00.308375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:00.440460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:00.440645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:00.440699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:00.440735] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:00.444507] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-11-28T20:32:00.444823] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-11-28T20:32:00.444960] [INFO ] [sig       ] TRMB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:00.589368] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TRMB.txt
[2025-11-28T20:32:00.589510] [INFO ] [sig       ] [3222/3606] Completed TRMB in 0.4s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:00.589549] [INFO ] [sig       ] [3223/3606] Forecasting TRMD...
[2025-11-28T20:32:00.589596] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-11-28T20:32:00.589628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-11-28T20:32:00.602392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-11-28T20:32:00.604699] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-11-28T20:32:00.605497] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-11-28T20:32:00.605548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:00.605605] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:00.605637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:00.605694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:00.669708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:00.670420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:00.670522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:00.670557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:00.791122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:00.791275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:00.791314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:00.791343] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:00.794833] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-11-28T20:32:00.795103] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-11-28T20:32:00.795224] [INFO ] [sig       ] TRMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:00.939176] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRMD.txt
[2025-11-28T20:32:00.939310] [INFO ] [sig       ] [3223/3606] Completed TRMD in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:00.939350] [INFO ] [sig       ] [3224/3606] Forecasting TRMK...
[2025-11-28T20:32:00.939381] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-11-28T20:32:00.939413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-11-28T20:32:00.952505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-11-28T20:32:00.953121] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-11-28T20:32:00.954064] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-11-28T20:32:00.954118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:00.954164] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:00.954194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:00.954273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:01.012546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:01.013775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:01.013880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:01.013914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:01.133776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:01.133939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:01.133978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:01.134006] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:01.137333] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=64.38%)
[2025-11-28T20:32:01.137613] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-11-28T20:32:01.137735] [INFO ] [sig       ] TRMK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:01.272763] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TRMK.txt
[2025-11-28T20:32:01.272924] [INFO ] [sig       ] [3224/3606] Completed TRMK in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:01.272964] [INFO ] [sig       ] [3225/3606] Forecasting TRN...
[2025-11-28T20:32:01.272991] [INFO ] [sig       ] Generating forecast for: TRN
[2025-11-28T20:32:01.273023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-11-28T20:32:01.284336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-11-28T20:32:01.284673] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-11-28T20:32:01.285429] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-11-28T20:32:01.285479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:01.285510] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:01.285536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:01.285615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:01.342745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:01.343613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:01.343705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:01.343738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:01.463117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:01.463266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:01.463303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:01.463332] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:01.466746] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=23.72%)
[2025-11-28T20:32:01.467012] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-11-28T20:32:01.467133] [INFO ] [sig       ] TRN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:01.605349] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRN.txt
[2025-11-28T20:32:01.605486] [INFO ] [sig       ] [3225/3606] Completed TRN in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:01.605524] [INFO ] [sig       ] [3226/3606] Forecasting TRNO...
[2025-11-28T20:32:01.605553] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-11-28T20:32:01.605603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-11-28T20:32:01.616394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-11-28T20:32:01.616744] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-11-28T20:32:01.617512] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-11-28T20:32:01.617610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:01.617652] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:01.617683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:01.617745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:01.673328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:01.673964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:01.674039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:01.674072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:01.795427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:01.795595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:01.795636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:01.795663] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:01.799027] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=50.73%)
[2025-11-28T20:32:01.799288] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-11-28T20:32:01.799406] [INFO ] [sig       ] TRNO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:01.940366] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TRNO.txt
[2025-11-28T20:32:01.940518] [INFO ] [sig       ] [3226/3606] Completed TRNO in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:01.940557] [INFO ] [sig       ] [3227/3606] Forecasting TRNS...
[2025-11-28T20:32:01.940603] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-11-28T20:32:01.940635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-11-28T20:32:01.954361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-11-28T20:32:01.954929] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-11-28T20:32:01.956108] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-11-28T20:32:01.956178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:01.956225] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:01.956260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:01.956330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:02.021713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:02.022702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:02.022788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:02.022822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:02.148062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:02.148224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:02.148264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:02.148293] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:02.151742] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2025-11-28T20:32:02.152057] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-11-28T20:32:02.152192] [INFO ] [sig       ] TRNS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:02.295194] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRNS.txt
[2025-11-28T20:32:02.295350] [INFO ] [sig       ] [3227/3606] Completed TRNS in 0.4s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:02.295388] [INFO ] [sig       ] [3228/3606] Forecasting TROX...
[2025-11-28T20:32:02.295416] [INFO ] [sig       ] Generating forecast for: TROX
[2025-11-28T20:32:02.295455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-11-28T20:32:02.305959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-11-28T20:32:02.306377] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-11-28T20:32:02.307256] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-11-28T20:32:02.307310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:02.307341] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:02.307368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:02.307424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:02.367773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:02.368647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:02.368732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:02.368765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:02.486925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:02.487070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:02.487107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:02.487135] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:02.490349] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-11-28T20:32:02.490621] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-11-28T20:32:02.490738] [INFO ] [sig       ] TROX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:02.628757] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TROX.txt
[2025-11-28T20:32:02.628907] [INFO ] [sig       ] [3228/3606] Completed TROX in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:02.628946] [INFO ] [sig       ] [3229/3606] Forecasting TRP...
[2025-11-28T20:32:02.628975] [INFO ] [sig       ] Generating forecast for: TRP
[2025-11-28T20:32:02.629004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-11-28T20:32:02.639810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-11-28T20:32:02.640165] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-11-28T20:32:02.640933] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-11-28T20:32:02.640983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:02.641015] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:02.641040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:02.641093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:02.696444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:02.697279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:02.697367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:02.697401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:02.816308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:02.816458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:02.816496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:02.816524] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:02.820171] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=62.65%)
[2025-11-28T20:32:02.820438] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-11-28T20:32:02.820560] [INFO ] [sig       ] TRP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:02.960184] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TRP.txt
[2025-11-28T20:32:02.960330] [INFO ] [sig       ] [3229/3606] Completed TRP in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:02.960368] [INFO ] [sig       ] [3230/3606] Forecasting TRS...
[2025-11-28T20:32:02.960396] [INFO ] [sig       ] Generating forecast for: TRS
[2025-11-28T20:32:02.960426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-11-28T20:32:02.971251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-11-28T20:32:02.971607] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-11-28T20:32:02.972341] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-11-28T20:32:02.972391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:02.972447] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:02.972475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:02.972530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:03.030450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:03.031277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:03.031352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:03.031383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:03.150899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:03.151040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:03.151075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:03.151102] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:03.154293] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-11-28T20:32:03.154551] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-11-28T20:32:03.154684] [INFO ] [sig       ] TRS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:03.289203] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRS.txt
[2025-11-28T20:32:03.289328] [INFO ] [sig       ] [3230/3606] Completed TRS in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:03.289364] [INFO ] [sig       ] [3231/3606] Forecasting TRTX...
[2025-11-28T20:32:03.289393] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-11-28T20:32:03.289422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-11-28T20:32:03.299294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-11-28T20:32:03.299633] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-11-28T20:32:03.300347] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-11-28T20:32:03.300395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:03.300424] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:03.300449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:03.300503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:03.354829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:03.355524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:03.355615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:03.355648] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:03.474487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:03.474641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:03.474680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:03.474707] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:03.477874] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=18.05%)
[2025-11-28T20:32:03.478168] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-11-28T20:32:03.478286] [INFO ] [sig       ] TRTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:03.613645] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRTX.txt
[2025-11-28T20:32:03.613778] [INFO ] [sig       ] [3231/3606] Completed TRTX in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:03.613815] [INFO ] [sig       ] [3232/3606] Forecasting TRUE...
[2025-11-28T20:32:03.613842] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-11-28T20:32:03.613871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-11-28T20:32:03.624084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-11-28T20:32:03.624327] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-11-28T20:32:03.625056] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-11-28T20:32:03.625105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:03.625135] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:03.625160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:03.625214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:03.681771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:03.682798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:03.683060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:03.683091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:03.803415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:03.803560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:03.803614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:03.803642] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:03.806810] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: UP (p=61.60%)
[2025-11-28T20:32:03.807060] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-11-28T20:32:03.807175] [INFO ] [sig       ] TRUE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:03.942759] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TRUE.txt
[2025-11-28T20:32:03.942947] [INFO ] [sig       ] [3232/3606] Completed TRUE in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:03.942999] [INFO ] [sig       ] [3233/3606] Forecasting TRUP...
[2025-11-28T20:32:03.943042] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-11-28T20:32:03.943090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-11-28T20:32:03.954291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-11-28T20:32:03.954608] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-11-28T20:32:03.955372] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-11-28T20:32:03.955421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:03.955450] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:03.955476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:03.955530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:04.013708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:04.014476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:04.014555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:04.014608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:04.136105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:04.136266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:04.136304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:04.136358] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:04.139606] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=15.79%)
[2025-11-28T20:32:04.139866] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-11-28T20:32:04.139983] [INFO ] [sig       ] TRUP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:04.281447] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRUP.txt
[2025-11-28T20:32:04.281589] [INFO ] [sig       ] [3233/3606] Completed TRUP in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:04.281629] [INFO ] [sig       ] [3234/3606] Forecasting TRVG...
[2025-11-28T20:32:04.281658] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-11-28T20:32:04.281691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-11-28T20:32:04.295219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-11-28T20:32:04.295725] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-11-28T20:32:04.296513] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-11-28T20:32:04.296562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:04.296611] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:04.296637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:04.296690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:04.351739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:04.352759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:04.352845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:04.352877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:04.478796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:04.478985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:04.479041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:04.479085] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:04.483778] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=75.31%)
[2025-11-28T20:32:04.484201] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-11-28T20:32:04.484375] [INFO ] [sig       ] TRVG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:04.623360] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TRVG.txt
[2025-11-28T20:32:04.623490] [INFO ] [sig       ] [3234/3606] Completed TRVG in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:04.623527] [INFO ] [sig       ] [3235/3606] Forecasting TS...
[2025-11-28T20:32:04.623555] [INFO ] [sig       ] Generating forecast for: TS
[2025-11-28T20:32:04.623602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-11-28T20:32:04.634363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-11-28T20:32:04.634684] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-11-28T20:32:04.635430] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-11-28T20:32:04.635479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:04.635510] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:04.635536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:04.635609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:04.695092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:04.695960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:04.696058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:04.696092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:04.814939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:04.815087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:04.815126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:04.815155] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:04.818519] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-11-28T20:32:04.818836] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-11-28T20:32:04.818959] [INFO ] [sig       ] TS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:04.956215] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TS.txt
[2025-11-28T20:32:04.956372] [INFO ] [sig       ] [3235/3606] Completed TS in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:04.956412] [INFO ] [sig       ] [3236/3606] Forecasting TSBK...
[2025-11-28T20:32:04.956441] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-11-28T20:32:04.956472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-11-28T20:32:04.967465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-11-28T20:32:04.967821] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-11-28T20:32:04.968628] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-11-28T20:32:04.968677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:04.968707] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:04.968732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:04.968786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:05.023754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:05.024363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:05.024440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:05.024470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:05.127603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:05.127756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:05.127794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:05.127822] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:05.131127] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=15.68%)
[2025-11-28T20:32:05.131390] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-11-28T20:32:05.131507] [INFO ] [sig       ] TSBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:05.268597] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TSBK.txt
[2025-11-28T20:32:05.268753] [INFO ] [sig       ] [3236/3606] Completed TSBK in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:05.268799] [INFO ] [sig       ] [3237/3606] Forecasting TSCO...
[2025-11-28T20:32:05.268834] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-11-28T20:32:05.268866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-11-28T20:32:05.279285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-11-28T20:32:05.279608] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-11-28T20:32:05.280361] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-11-28T20:32:05.280424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:05.280456] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:05.280483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:05.280538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:05.337509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:05.338148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:05.338222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:05.338254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:05.456974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:05.457129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:05.457168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:05.457196] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:05.460626] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-11-28T20:32:05.460908] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-11-28T20:32:05.461031] [INFO ] [sig       ] TSCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:05.600736] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TSCO.txt
[2025-11-28T20:32:05.600904] [INFO ] [sig       ] [3237/3606] Completed TSCO in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:05.600943] [INFO ] [sig       ] [3238/3606] Forecasting TSDD...
[2025-11-28T20:32:05.600972] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-11-28T20:32:05.601003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-11-28T20:32:05.612221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-11-28T20:32:05.612540] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-11-28T20:32:05.613360] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-11-28T20:32:05.613412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:05.613443] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:05.613470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:05.613525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:05.670103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:05.670737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:05.670812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:05.670845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:05.789630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:05.789770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:05.789805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:05.789833] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:05.793069] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=59.96%)
[2025-11-28T20:32:05.793322] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-11-28T20:32:05.793436] [INFO ] [sig       ] TSDD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:05.933163] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TSDD.txt
[2025-11-28T20:32:05.933296] [INFO ] [sig       ] [3238/3606] Completed TSDD in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.1m
[2025-11-28T20:32:05.933333] [INFO ] [sig       ] [3239/3606] Forecasting TSEM...
[2025-11-28T20:32:05.933362] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-11-28T20:32:05.933391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-11-28T20:32:05.944271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-11-28T20:32:05.944598] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-11-28T20:32:05.945331] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-11-28T20:32:05.945379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:05.945411] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:05.945444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:05.945506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:06.001122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:06.001713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:06.001787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:06.001818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:06.120641] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:06.120791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:06.120829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:06.120861] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:06.124065] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=66.28%)
[2025-11-28T20:32:06.124325] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-11-28T20:32:06.124436] [INFO ] [sig       ] TSEM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:06.260660] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TSEM.txt
[2025-11-28T20:32:06.260774] [INFO ] [sig       ] [3239/3606] Completed TSEM in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.0m
[2025-11-28T20:32:06.260811] [INFO ] [sig       ] [3240/3606] Forecasting TSHA...
[2025-11-28T20:32:06.260840] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-11-28T20:32:06.260869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-11-28T20:32:06.272284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-11-28T20:32:06.272590] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-11-28T20:32:06.273337] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-11-28T20:32:06.273385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:06.273415] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:06.273442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:06.273497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:06.329320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:06.329996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:06.330099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:06.330130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:06.450284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:06.450432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:06.450469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:06.450497] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:06.453726] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-11-28T20:32:06.454016] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-11-28T20:32:06.454132] [INFO ] [sig       ] TSHA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:06.591491] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TSHA.txt
[2025-11-28T20:32:06.591666] [INFO ] [sig       ] [3240/3606] Completed TSHA in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:06.591731] [INFO ] [sig       ] [3241/3606] Forecasting TSI...
[2025-11-28T20:32:06.591763] [INFO ] [sig       ] Generating forecast for: TSI
[2025-11-28T20:32:06.591792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-11-28T20:32:06.601768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-11-28T20:32:06.602163] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-11-28T20:32:06.602950] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-11-28T20:32:06.603000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:06.603030] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:06.603056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:06.603110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:06.657702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:06.658354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:06.658430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:06.658460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:06.769038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:06.769180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:06.769215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:06.769242] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:06.772410] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-11-28T20:32:06.772689] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-11-28T20:32:06.772804] [INFO ] [sig       ] TSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:06.909087] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TSI.txt
[2025-11-28T20:32:06.909202] [INFO ] [sig       ] [3241/3606] Completed TSI in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:06.909238] [INFO ] [sig       ] [3242/3606] Forecasting TSL...
[2025-11-28T20:32:06.909266] [INFO ] [sig       ] Generating forecast for: TSL
[2025-11-28T20:32:06.909294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-11-28T20:32:06.919557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-11-28T20:32:06.919852] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-11-28T20:32:06.920565] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-11-28T20:32:06.920631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:06.920661] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:06.920686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:06.920740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:06.975753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:06.976560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:06.976656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:06.976688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:07.094322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:07.094473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:07.094511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:07.094539] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:07.097716] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-11-28T20:32:07.097979] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-11-28T20:32:07.098135] [INFO ] [sig       ] TSL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:07.235404] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TSL.txt
[2025-11-28T20:32:07.235565] [INFO ] [sig       ] [3242/3606] Completed TSL in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:07.235625] [INFO ] [sig       ] [3243/3606] Forecasting TSLA...
[2025-11-28T20:32:07.235654] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-11-28T20:32:07.235684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-11-28T20:32:07.246063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-11-28T20:32:07.246400] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-11-28T20:32:07.247144] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-11-28T20:32:07.247193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:07.247224] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:07.247249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:07.247303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:07.302428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:07.303061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:07.303134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:07.303165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:07.421220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:07.421362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:07.421398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:07.421426] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:07.424612] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-11-28T20:32:07.424876] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-11-28T20:32:07.424993] [INFO ] [sig       ] TSLA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:07.561668] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TSLA.txt
[2025-11-28T20:32:07.561860] [INFO ] [sig       ] [3243/3606] Completed TSLA in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:07.561900] [INFO ] [sig       ] [3244/3606] Forecasting TSLL...
[2025-11-28T20:32:07.561929] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-11-28T20:32:07.561959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-11-28T20:32:07.571797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-11-28T20:32:07.572072] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-11-28T20:32:07.572820] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-11-28T20:32:07.572869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:07.572898] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:07.572923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:07.572977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:07.628135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:07.629011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:07.629091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:07.629122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:07.745558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:07.745727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:07.745784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:07.745813] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:07.749008] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=31.62%)
[2025-11-28T20:32:07.749265] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-11-28T20:32:07.749379] [INFO ] [sig       ] TSLL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:07.889448] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TSLL.txt
[2025-11-28T20:32:07.889634] [INFO ] [sig       ] [3244/3606] Completed TSLL in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:07.889683] [INFO ] [sig       ] [3245/3606] Forecasting TSLQ...
[2025-11-28T20:32:07.889713] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-11-28T20:32:07.889746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-11-28T20:32:07.900660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-11-28T20:32:07.900980] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-11-28T20:32:07.901736] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-11-28T20:32:07.901784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:07.901814] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:07.901839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:07.901893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:07.956630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:07.957282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:07.957356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:07.957387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:08.073715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:08.073855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:08.073891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:08.073918] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:08.077117] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-11-28T20:32:08.077372] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-11-28T20:32:08.077485] [INFO ] [sig       ] TSLQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:08.213225] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TSLQ.txt
[2025-11-28T20:32:08.213387] [INFO ] [sig       ] [3245/3606] Completed TSLQ in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:08.213430] [INFO ] [sig       ] [3246/3606] Forecasting TSLS...
[2025-11-28T20:32:08.213468] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-11-28T20:32:08.213499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-11-28T20:32:08.224659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-11-28T20:32:08.225050] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-11-28T20:32:08.225803] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-11-28T20:32:08.225852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:08.225882] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:08.225908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:08.225962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:08.281908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:08.282749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:08.282826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:08.282857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:08.399945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:08.400094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:08.400131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:08.400159] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:08.403367] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=44.43%)
[2025-11-28T20:32:08.403639] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-11-28T20:32:08.403755] [INFO ] [sig       ] TSLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:08.539012] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TSLS.txt
[2025-11-28T20:32:08.539164] [INFO ] [sig       ] [3246/3606] Completed TSLS in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:08.539217] [INFO ] [sig       ] [3247/3606] Forecasting TSLX...
[2025-11-28T20:32:08.539253] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-11-28T20:32:08.539283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-11-28T20:32:08.550053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-11-28T20:32:08.550334] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-11-28T20:32:08.551077] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-11-28T20:32:08.551125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:08.551178] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:08.551205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:08.551259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:08.606546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:08.607274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:08.607350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:08.607383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:08.727086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:08.727244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:08.727284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:08.727313] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:08.730635] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-11-28T20:32:08.730905] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-11-28T20:32:08.731024] [INFO ] [sig       ] TSLX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:08.875621] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TSLX.txt
[2025-11-28T20:32:08.875775] [INFO ] [sig       ] [3247/3606] Completed TSLX in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:08.875816] [INFO ] [sig       ] [3248/3606] Forecasting TSM...
[2025-11-28T20:32:08.875848] [INFO ] [sig       ] Generating forecast for: TSM
[2025-11-28T20:32:08.875878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-11-28T20:32:08.886711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-11-28T20:32:08.887032] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-11-28T20:32:08.887806] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-11-28T20:32:08.887858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:08.887904] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:08.887933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:08.887991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:08.943846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:08.944566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:08.944662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:08.944695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:09.067730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:09.067877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:09.067915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:09.067943] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:09.071213] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2025-11-28T20:32:09.071466] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-11-28T20:32:09.071609] [INFO ] [sig       ] TSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:09.207718] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TSM.txt
[2025-11-28T20:32:09.207874] [INFO ] [sig       ] [3248/3606] Completed TSM in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:09.207914] [INFO ] [sig       ] [3249/3606] Forecasting TSN...
[2025-11-28T20:32:09.207946] [INFO ] [sig       ] Generating forecast for: TSN
[2025-11-28T20:32:09.207979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-11-28T20:32:09.218746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-11-28T20:32:09.219039] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-11-28T20:32:09.219802] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-11-28T20:32:09.219852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:09.219882] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:09.219908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:09.219962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:09.276342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:09.277186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:09.277268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:09.277299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:09.398769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:09.398920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:09.398961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:09.398990] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:09.402987] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=24.11%)
[2025-11-28T20:32:09.403323] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-11-28T20:32:09.403471] [INFO ] [sig       ] TSN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:09.549311] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TSN.txt
[2025-11-28T20:32:09.549464] [INFO ] [sig       ] [3249/3606] Completed TSN in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:09.549503] [INFO ] [sig       ] [3250/3606] Forecasting TSQ...
[2025-11-28T20:32:09.549532] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-11-28T20:32:09.549564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-11-28T20:32:09.559807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-11-28T20:32:09.560179] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-11-28T20:32:09.560968] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-11-28T20:32:09.561017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:09.561048] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:09.561074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:09.561130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:09.617637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:09.618444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:09.618523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:09.618554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:09.745340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:09.745490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:09.745529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:09.745610] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:09.749088] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=49.01%)
[2025-11-28T20:32:09.749361] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-11-28T20:32:09.749480] [INFO ] [sig       ] TSQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:09.890914] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TSQ.txt
[2025-11-28T20:32:09.891056] [INFO ] [sig       ] [3250/3606] Completed TSQ in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:09.891095] [INFO ] [sig       ] [3251/3606] Forecasting TTC...
[2025-11-28T20:32:09.891124] [INFO ] [sig       ] Generating forecast for: TTC
[2025-11-28T20:32:09.891156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-11-28T20:32:09.901341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-11-28T20:32:09.901713] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-11-28T20:32:09.902506] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-11-28T20:32:09.902557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:09.902617] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:09.902645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:09.902702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:09.960707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:09.961520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:09.961620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:09.961656] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:10.080686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:10.080837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:10.080876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:10.080904] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:10.084117] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-11-28T20:32:10.084375] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-11-28T20:32:10.084489] [INFO ] [sig       ] TTC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:10.222059] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TTC.txt
[2025-11-28T20:32:10.222184] [INFO ] [sig       ] [3251/3606] Completed TTC in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:10.222221] [INFO ] [sig       ] [3252/3606] Forecasting TTD...
[2025-11-28T20:32:10.222263] [INFO ] [sig       ] Generating forecast for: TTD
[2025-11-28T20:32:10.222296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-11-28T20:32:10.233425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-11-28T20:32:10.233750] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-11-28T20:32:10.234532] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-11-28T20:32:10.234598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:10.234631] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:10.234657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:10.234712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:10.291621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:10.292491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:10.292591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:10.292625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:10.410421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:10.410589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:10.410629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:10.410657] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:10.413904] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-11-28T20:32:10.414169] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-11-28T20:32:10.414286] [INFO ] [sig       ] TTD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:10.549376] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TTD.txt
[2025-11-28T20:32:10.549534] [INFO ] [sig       ] [3252/3606] Completed TTD in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:10.549589] [INFO ] [sig       ] [3253/3606] Forecasting TTE...
[2025-11-28T20:32:10.549620] [INFO ] [sig       ] Generating forecast for: TTE
[2025-11-28T20:32:10.549651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-11-28T20:32:10.561134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-11-28T20:32:10.561444] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-11-28T20:32:10.562185] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-11-28T20:32:10.562233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:10.562263] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:10.562287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:10.562344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:10.617488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:10.618121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:10.618194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:10.618225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:10.736249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:10.736397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:10.736435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:10.736461] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:10.739707] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=17.41%)
[2025-11-28T20:32:10.739966] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-11-28T20:32:10.740085] [INFO ] [sig       ] TTE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:10.878098] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TTE.txt
[2025-11-28T20:32:10.878224] [INFO ] [sig       ] [3253/3606] Completed TTE in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:10.878260] [INFO ] [sig       ] [3254/3606] Forecasting TTEC...
[2025-11-28T20:32:10.878289] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-11-28T20:32:10.878317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-11-28T20:32:10.889749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-11-28T20:32:10.890102] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-11-28T20:32:10.890921] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-11-28T20:32:10.890971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:10.891002] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:10.891027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:10.891082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:10.948463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:10.949448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:10.949638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:10.949680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:11.072374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:11.072524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:11.072561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:11.072609] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:11.075954] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=15.15%)
[2025-11-28T20:32:11.076242] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-11-28T20:32:11.076368] [INFO ] [sig       ] TTEC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:11.218676] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TTEC.txt
[2025-11-28T20:32:11.218828] [INFO ] [sig       ] [3254/3606] Completed TTEC in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:11.218866] [INFO ] [sig       ] [3255/3606] Forecasting TTEK...
[2025-11-28T20:32:11.218895] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-11-28T20:32:11.218926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-11-28T20:32:11.229942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-11-28T20:32:11.230331] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-11-28T20:32:11.231119] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-11-28T20:32:11.231171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:11.231201] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:11.231227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:11.231282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:11.285434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:11.286124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:11.286200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:11.286231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:11.406534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:11.406689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:11.406726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:11.406771] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:11.409973] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-11-28T20:32:11.410226] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-11-28T20:32:11.410342] [INFO ] [sig       ] TTEK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:11.548656] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TTEK.txt
[2025-11-28T20:32:11.548777] [INFO ] [sig       ] [3255/3606] Completed TTEK in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.0m
[2025-11-28T20:32:11.548815] [INFO ] [sig       ] [3256/3606] Forecasting TTI...
[2025-11-28T20:32:11.548843] [INFO ] [sig       ] Generating forecast for: TTI
[2025-11-28T20:32:11.548872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-11-28T20:32:11.558944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-11-28T20:32:11.559210] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-11-28T20:32:11.559971] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-11-28T20:32:11.560019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:11.560049] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:11.560075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:11.560129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:11.615564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:11.616176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:11.616248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:11.616279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:11.739195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:11.739345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:11.739381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:11.739409] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:11.742888] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-11-28T20:32:11.743239] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-11-28T20:32:11.743380] [INFO ] [sig       ] TTI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:11.881981] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TTI.txt
[2025-11-28T20:32:11.882111] [INFO ] [sig       ] [3256/3606] Completed TTI in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 1.9m
[2025-11-28T20:32:11.882149] [INFO ] [sig       ] [3257/3606] Forecasting TTMI...
[2025-11-28T20:32:11.882177] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-11-28T20:32:11.882206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-11-28T20:32:11.893226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-11-28T20:32:11.893648] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-11-28T20:32:11.894465] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-11-28T20:32:11.894517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:11.894549] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:11.894597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:11.894660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:11.951142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:11.952148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:11.952279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:11.952338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:12.068981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:12.069131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:12.069169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:12.069198] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:12.072474] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-11-28T20:32:12.072747] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-11-28T20:32:12.072862] [INFO ] [sig       ] TTMI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:12.211276] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TTMI.txt
[2025-11-28T20:32:12.211401] [INFO ] [sig       ] [3257/3606] Completed TTMI in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 1.9m
[2025-11-28T20:32:12.211438] [INFO ] [sig       ] [3258/3606] Forecasting TTSH...
[2025-11-28T20:32:12.211467] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-11-28T20:32:12.211497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-11-28T20:32:12.221209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-11-28T20:32:12.221491] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-11-28T20:32:12.222275] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-11-28T20:32:12.222325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:12.222357] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:12.222384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:12.222441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:12.277939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:12.278546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:12.278636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:12.278667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:12.392093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:12.392257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:12.392305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:12.392333] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:12.395632] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=75.21%)
[2025-11-28T20:32:12.395898] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-11-28T20:32:12.396018] [INFO ] [sig       ] TTSH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:12.531948] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TTSH.txt
[2025-11-28T20:32:12.532109] [INFO ] [sig       ] [3258/3606] Completed TTSH in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 1.9m
[2025-11-28T20:32:12.532149] [INFO ] [sig       ] [3259/3606] Forecasting TTWO...
[2025-11-28T20:32:12.532177] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-11-28T20:32:12.532208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-11-28T20:32:12.543272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-11-28T20:32:12.543679] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-11-28T20:32:12.544496] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-11-28T20:32:12.544547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:12.544719] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:12.544757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:12.544827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:12.602621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:12.603472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:12.603553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:12.603602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:12.720100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:12.720245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:12.720284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:12.720312] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:12.723641] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-11-28T20:32:12.723915] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-11-28T20:32:12.724041] [INFO ] [sig       ] TTWO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:12.863242] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TTWO.txt
[2025-11-28T20:32:12.863397] [INFO ] [sig       ] [3259/3606] Completed TTWO in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:12.863436] [INFO ] [sig       ] [3260/3606] Forecasting TUGN...
[2025-11-28T20:32:12.863464] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-11-28T20:32:12.863494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-11-28T20:32:12.873916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-11-28T20:32:12.874290] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-11-28T20:32:12.875109] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-11-28T20:32:12.875160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:12.875192] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:12.875219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:12.875275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:12.930164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:12.930975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:12.931049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:12.931080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:13.037043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:13.037192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:13.037231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:13.037261] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:13.040688] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-11-28T20:32:13.041026] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-11-28T20:32:13.041157] [INFO ] [sig       ] TUGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:13.177884] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TUGN.txt
[2025-11-28T20:32:13.178082] [INFO ] [sig       ] [3260/3606] Completed TUGN in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:13.178126] [INFO ] [sig       ] [3261/3606] Forecasting TUSK...
[2025-11-28T20:32:13.178154] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-11-28T20:32:13.178184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-11-28T20:32:13.188034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-11-28T20:32:13.188327] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-11-28T20:32:13.189112] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-11-28T20:32:13.189162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:13.189192] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:13.189218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:13.189272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:13.244914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:13.245744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:13.245820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:13.245852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:13.363735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:13.363885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:13.363922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:13.363950] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:13.367165] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-11-28T20:32:13.367420] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-11-28T20:32:13.367537] [INFO ] [sig       ] TUSK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:13.502643] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TUSK.txt
[2025-11-28T20:32:13.502759] [INFO ] [sig       ] [3261/3606] Completed TUSK in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:13.502797] [INFO ] [sig       ] [3262/3606] Forecasting TVC...
[2025-11-28T20:32:13.502824] [INFO ] [sig       ] Generating forecast for: TVC
[2025-11-28T20:32:13.502854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-11-28T20:32:13.513108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-11-28T20:32:13.513430] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-11-28T20:32:13.514192] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-11-28T20:32:13.514241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:13.514271] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:13.514298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:13.514352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:13.569460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:13.570281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:13.570358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:13.570389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:13.676159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:13.676303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:13.676340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:13.676367] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:13.682469] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-11-28T20:32:13.682754] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-11-28T20:32:13.682871] [INFO ] [sig       ] TVC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:13.819800] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TVC.txt
[2025-11-28T20:32:13.819946] [INFO ] [sig       ] [3262/3606] Completed TVC in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:13.819984] [INFO ] [sig       ] [3263/3606] Forecasting TVE...
[2025-11-28T20:32:13.820012] [INFO ] [sig       ] Generating forecast for: TVE
[2025-11-28T20:32:13.820043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-11-28T20:32:13.830334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-11-28T20:32:13.830690] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-11-28T20:32:13.831409] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-11-28T20:32:13.831457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:13.831487] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:13.831513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:13.831591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:13.886407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:13.887223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:13.887305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:13.887336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:13.987343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:13.987488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:13.987525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:13.987553] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:13.990808] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=19.63%)
[2025-11-28T20:32:13.991075] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-11-28T20:32:13.991193] [INFO ] [sig       ] TVE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:14.127376] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TVE.txt
[2025-11-28T20:32:14.127524] [INFO ] [sig       ] [3263/3606] Completed TVE in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:14.127562] [INFO ] [sig       ] [3264/3606] Forecasting TVTX...
[2025-11-28T20:32:14.127613] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-11-28T20:32:14.127644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-11-28T20:32:14.141483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-11-28T20:32:14.141878] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-11-28T20:32:14.142967] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-11-28T20:32:14.143032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:14.143110] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:14.143154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:14.143238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:14.214554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:14.215369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:14.215446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:14.215478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:14.338786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:14.338936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:14.338975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:14.339002] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:14.342221] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=53.01%)
[2025-11-28T20:32:14.342483] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-11-28T20:32:14.342619] [INFO ] [sig       ] TVTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:14.479244] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TVTX.txt
[2025-11-28T20:32:14.479403] [INFO ] [sig       ] [3264/3606] Completed TVTX in 0.4s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:14.479443] [INFO ] [sig       ] [3265/3606] Forecasting TWFG...
[2025-11-28T20:32:14.479470] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-11-28T20:32:14.479500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-11-28T20:32:14.490129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-11-28T20:32:14.490455] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-11-28T20:32:14.491225] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-11-28T20:32:14.491275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:14.491305] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:14.491331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:14.491385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:14.546377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:14.547007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:14.547081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:14.547112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:14.665270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:14.665406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:14.665443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:14.665471] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:14.668713] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=12.11%)
[2025-11-28T20:32:14.668985] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-11-28T20:32:14.669102] [INFO ] [sig       ] TWFG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:14.808410] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TWFG.txt
[2025-11-28T20:32:14.808535] [INFO ] [sig       ] [3265/3606] Completed TWFG in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:14.808587] [INFO ] [sig       ] [3266/3606] Forecasting TWG...
[2025-11-28T20:32:14.808620] [INFO ] [sig       ] Generating forecast for: TWG
[2025-11-28T20:32:14.808650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-11-28T20:32:14.819281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-11-28T20:32:14.819562] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-11-28T20:32:14.820304] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-11-28T20:32:14.820352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:14.820383] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:14.820409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:14.820463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:14.875747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:14.876390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:14.876466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:14.876499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:14.996128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:14.996275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:14.996314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:14.996344] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:14.999762] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-11-28T20:32:15.000066] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-11-28T20:32:15.000184] [INFO ] [sig       ] TWG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:15.138302] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TWG.txt
[2025-11-28T20:32:15.138446] [INFO ] [sig       ] [3266/3606] Completed TWG in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:15.138484] [INFO ] [sig       ] [3267/3606] Forecasting TWI...
[2025-11-28T20:32:15.138513] [INFO ] [sig       ] Generating forecast for: TWI
[2025-11-28T20:32:15.138542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-11-28T20:32:15.148849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-11-28T20:32:15.149259] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-11-28T20:32:15.150157] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-11-28T20:32:15.150209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:15.150240] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:15.150267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:15.150322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:15.206080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:15.206900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:15.206976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:15.207012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:15.320710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:15.320840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:15.320875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:15.320936] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:15.324121] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-11-28T20:32:15.324376] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-11-28T20:32:15.324500] [INFO ] [sig       ] TWI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:15.464736] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TWI.txt
[2025-11-28T20:32:15.464861] [INFO ] [sig       ] [3267/3606] Completed TWI in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:15.464904] [INFO ] [sig       ] [3268/3606] Forecasting TWIN...
[2025-11-28T20:32:15.464937] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-11-28T20:32:15.464973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-11-28T20:32:15.476278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-11-28T20:32:15.476642] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-11-28T20:32:15.477404] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-11-28T20:32:15.477452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:15.477482] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:15.477506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:15.477559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:15.532217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:15.532879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:15.532952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:15.532983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:15.650510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:15.650693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:15.650731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:15.650758] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:15.653953] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-11-28T20:32:15.654215] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-11-28T20:32:15.654329] [INFO ] [sig       ] TWIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:15.790680] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TWIN.txt
[2025-11-28T20:32:15.790828] [INFO ] [sig       ] [3268/3606] Completed TWIN in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:15.790867] [INFO ] [sig       ] [3269/3606] Forecasting TWLO...
[2025-11-28T20:32:15.790895] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-11-28T20:32:15.790925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-11-28T20:32:15.802066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-11-28T20:32:15.802383] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-11-28T20:32:15.803154] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-11-28T20:32:15.803203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:15.803232] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:15.803256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:15.803310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:15.858153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:15.859033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:15.859112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:15.859143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:15.982333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:15.982488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:15.982524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:15.982552] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:15.985789] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=16.60%)
[2025-11-28T20:32:15.986054] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-11-28T20:32:15.986171] [INFO ] [sig       ] TWLO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:16.122561] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TWLO.txt
[2025-11-28T20:32:16.122720] [INFO ] [sig       ] [3269/3606] Completed TWLO in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:16.122758] [INFO ] [sig       ] [3270/3606] Forecasting TWO...
[2025-11-28T20:32:16.122786] [INFO ] [sig       ] Generating forecast for: TWO
[2025-11-28T20:32:16.122817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-11-28T20:32:16.132963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-11-28T20:32:16.133256] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-11-28T20:32:16.133993] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-11-28T20:32:16.134042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:16.134071] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:16.134096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:16.134150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:16.188867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:16.189665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:16.189743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:16.189774] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:16.303376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:16.303521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:16.303559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:16.303611] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:16.307057] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-11-28T20:32:16.307321] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-11-28T20:32:16.307437] [INFO ] [sig       ] TWO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:16.447771] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TWO.txt
[2025-11-28T20:32:16.447920] [INFO ] [sig       ] [3270/3606] Completed TWO in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:16.447958] [INFO ] [sig       ] [3271/3606] Forecasting TX...
[2025-11-28T20:32:16.447991] [INFO ] [sig       ] Generating forecast for: TX
[2025-11-28T20:32:16.448054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-11-28T20:32:16.458505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-11-28T20:32:16.458869] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-11-28T20:32:16.459610] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-11-28T20:32:16.459658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:16.459689] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:16.459714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:16.459769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:16.514859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:16.515658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:16.515734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:16.515766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:16.633624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:16.633778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:16.633816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:16.633844] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:16.637146] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-11-28T20:32:16.637435] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-11-28T20:32:16.637564] [INFO ] [sig       ] TX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:16.773132] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TX.txt
[2025-11-28T20:32:16.773249] [INFO ] [sig       ] [3271/3606] Completed TX in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:16.773285] [INFO ] [sig       ] [3272/3606] Forecasting TXG...
[2025-11-28T20:32:16.773313] [INFO ] [sig       ] Generating forecast for: TXG
[2025-11-28T20:32:16.773342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-11-28T20:32:16.783437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-11-28T20:32:16.783724] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-11-28T20:32:16.784429] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-11-28T20:32:16.784477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:16.784519] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:16.784545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:16.784623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:16.839234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:16.839812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:16.839884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:16.839914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:16.955890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:16.956036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:16.956072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:16.956099] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:16.959287] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-11-28T20:32:16.959540] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-11-28T20:32:16.959675] [INFO ] [sig       ] TXG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:17.094404] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TXG.txt
[2025-11-28T20:32:17.094554] [INFO ] [sig       ] [3272/3606] Completed TXG in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:17.094615] [INFO ] [sig       ] [3273/3606] Forecasting TXMD...
[2025-11-28T20:32:17.094646] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-11-28T20:32:17.094677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-11-28T20:32:17.105912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-11-28T20:32:17.106295] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-11-28T20:32:17.107063] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-11-28T20:32:17.107114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:17.107146] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:17.107172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:17.107226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:17.162327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:17.163107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:17.163186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:17.163219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:17.272979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:17.273124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:17.273162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:17.273190] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:17.276370] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=26.07%)
[2025-11-28T20:32:17.276643] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-11-28T20:32:17.276758] [INFO ] [sig       ] TXMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:17.415042] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TXMD.txt
[2025-11-28T20:32:17.415189] [INFO ] [sig       ] [3273/3606] Completed TXMD in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.9m
[2025-11-28T20:32:17.415228] [INFO ] [sig       ] [3274/3606] Forecasting TXN...
[2025-11-28T20:32:17.415257] [INFO ] [sig       ] Generating forecast for: TXN
[2025-11-28T20:32:17.415287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-11-28T20:32:17.425522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-11-28T20:32:17.425836] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-11-28T20:32:17.426561] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-11-28T20:32:17.426626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:17.426656] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:17.426682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:17.426736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:17.482097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:17.482697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:17.482793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:17.482826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:17.601192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:17.601332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:17.601369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:17.601396] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:17.604617] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=51.31%)
[2025-11-28T20:32:17.604870] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-11-28T20:32:17.604987] [INFO ] [sig       ] TXN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:17.787718] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TXN.txt
[2025-11-28T20:32:17.787851] [INFO ] [sig       ] [3274/3606] Completed TXN in 0.4s | 2.99 sym/s | Total: 18.2m | ETA: 1.8m
[2025-11-28T20:32:17.787889] [INFO ] [sig       ] [3275/3606] Forecasting TXO...
[2025-11-28T20:32:17.787917] [INFO ] [sig       ] Generating forecast for: TXO
[2025-11-28T20:32:17.787948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-11-28T20:32:17.797920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-11-28T20:32:17.798199] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-11-28T20:32:17.798942] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-11-28T20:32:17.798991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:17.799022] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:17.799048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:17.799104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:17.853609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:17.854183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:17.854254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:17.854284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:17.971774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:17.971933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:17.971978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:17.972006] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:17.975261] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=36.43%)
[2025-11-28T20:32:17.975518] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-11-28T20:32:17.975652] [INFO ] [sig       ] TXO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:18.110387] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TXO.txt
[2025-11-28T20:32:18.110506] [INFO ] [sig       ] [3275/3606] Completed TXO in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.8m
[2025-11-28T20:32:18.110551] [INFO ] [sig       ] [3276/3606] Forecasting TXRH...
[2025-11-28T20:32:18.110598] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-11-28T20:32:18.110629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-11-28T20:32:18.120709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-11-28T20:32:18.120990] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-11-28T20:32:18.121785] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-11-28T20:32:18.121836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:18.121868] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:18.121895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:18.121951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:18.177351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:18.177978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:18.178075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:18.178107] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:18.296924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:18.297068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:18.297106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:18.297132] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:18.300531] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-11-28T20:32:18.300807] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-11-28T20:32:18.300920] [INFO ] [sig       ] TXRH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:18.441694] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TXRH.txt
[2025-11-28T20:32:18.441820] [INFO ] [sig       ] [3276/3606] Completed TXRH in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 1.8m
[2025-11-28T20:32:18.441858] [INFO ] [sig       ] [3277/3606] Forecasting TY...
[2025-11-28T20:32:18.441887] [INFO ] [sig       ] Generating forecast for: TY
[2025-11-28T20:32:18.441916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-11-28T20:32:18.451647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-11-28T20:32:18.451930] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-11-28T20:32:18.452717] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-11-28T20:32:18.452766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:18.452798] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:18.452825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:18.452881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:18.511894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:18.512538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:18.512632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:18.512665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:18.630839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:18.630981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:18.631017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:18.631045] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:18.634263] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-11-28T20:32:18.634516] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-11-28T20:32:18.634667] [INFO ] [sig       ] TY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:18.770230] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TY.txt
[2025-11-28T20:32:18.770411] [INFO ] [sig       ] [3277/3606] Completed TY in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:18.770460] [INFO ] [sig       ] [3278/3606] Forecasting TYG...
[2025-11-28T20:32:18.770499] [INFO ] [sig       ] Generating forecast for: TYG
[2025-11-28T20:32:18.770536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-11-28T20:32:18.780733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-11-28T20:32:18.781071] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-11-28T20:32:18.781830] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-11-28T20:32:18.781879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:18.781909] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:18.781935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:18.781991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:18.837684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:18.838495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:18.838587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:18.838621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:18.953064] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:18.953210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:18.953248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:18.953276] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:18.956603] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-11-28T20:32:18.956908] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-11-28T20:32:18.957045] [INFO ] [sig       ] TYG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:19.093823] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TYG.txt
[2025-11-28T20:32:19.093949] [INFO ] [sig       ] [3278/3606] Completed TYG in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:19.093988] [INFO ] [sig       ] [3279/3606] Forecasting TYGO...
[2025-11-28T20:32:19.094018] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-11-28T20:32:19.094049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-11-28T20:32:19.104170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-11-28T20:32:19.104533] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-11-28T20:32:19.105302] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-11-28T20:32:19.105352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:19.105381] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:19.105407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:19.105461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:19.160473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:19.161303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:19.161380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:19.161411] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:19.276130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:19.276285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:19.276324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:19.276368] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:19.279604] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=80.03%)
[2025-11-28T20:32:19.279866] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-11-28T20:32:19.279980] [INFO ] [sig       ] TYGO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:19.414957] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TYGO.txt
[2025-11-28T20:32:19.415069] [INFO ] [sig       ] [3279/3606] Completed TYGO in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:19.415106] [INFO ] [sig       ] [3280/3606] Forecasting TYL...
[2025-11-28T20:32:19.415134] [INFO ] [sig       ] Generating forecast for: TYL
[2025-11-28T20:32:19.415163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-11-28T20:32:19.424994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-11-28T20:32:19.425261] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-11-28T20:32:19.426001] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-11-28T20:32:19.426051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:19.426081] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:19.426106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:19.426160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:19.481275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:19.481879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:19.481950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:19.481980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:19.601411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:19.601540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:19.601592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:19.601623] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:19.604786] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=38.15%)
[2025-11-28T20:32:19.605043] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-11-28T20:32:19.605158] [INFO ] [sig       ] TYL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:19.740845] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TYL.txt
[2025-11-28T20:32:19.740958] [INFO ] [sig       ] [3280/3606] Completed TYL in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:19.740993] [INFO ] [sig       ] [3281/3606] Forecasting TYRA...
[2025-11-28T20:32:19.741023] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-11-28T20:32:19.741052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-11-28T20:32:19.751158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-11-28T20:32:19.751419] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-11-28T20:32:19.752156] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-11-28T20:32:19.752203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:19.752258] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:19.752285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:19.752341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:19.809377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:19.810337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:19.810443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:19.810477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:19.937548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:19.937715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:19.937755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:19.937788] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:19.941095] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=84.89%)
[2025-11-28T20:32:19.941369] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-11-28T20:32:19.941487] [INFO ] [sig       ] TYRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:20.077845] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TYRA.txt
[2025-11-28T20:32:20.078016] [INFO ] [sig       ] [3281/3606] Completed TYRA in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:20.078060] [INFO ] [sig       ] [3282/3606] Forecasting TZOO...
[2025-11-28T20:32:20.078089] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-11-28T20:32:20.078119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-11-28T20:32:20.089017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-11-28T20:32:20.089359] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-11-28T20:32:20.090149] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-11-28T20:32:20.090199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:20.090231] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:20.090257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:20.090313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:20.147367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:20.148033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:20.148116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:20.148151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:20.277960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:20.278134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:20.278173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:20.278202] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:20.281602] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=65.28%)
[2025-11-28T20:32:20.281886] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-11-28T20:32:20.282006] [INFO ] [sig       ] TZOO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:20.417560] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TZOO.txt
[2025-11-28T20:32:20.417719] [INFO ] [sig       ] [3282/3606] Completed TZOO in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:20.417756] [INFO ] [sig       ] [3283/3606] Forecasting UAA...
[2025-11-28T20:32:20.417784] [INFO ] [sig       ] Generating forecast for: UAA
[2025-11-28T20:32:20.417814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-11-28T20:32:20.428064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-11-28T20:32:20.428373] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-11-28T20:32:20.429154] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-11-28T20:32:20.429211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:20.429241] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:20.429279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:20.429335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:20.483617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:20.484202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:20.484274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:20.484305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:20.608054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:20.608235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:20.608279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:20.608308] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:20.611498] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=16.04%)
[2025-11-28T20:32:20.611773] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-11-28T20:32:20.611898] [INFO ] [sig       ] UAA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:20.748658] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UAA.txt
[2025-11-28T20:32:20.748787] [INFO ] [sig       ] [3283/3606] Completed UAA in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:20.748826] [INFO ] [sig       ] [3284/3606] Forecasting UAE...
[2025-11-28T20:32:20.748855] [INFO ] [sig       ] Generating forecast for: UAE
[2025-11-28T20:32:20.748887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-11-28T20:32:20.759217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-11-28T20:32:20.759477] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-11-28T20:32:20.760236] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-11-28T20:32:20.760284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:20.760315] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:20.760340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:20.760395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:20.816546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:20.817208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:20.817284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:20.817316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:20.937796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:20.937942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:20.937981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:20.938093] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:20.941444] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-11-28T20:32:20.941732] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-11-28T20:32:20.941849] [INFO ] [sig       ] UAE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:21.079318] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UAE.txt
[2025-11-28T20:32:21.079443] [INFO ] [sig       ] [3284/3606] Completed UAE in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:21.079481] [INFO ] [sig       ] [3285/3606] Forecasting UAL...
[2025-11-28T20:32:21.079509] [INFO ] [sig       ] Generating forecast for: UAL
[2025-11-28T20:32:21.079538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-11-28T20:32:21.089670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-11-28T20:32:21.089969] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-11-28T20:32:21.090731] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-11-28T20:32:21.090779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:21.090809] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:21.090835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:21.090889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:21.146814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:21.147439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:21.147514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:21.147546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:21.268236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:21.268397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:21.268434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:21.268462] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:21.271729] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-11-28T20:32:21.272013] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-11-28T20:32:21.272135] [INFO ] [sig       ] UAL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:21.410981] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UAL.txt
[2025-11-28T20:32:21.411115] [INFO ] [sig       ] [3285/3606] Completed UAL in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:21.411152] [INFO ] [sig       ] [3286/3606] Forecasting UBFO...
[2025-11-28T20:32:21.411180] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-11-28T20:32:21.411209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-11-28T20:32:21.421557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-11-28T20:32:21.421870] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-11-28T20:32:21.422601] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-11-28T20:32:21.422650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:21.422680] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:21.422704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:21.422763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:21.476923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:21.477503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:21.477590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:21.477623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:21.589303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:21.589444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:21.589481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:21.589509] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:21.592738] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-11-28T20:32:21.592999] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-11-28T20:32:21.593113] [INFO ] [sig       ] UBFO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:21.727991] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UBFO.txt
[2025-11-28T20:32:21.728183] [INFO ] [sig       ] [3286/3606] Completed UBFO in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:21.728225] [INFO ] [sig       ] [3287/3606] Forecasting UBND...
[2025-11-28T20:32:21.728257] [INFO ] [sig       ] Generating forecast for: UBND
[2025-11-28T20:32:21.728296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-11-28T20:32:21.738216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-11-28T20:32:21.738477] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-11-28T20:32:21.739222] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-11-28T20:32:21.739271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:21.739300] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:21.739325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:21.739379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:21.794286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:21.795120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:21.795197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:21.795228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:21.912554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:21.912709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:21.912746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:21.912773] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:21.915956] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=54.20%)
[2025-11-28T20:32:21.916220] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-11-28T20:32:21.916332] [INFO ] [sig       ] UBND: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:22.054480] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UBND.txt
[2025-11-28T20:32:22.054655] [INFO ] [sig       ] [3287/3606] Completed UBND in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:22.054695] [INFO ] [sig       ] [3288/3606] Forecasting UBRL...
[2025-11-28T20:32:22.054723] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-11-28T20:32:22.054761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-11-28T20:32:22.065153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-11-28T20:32:22.065421] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-11-28T20:32:22.066181] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-11-28T20:32:22.066239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:22.066269] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:22.066295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:22.066348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:22.126103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:22.127099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:22.127194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:22.127242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:22.249021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:22.249167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:22.249205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:22.249232] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:22.252443] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: DOWN (p=36.96%)
[2025-11-28T20:32:22.252724] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-11-28T20:32:22.252841] [INFO ] [sig       ] UBRL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:22.393862] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UBRL.txt
[2025-11-28T20:32:22.394022] [INFO ] [sig       ] [3288/3606] Completed UBRL in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:22.394061] [INFO ] [sig       ] [3289/3606] Forecasting UBS...
[2025-11-28T20:32:22.394090] [INFO ] [sig       ] Generating forecast for: UBS
[2025-11-28T20:32:22.394124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-11-28T20:32:22.404368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-11-28T20:32:22.404656] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-11-28T20:32:22.405368] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-11-28T20:32:22.405417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:22.405447] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:22.405472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:22.405527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:22.459479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:22.460158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:22.460231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:22.460262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:22.583961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:22.584123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:22.584165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:22.584192] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:22.587434] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-11-28T20:32:22.587728] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-11-28T20:32:22.587847] [INFO ] [sig       ] UBS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:22.727430] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UBS.txt
[2025-11-28T20:32:22.727595] [INFO ] [sig       ] [3289/3606] Completed UBS in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:22.727652] [INFO ] [sig       ] [3290/3606] Forecasting UBSI...
[2025-11-28T20:32:22.727682] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-11-28T20:32:22.727713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-11-28T20:32:22.742487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-11-28T20:32:22.742971] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-11-28T20:32:22.744111] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-11-28T20:32:22.744178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:22.744227] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:22.744278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:22.744370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:22.808805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:22.809668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:22.809750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:22.809782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:22.925650] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:22.925796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:22.925834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:22.925861] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:22.929172] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=79.79%)
[2025-11-28T20:32:22.929452] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-11-28T20:32:22.929594] [INFO ] [sig       ] UBSI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:23.066608] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UBSI.txt
[2025-11-28T20:32:23.066761] [INFO ] [sig       ] [3290/3606] Completed UBSI in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:23.066801] [INFO ] [sig       ] [3291/3606] Forecasting UDMY...
[2025-11-28T20:32:23.066829] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-11-28T20:32:23.066859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-11-28T20:32:23.077752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-11-28T20:32:23.078149] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-11-28T20:32:23.078920] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-11-28T20:32:23.078969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:23.078998] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:23.079024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:23.079078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:23.135440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:23.136444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:23.136664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:23.136700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:23.250677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:23.250824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:23.250861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:23.250889] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:23.254103] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-11-28T20:32:23.254411] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-11-28T20:32:23.254537] [INFO ] [sig       ] UDMY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:23.402804] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UDMY.txt
[2025-11-28T20:32:23.402959] [INFO ] [sig       ] [3291/3606] Completed UDMY in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.8m
[2025-11-28T20:32:23.402997] [INFO ] [sig       ] [3292/3606] Forecasting UE...
[2025-11-28T20:32:23.403026] [INFO ] [sig       ] Generating forecast for: UE
[2025-11-28T20:32:23.403056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-11-28T20:32:23.414206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-11-28T20:32:23.414624] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-11-28T20:32:23.415404] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-11-28T20:32:23.415455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:23.415486] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:23.415512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:23.415567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:23.471429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:23.472338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:23.472430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:23.472463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:23.592220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:23.592362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:23.592399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:23.592427] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:23.595653] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=40.10%)
[2025-11-28T20:32:23.595912] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-11-28T20:32:23.596024] [INFO ] [sig       ] UE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:23.733038] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UE.txt
[2025-11-28T20:32:23.733180] [INFO ] [sig       ] [3292/3606] Completed UE in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.7m
[2025-11-28T20:32:23.733217] [INFO ] [sig       ] [3293/3606] Forecasting UEIC...
[2025-11-28T20:32:23.733244] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-11-28T20:32:23.733274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-11-28T20:32:23.746309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-11-28T20:32:23.746722] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-11-28T20:32:23.747496] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-11-28T20:32:23.747547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:23.747595] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:23.747624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:23.747681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:23.805320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:23.806136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:23.806218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:23.806250] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:23.940100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:23.940252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:23.940303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:23.940335] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:23.944413] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-11-28T20:32:23.944854] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-11-28T20:32:23.945023] [INFO ] [sig       ] UEIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:24.095917] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UEIC.txt
[2025-11-28T20:32:24.096093] [INFO ] [sig       ] [3293/3606] Completed UEIC in 0.4s | 2.99 sym/s | Total: 18.3m | ETA: 1.7m
[2025-11-28T20:32:24.096140] [INFO ] [sig       ] [3294/3606] Forecasting UFCS...
[2025-11-28T20:32:24.096171] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-11-28T20:32:24.096204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-11-28T20:32:24.107693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-11-28T20:32:24.108125] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-11-28T20:32:24.108979] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-11-28T20:32:24.109032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:24.109064] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:24.109091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:24.109148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:24.166843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:24.167871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:24.167971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:24.168026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:24.297618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:24.297768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:24.297807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:24.297835] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:24.301485] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-11-28T20:32:24.301797] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-11-28T20:32:24.301929] [INFO ] [sig       ] UFCS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:24.498467] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UFCS.txt
[2025-11-28T20:32:24.498732] [INFO ] [sig       ] [3294/3606] Completed UFCS in 0.4s | 2.99 sym/s | Total: 18.3m | ETA: 1.7m
[2025-11-28T20:32:24.498790] [INFO ] [sig       ] [3295/3606] Forecasting UFI...
[2025-11-28T20:32:24.498831] [INFO ] [sig       ] Generating forecast for: UFI
[2025-11-28T20:32:24.498875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-11-28T20:32:24.510759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-11-28T20:32:24.511183] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-11-28T20:32:24.512030] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-11-28T20:32:24.512082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:24.512116] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:24.512144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:24.512199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:24.576153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:24.577214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:24.577323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:24.577358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:24.710056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:24.710222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:24.710263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:24.710291] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:24.714423] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-11-28T20:32:24.714823] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-11-28T20:32:24.714968] [INFO ] [sig       ] UFI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:24.882480] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UFI.txt
[2025-11-28T20:32:24.882667] [INFO ] [sig       ] [3295/3606] Completed UFI in 0.4s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:24.882710] [INFO ] [sig       ] [3296/3606] Forecasting UFO...
[2025-11-28T20:32:24.882740] [INFO ] [sig       ] Generating forecast for: UFO
[2025-11-28T20:32:24.882773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-11-28T20:32:24.894461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-11-28T20:32:24.894948] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-11-28T20:32:24.895785] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-11-28T20:32:24.895853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:24.895886] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:24.895913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:24.895968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:24.953818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:24.954708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:24.954795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:24.954829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:25.082894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:25.083070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:25.083118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:25.083151] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:25.086896] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-11-28T20:32:25.087274] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-11-28T20:32:25.087445] [INFO ] [sig       ] UFO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:25.232155] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UFO.txt
[2025-11-28T20:32:25.232319] [INFO ] [sig       ] [3296/3606] Completed UFO in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:25.232357] [INFO ] [sig       ] [3297/3606] Forecasting UFPI...
[2025-11-28T20:32:25.232385] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-11-28T20:32:25.232413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-11-28T20:32:25.243928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-11-28T20:32:25.244289] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-11-28T20:32:25.245119] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-11-28T20:32:25.245170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:25.245202] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:25.245227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:25.245289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:25.304534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:25.305429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:25.305513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:25.305547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:25.428744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:25.428892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:25.428932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:25.428961] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:25.432786] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-11-28T20:32:25.433095] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-11-28T20:32:25.433236] [INFO ] [sig       ] UFPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:25.569768] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UFPI.txt
[2025-11-28T20:32:25.569908] [INFO ] [sig       ] [3297/3606] Completed UFPI in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:25.569945] [INFO ] [sig       ] [3298/3606] Forecasting UGI...
[2025-11-28T20:32:25.569973] [INFO ] [sig       ] Generating forecast for: UGI
[2025-11-28T20:32:25.570003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-11-28T20:32:25.580470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-11-28T20:32:25.580820] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-11-28T20:32:25.581558] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-11-28T20:32:25.581630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:25.581684] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:25.581712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:25.581769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:25.636684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:25.637460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:25.637541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:25.637591] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:25.758283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:25.758442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:25.758487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:25.758518] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:25.762006] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-11-28T20:32:25.762307] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-11-28T20:32:25.762434] [INFO ] [sig       ] UGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:25.897299] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UGI.txt
[2025-11-28T20:32:25.897436] [INFO ] [sig       ] [3298/3606] Completed UGI in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:25.897474] [INFO ] [sig       ] [3299/3606] Forecasting UGP...
[2025-11-28T20:32:25.897503] [INFO ] [sig       ] Generating forecast for: UGP
[2025-11-28T20:32:25.897535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-11-28T20:32:25.908325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-11-28T20:32:25.908669] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-11-28T20:32:25.909412] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-11-28T20:32:25.909463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:25.909494] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:25.909521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:25.909603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:25.964366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:25.965117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:25.965193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:25.965224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:26.084632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:26.084782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:26.084828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:26.084857] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:26.088217] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-11-28T20:32:26.088496] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-11-28T20:32:26.088641] [INFO ] [sig       ] UGP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:26.223957] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UGP.txt
[2025-11-28T20:32:26.224090] [INFO ] [sig       ] [3299/3606] Completed UGP in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:26.224143] [INFO ] [sig       ] [3300/3606] Forecasting UHAL...
[2025-11-28T20:32:26.224176] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-11-28T20:32:26.224214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-11-28T20:32:26.235135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-11-28T20:32:26.235505] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-11-28T20:32:26.236293] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-11-28T20:32:26.236344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:26.236377] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:26.236405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:26.236461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:26.295028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:26.295916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:26.295999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:26.296031] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:26.432003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:26.432181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:26.432239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:26.432280] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:26.435892] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=62.62%)
[2025-11-28T20:32:26.436228] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-11-28T20:32:26.436371] [INFO ] [sig       ] UHAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:26.582903] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UHAL.txt
[2025-11-28T20:32:26.583056] [INFO ] [sig       ] [3300/3606] Completed UHAL in 0.4s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:26.583095] [INFO ] [sig       ] [3301/3606] Forecasting UHG...
[2025-11-28T20:32:26.583123] [INFO ] [sig       ] Generating forecast for: UHG
[2025-11-28T20:32:26.583156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-11-28T20:32:26.593792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-11-28T20:32:26.594110] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-11-28T20:32:26.594853] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-11-28T20:32:26.594900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:26.594930] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:26.594956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:26.595009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:26.649894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:26.650763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:26.650842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:26.650873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:26.765381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:26.765522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:26.765558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:26.765629] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:26.768918] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=64.82%)
[2025-11-28T20:32:26.769183] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-11-28T20:32:26.769309] [INFO ] [sig       ] UHG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:26.903290] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UHG.txt
[2025-11-28T20:32:26.903414] [INFO ] [sig       ] [3301/3606] Completed UHG in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:26.903450] [INFO ] [sig       ] [3302/3606] Forecasting UHS...
[2025-11-28T20:32:26.903478] [INFO ] [sig       ] Generating forecast for: UHS
[2025-11-28T20:32:26.903507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-11-28T20:32:26.913758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-11-28T20:32:26.914007] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-11-28T20:32:26.914756] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-11-28T20:32:26.914804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:26.914834] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:26.914859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:26.914913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:26.968857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:26.969448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:26.969521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:26.969552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:27.089695] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:27.089831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:27.089867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:27.089893] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:27.093069] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-11-28T20:32:27.093331] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-11-28T20:32:27.093442] [INFO ] [sig       ] UHS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:27.227889] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UHS.txt
[2025-11-28T20:32:27.228020] [INFO ] [sig       ] [3302/3606] Completed UHS in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:27.228058] [INFO ] [sig       ] [3303/3606] Forecasting UI...
[2025-11-28T20:32:27.228085] [INFO ] [sig       ] Generating forecast for: UI
[2025-11-28T20:32:27.228114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-11-28T20:32:27.238520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-11-28T20:32:27.238839] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-11-28T20:32:27.239616] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-11-28T20:32:27.239664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:27.239693] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:27.239719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:27.239774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:27.294280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:27.294901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:27.294973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:27.295005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:27.412271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:27.412415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:27.412473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:27.412502] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:27.415751] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-11-28T20:32:27.416009] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-11-28T20:32:27.416124] [INFO ] [sig       ] UI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:27.550760] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UI.txt
[2025-11-28T20:32:27.550874] [INFO ] [sig       ] [3303/3606] Completed UI in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:27.550910] [INFO ] [sig       ] [3304/3606] Forecasting UIS...
[2025-11-28T20:32:27.550939] [INFO ] [sig       ] Generating forecast for: UIS
[2025-11-28T20:32:27.550969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-11-28T20:32:27.561842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-11-28T20:32:27.562151] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-11-28T20:32:27.562931] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-11-28T20:32:27.562980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:27.563010] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:27.563035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:27.563089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:27.618197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:27.619001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:27.619084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:27.619115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:27.746536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:27.746695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:27.746734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:27.746761] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:27.750137] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=12.11%)
[2025-11-28T20:32:27.750436] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-11-28T20:32:27.750556] [INFO ] [sig       ] UIS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:27.887962] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UIS.txt
[2025-11-28T20:32:27.888138] [INFO ] [sig       ] [3304/3606] Completed UIS in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:27.888176] [INFO ] [sig       ] [3305/3606] Forecasting UITB...
[2025-11-28T20:32:27.888205] [INFO ] [sig       ] Generating forecast for: UITB
[2025-11-28T20:32:27.888235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-11-28T20:32:27.898465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-11-28T20:32:27.898819] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-11-28T20:32:27.899594] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-11-28T20:32:27.899648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:27.899682] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:27.899709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:27.899765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:27.957331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:27.958182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:27.958286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:27.958318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:28.072141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:28.072285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:28.072321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:28.072348] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:28.075523] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-11-28T20:32:28.075801] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-11-28T20:32:28.075915] [INFO ] [sig       ] UITB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:28.215954] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UITB.txt
[2025-11-28T20:32:28.216111] [INFO ] [sig       ] [3305/3606] Completed UITB in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:28.216157] [INFO ] [sig       ] [3306/3606] Forecasting UL...
[2025-11-28T20:32:28.216201] [INFO ] [sig       ] Generating forecast for: UL
[2025-11-28T20:32:28.216235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-11-28T20:32:28.227633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-11-28T20:32:28.227989] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-11-28T20:32:28.229005] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-11-28T20:32:28.229057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:28.229088] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:28.229116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:28.229172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:28.287535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:28.288449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:28.288527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:28.288558] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:28.412954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:28.413086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:28.413122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:28.413148] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:28.416319] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-11-28T20:32:28.416604] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-11-28T20:32:28.416729] [INFO ] [sig       ] UL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:28.554200] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UL.txt
[2025-11-28T20:32:28.554320] [INFO ] [sig       ] [3306/3606] Completed UL in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:28.554356] [INFO ] [sig       ] [3307/3606] Forecasting ULBI...
[2025-11-28T20:32:28.554384] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-11-28T20:32:28.554414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-11-28T20:32:28.564828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-11-28T20:32:28.565130] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-11-28T20:32:28.565870] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-11-28T20:32:28.565918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:28.565948] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:28.565985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:28.566041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:28.621313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:28.621967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:28.622039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:28.622070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:28.739963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:28.740108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:28.740147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:28.740175] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:28.743483] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2025-11-28T20:32:28.743793] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-11-28T20:32:28.743917] [INFO ] [sig       ] ULBI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:28.882663] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ULBI.txt
[2025-11-28T20:32:28.882811] [INFO ] [sig       ] [3307/3606] Completed ULBI in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:28.882850] [INFO ] [sig       ] [3308/3606] Forecasting ULCC...
[2025-11-28T20:32:28.882878] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-11-28T20:32:28.882908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-11-28T20:32:28.893281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-11-28T20:32:28.893683] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-11-28T20:32:28.894445] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-11-28T20:32:28.894497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:28.894529] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:28.894557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:28.894663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:28.949176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:28.949971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:28.950095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:28.950145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:29.068454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:29.068610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:29.068649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:29.068678] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:29.071917] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=50.93%)
[2025-11-28T20:32:29.072181] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-11-28T20:32:29.072300] [INFO ] [sig       ] ULCC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:29.208867] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ULCC.txt
[2025-11-28T20:32:29.209043] [INFO ] [sig       ] [3308/3606] Completed ULCC in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:29.209083] [INFO ] [sig       ] [3309/3606] Forecasting ULH...
[2025-11-28T20:32:29.209113] [INFO ] [sig       ] Generating forecast for: ULH
[2025-11-28T20:32:29.209145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-11-28T20:32:29.219618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-11-28T20:32:29.219954] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-11-28T20:32:29.220726] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-11-28T20:32:29.220775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:29.220805] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:29.220830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:29.220885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:29.277314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:29.278267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:29.278372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:29.278419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:29.399466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:29.399598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:29.399640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:29.399669] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:29.402998] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-11-28T20:32:29.403295] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-11-28T20:32:29.403427] [INFO ] [sig       ] ULH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:29.541969] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ULH.txt
[2025-11-28T20:32:29.542108] [INFO ] [sig       ] [3309/3606] Completed ULH in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.7m
[2025-11-28T20:32:29.542146] [INFO ] [sig       ] [3310/3606] Forecasting ULTA...
[2025-11-28T20:32:29.542174] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-11-28T20:32:29.542204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-11-28T20:32:29.552725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-11-28T20:32:29.553066] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-11-28T20:32:29.553821] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-11-28T20:32:29.553869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:29.553899] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:29.553925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:29.553980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:29.608252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:29.608876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:29.608951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:29.608981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:29.723901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:29.724055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:29.724102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:29.724133] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:29.727591] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=48.96%)
[2025-11-28T20:32:29.727869] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-11-28T20:32:29.727989] [INFO ] [sig       ] ULTA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:29.864315] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ULTA.txt
[2025-11-28T20:32:29.864469] [INFO ] [sig       ] [3310/3606] Completed ULTA in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.6m
[2025-11-28T20:32:29.864514] [INFO ] [sig       ] [3311/3606] Forecasting ULY...
[2025-11-28T20:32:29.864543] [INFO ] [sig       ] Generating forecast for: ULY
[2025-11-28T20:32:29.864603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-11-28T20:32:29.874950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-11-28T20:32:29.875254] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-11-28T20:32:29.876037] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-11-28T20:32:29.876087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:29.876117] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:29.876144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:29.876199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:29.936339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:29.937187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:29.937269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:29.937305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:30.056804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:30.056955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:30.056993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:30.057020] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:30.060409] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=77.62%)
[2025-11-28T20:32:30.060713] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-11-28T20:32:30.060844] [INFO ] [sig       ] ULY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:30.197834] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ULY.txt
[2025-11-28T20:32:30.197980] [INFO ] [sig       ] [3311/3606] Completed ULY in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.6m
[2025-11-28T20:32:30.198048] [INFO ] [sig       ] [3312/3606] Forecasting UMBF...
[2025-11-28T20:32:30.198080] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-11-28T20:32:30.198112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-11-28T20:32:30.208290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-11-28T20:32:30.208564] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-11-28T20:32:30.209314] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-11-28T20:32:30.209364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:30.209396] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:30.209423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:30.209479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:30.264744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:30.265367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:30.265441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:30.265472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:30.382013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:30.382158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:30.382194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:30.382221] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:30.385535] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-11-28T20:32:30.385822] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-11-28T20:32:30.385941] [INFO ] [sig       ] UMBF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:30.524711] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UMBF.txt
[2025-11-28T20:32:30.524856] [INFO ] [sig       ] [3312/3606] Completed UMBF in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.6m
[2025-11-28T20:32:30.524894] [INFO ] [sig       ] [3313/3606] Forecasting UMC...
[2025-11-28T20:32:30.524922] [INFO ] [sig       ] Generating forecast for: UMC
[2025-11-28T20:32:30.524952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-11-28T20:32:30.535350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-11-28T20:32:30.535655] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-11-28T20:32:30.536455] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-11-28T20:32:30.536508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:30.536538] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:30.536565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:30.536648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:30.593597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:30.594298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:30.594376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:30.594409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:30.716635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:30.716788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:30.716836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:30.716873] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:30.720866] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-11-28T20:32:30.721163] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-11-28T20:32:30.721290] [INFO ] [sig       ] UMC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:30.864983] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UMC.txt
[2025-11-28T20:32:30.865126] [INFO ] [sig       ] [3313/3606] Completed UMC in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:30.865163] [INFO ] [sig       ] [3314/3606] Forecasting UMH...
[2025-11-28T20:32:30.865191] [INFO ] [sig       ] Generating forecast for: UMH
[2025-11-28T20:32:30.865221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-11-28T20:32:30.875981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-11-28T20:32:30.876288] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-11-28T20:32:30.877029] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-11-28T20:32:30.877078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:30.877108] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:30.877134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:30.877188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:30.934076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:30.934896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:30.934975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:30.935006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:31.055011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:31.055161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:31.055199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:31.055228] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:31.058912] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=14.10%)
[2025-11-28T20:32:31.059231] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-11-28T20:32:31.059366] [INFO ] [sig       ] UMH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:31.195206] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UMH.txt
[2025-11-28T20:32:31.195330] [INFO ] [sig       ] [3314/3606] Completed UMH in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:31.195367] [INFO ] [sig       ] [3315/3606] Forecasting UMMA...
[2025-11-28T20:32:31.195395] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-11-28T20:32:31.195424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-11-28T20:32:31.205882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-11-28T20:32:31.206192] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-11-28T20:32:31.206955] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-11-28T20:32:31.207006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:31.207061] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:31.207089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:31.207144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:31.263375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:31.264481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:31.264560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:31.264612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:31.379512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:31.379670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:31.379710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:31.379738] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:31.382991] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-11-28T20:32:31.383259] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-11-28T20:32:31.383376] [INFO ] [sig       ] UMMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:31.521272] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UMMA.txt
[2025-11-28T20:32:31.521397] [INFO ] [sig       ] [3315/3606] Completed UMMA in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:31.521435] [INFO ] [sig       ] [3316/3606] Forecasting UNCY...
[2025-11-28T20:32:31.521463] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-11-28T20:32:31.521491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-11-28T20:32:31.532442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-11-28T20:32:31.532827] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-11-28T20:32:31.533720] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-11-28T20:32:31.533769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:31.533799] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:31.533824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:31.533877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:31.591350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:31.592204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:31.592287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:31.592323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:31.719198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:31.719347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:31.719387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:31.719416] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:31.723027] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=33.01%)
[2025-11-28T20:32:31.723319] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-11-28T20:32:31.723462] [INFO ] [sig       ] UNCY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:31.868135] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UNCY.txt
[2025-11-28T20:32:31.868291] [INFO ] [sig       ] [3316/3606] Completed UNCY in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:31.868335] [INFO ] [sig       ] [3317/3606] Forecasting UNF...
[2025-11-28T20:32:31.868363] [INFO ] [sig       ] Generating forecast for: UNF
[2025-11-28T20:32:31.868394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-11-28T20:32:31.879369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-11-28T20:32:31.879759] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-11-28T20:32:31.880506] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-11-28T20:32:31.880555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:31.880604] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:31.880631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:31.880685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:31.936817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:31.937640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:31.937719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:31.937752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:32.068246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:32.068397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:32.068437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:32.068465] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:32.071789] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-11-28T20:32:32.072054] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-11-28T20:32:32.072175] [INFO ] [sig       ] UNF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:32.208684] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UNF.txt
[2025-11-28T20:32:32.208812] [INFO ] [sig       ] [3317/3606] Completed UNF in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:32.208849] [INFO ] [sig       ] [3318/3606] Forecasting UNFI...
[2025-11-28T20:32:32.208877] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-11-28T20:32:32.208907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-11-28T20:32:32.219314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-11-28T20:32:32.219636] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-11-28T20:32:32.220377] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-11-28T20:32:32.220425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:32.220454] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:32.220479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:32.220546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:32.277474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:32.278223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:32.278305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:32.278338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:32.404629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:32.404783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:32.404823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:32.404884] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:32.408334] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-11-28T20:32:32.408654] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-11-28T20:32:32.408790] [INFO ] [sig       ] UNFI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:32.547619] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UNFI.txt
[2025-11-28T20:32:32.547762] [INFO ] [sig       ] [3318/3606] Completed UNFI in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:32.547802] [INFO ] [sig       ] [3319/3606] Forecasting UNH...
[2025-11-28T20:32:32.547833] [INFO ] [sig       ] Generating forecast for: UNH
[2025-11-28T20:32:32.547864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-11-28T20:32:32.558393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-11-28T20:32:32.558734] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-11-28T20:32:32.559486] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-11-28T20:32:32.559537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:32.559568] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:32.559618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:32.559674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:32.615955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:32.616818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:32.616901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:32.616934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:32.734443] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:32.734606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:32.734647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:32.734675] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:32.738077] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: DOWN (p=34.24%)
[2025-11-28T20:32:32.738350] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-11-28T20:32:32.738474] [INFO ] [sig       ] UNH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:32.878403] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UNH.txt
[2025-11-28T20:32:32.878543] [INFO ] [sig       ] [3319/3606] Completed UNH in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:32.878600] [INFO ] [sig       ] [3320/3606] Forecasting UNM...
[2025-11-28T20:32:32.878632] [INFO ] [sig       ] Generating forecast for: UNM
[2025-11-28T20:32:32.878664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-11-28T20:32:32.889899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-11-28T20:32:32.890316] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-11-28T20:32:32.891160] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-11-28T20:32:32.891229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:32.891263] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:32.891289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:32.891345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:32.950128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:32.950972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:32.951056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:32.951089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:33.071680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:33.071826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:33.071864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:33.071892] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:33.075098] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-11-28T20:32:33.075441] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-11-28T20:32:33.075633] [INFO ] [sig       ] UNM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:33.211283] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UNM.txt
[2025-11-28T20:32:33.211419] [INFO ] [sig       ] [3320/3606] Completed UNM in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:33.211457] [INFO ] [sig       ] [3321/3606] Forecasting UNMA...
[2025-11-28T20:32:33.211485] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-11-28T20:32:33.211515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-11-28T20:32:33.221881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-11-28T20:32:33.222204] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-11-28T20:32:33.223028] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-11-28T20:32:33.223079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:33.223109] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:33.223134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:33.223188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:33.277966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:33.278746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:33.278825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:33.278858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:33.388608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:33.388756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:33.388793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:33.388819] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:33.392114] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-11-28T20:32:33.392380] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-11-28T20:32:33.392498] [INFO ] [sig       ] UNMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:33.527689] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UNMA.txt
[2025-11-28T20:32:33.527828] [INFO ] [sig       ] [3321/3606] Completed UNMA in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:33.527865] [INFO ] [sig       ] [3322/3606] Forecasting UNP...
[2025-11-28T20:32:33.527893] [INFO ] [sig       ] Generating forecast for: UNP
[2025-11-28T20:32:33.527922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-11-28T20:32:33.538101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-11-28T20:32:33.538419] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-11-28T20:32:33.539157] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-11-28T20:32:33.539207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:33.539237] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:33.539262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:33.539316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:33.593917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:33.594693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:33.594770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:33.594807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:33.711615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:33.711774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:33.711812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:33.711839] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:33.715054] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=89.03%)
[2025-11-28T20:32:33.715311] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-11-28T20:32:33.715430] [INFO ] [sig       ] UNP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:33.853506] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UNP.txt
[2025-11-28T20:32:33.853648] [INFO ] [sig       ] [3322/3606] Completed UNP in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:33.853688] [INFO ] [sig       ] [3323/3606] Forecasting UNTY...
[2025-11-28T20:32:33.853715] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-11-28T20:32:33.853744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-11-28T20:32:33.864884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-11-28T20:32:33.865185] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-11-28T20:32:33.865930] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-11-28T20:32:33.865981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:33.866012] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:33.866037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:33.866094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:33.921029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:33.921646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:33.921718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:33.921749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:34.037517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:34.037673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:34.037711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:34.037738] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:34.040932] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=27.89%)
[2025-11-28T20:32:34.041191] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-11-28T20:32:34.041306] [INFO ] [sig       ] UNTY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:34.176719] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UNTY.txt
[2025-11-28T20:32:34.176855] [INFO ] [sig       ] [3323/3606] Completed UNTY in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:34.176893] [INFO ] [sig       ] [3324/3606] Forecasting UONE...
[2025-11-28T20:32:34.176921] [INFO ] [sig       ] Generating forecast for: UONE
[2025-11-28T20:32:34.176951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-11-28T20:32:34.187367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-11-28T20:32:34.187689] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-11-28T20:32:34.188428] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-11-28T20:32:34.188476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:34.188505] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:34.188530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:34.188607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:34.243716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:34.244564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:34.244663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:34.244694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:34.351635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:34.351780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:34.351817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:34.351844] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:34.355024] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-11-28T20:32:34.355278] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-11-28T20:32:34.355389] [INFO ] [sig       ] UONE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:34.491104] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UONE.txt
[2025-11-28T20:32:34.491229] [INFO ] [sig       ] [3324/3606] Completed UONE in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:34.491266] [INFO ] [sig       ] [3325/3606] Forecasting UPBD...
[2025-11-28T20:32:34.491294] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-11-28T20:32:34.491322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-11-28T20:32:34.501826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-11-28T20:32:34.502115] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-11-28T20:32:34.502870] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-11-28T20:32:34.502918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:34.502947] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:34.502974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:34.503028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:34.559116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:34.559781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:34.559881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:34.559914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:34.680821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:34.680965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:34.681003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:34.681032] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:34.684316] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=42.60%)
[2025-11-28T20:32:34.684607] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-11-28T20:32:34.684728] [INFO ] [sig       ] UPBD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:34.822872] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UPBD.txt
[2025-11-28T20:32:34.823004] [INFO ] [sig       ] [3325/3606] Completed UPBD in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:34.823043] [INFO ] [sig       ] [3326/3606] Forecasting UPC...
[2025-11-28T20:32:34.823073] [INFO ] [sig       ] Generating forecast for: UPC
[2025-11-28T20:32:34.823104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-11-28T20:32:34.833625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-11-28T20:32:34.833917] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-11-28T20:32:34.834701] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-11-28T20:32:34.834758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:34.834790] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:34.834817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:34.834872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:34.890455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:34.891085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:34.891157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:34.891188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:35.002879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:35.003021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:35.003058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:35.003086] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:35.006314] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-11-28T20:32:35.006627] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-11-28T20:32:35.006742] [INFO ] [sig       ] UPC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:35.144683] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UPC.txt
[2025-11-28T20:32:35.144803] [INFO ] [sig       ] [3326/3606] Completed UPC in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:35.144840] [INFO ] [sig       ] [3327/3606] Forecasting UPLD...
[2025-11-28T20:32:35.144868] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-11-28T20:32:35.144898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-11-28T20:32:35.155553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-11-28T20:32:35.155860] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-11-28T20:32:35.156617] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-11-28T20:32:35.156670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:35.156700] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:35.156725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:35.156779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:35.212293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:35.213164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:35.213250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:35.213282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:35.331044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:35.331196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:35.331252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:35.331280] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:35.334522] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-11-28T20:32:35.334793] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-11-28T20:32:35.334907] [INFO ] [sig       ] UPLD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:35.472158] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UPLD.txt
[2025-11-28T20:32:35.472305] [INFO ] [sig       ] [3327/3606] Completed UPLD in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.6m
[2025-11-28T20:32:35.472343] [INFO ] [sig       ] [3328/3606] Forecasting UPS...
[2025-11-28T20:32:35.472372] [INFO ] [sig       ] Generating forecast for: UPS
[2025-11-28T20:32:35.472402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-11-28T20:32:35.485943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-11-28T20:32:35.486489] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-11-28T20:32:35.487449] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-11-28T20:32:35.487503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:35.487538] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:35.487566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:35.487653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:35.547820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:35.548931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:35.549033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:35.549073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:35.680932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:35.681087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:35.681127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:35.681156] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:35.684459] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-11-28T20:32:35.684740] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-11-28T20:32:35.684861] [INFO ] [sig       ] UPS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:35.820481] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UPS.txt
[2025-11-28T20:32:35.820652] [INFO ] [sig       ] [3328/3606] Completed UPS in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.5m
[2025-11-28T20:32:35.820693] [INFO ] [sig       ] [3329/3606] Forecasting UPWK...
[2025-11-28T20:32:35.820722] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-11-28T20:32:35.820751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-11-28T20:32:35.831177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-11-28T20:32:35.831428] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-11-28T20:32:35.832170] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-11-28T20:32:35.832220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:35.832250] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:35.832276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:35.832330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:35.888038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:35.888726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:35.888803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:35.888835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:36.013028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:36.013183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:36.013220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:36.013247] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:36.016539] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=56.78%)
[2025-11-28T20:32:36.016816] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-11-28T20:32:36.016929] [INFO ] [sig       ] UPWK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:36.153807] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UPWK.txt
[2025-11-28T20:32:36.153929] [INFO ] [sig       ] [3329/3606] Completed UPWK in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.5m
[2025-11-28T20:32:36.153967] [INFO ] [sig       ] [3330/3606] Forecasting UPXI...
[2025-11-28T20:32:36.153995] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-11-28T20:32:36.154024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-11-28T20:32:36.164125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-11-28T20:32:36.164391] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-11-28T20:32:36.165173] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-11-28T20:32:36.165223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:36.165255] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:36.165282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:36.165347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:36.222491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:36.223171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:36.223248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:36.223281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:36.340893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:36.341032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:36.341070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:36.341098] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:36.344612] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=34.94%)
[2025-11-28T20:32:36.344880] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-11-28T20:32:36.345001] [INFO ] [sig       ] UPXI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:36.482323] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UPXI.txt
[2025-11-28T20:32:36.482464] [INFO ] [sig       ] [3330/3606] Completed UPXI in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.5m
[2025-11-28T20:32:36.482500] [INFO ] [sig       ] [3331/3606] Forecasting URBN...
[2025-11-28T20:32:36.482529] [INFO ] [sig       ] Generating forecast for: URBN
[2025-11-28T20:32:36.482558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-11-28T20:32:36.492962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-11-28T20:32:36.493274] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-11-28T20:32:36.494066] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-11-28T20:32:36.494118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:36.494163] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:36.494192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:36.494248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:36.554412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:36.555101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:36.555177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:36.555210] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:36.679402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:36.679554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:36.679610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:36.679642] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:36.682959] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-11-28T20:32:36.683228] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-11-28T20:32:36.683348] [INFO ] [sig       ] URBN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:36.820920] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/URBN.txt
[2025-11-28T20:32:36.821059] [INFO ] [sig       ] [3331/3606] Completed URBN in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:36.821099] [INFO ] [sig       ] [3332/3606] Forecasting URGN...
[2025-11-28T20:32:36.821129] [INFO ] [sig       ] Generating forecast for: URGN
[2025-11-28T20:32:36.821161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-11-28T20:32:36.831545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-11-28T20:32:36.831831] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-11-28T20:32:36.832554] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-11-28T20:32:36.832647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:36.832701] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:36.832728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:36.832783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:36.887201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:36.887835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:36.887909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:36.887940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:37.003792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:37.003947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:37.003983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:37.004010] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:37.007250] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: UP (p=65.39%)
[2025-11-28T20:32:37.007525] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-11-28T20:32:37.007661] [INFO ] [sig       ] URGN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:37.142834] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/URGN.txt
[2025-11-28T20:32:37.142993] [INFO ] [sig       ] [3332/3606] Completed URGN in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:37.143031] [INFO ] [sig       ] [3333/3606] Forecasting URI...
[2025-11-28T20:32:37.143059] [INFO ] [sig       ] Generating forecast for: URI
[2025-11-28T20:32:37.143088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-11-28T20:32:37.153042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-11-28T20:32:37.153380] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-11-28T20:32:37.154135] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-11-28T20:32:37.154183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:37.154213] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:37.154238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:37.154291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:37.208089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:37.208945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:37.209027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:37.209059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:37.329020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:37.329179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:37.329217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:37.329244] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:37.332533] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: UP (p=76.04%)
[2025-11-28T20:32:37.332835] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-11-28T20:32:37.332962] [INFO ] [sig       ] URI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:37.468313] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/URI.txt
[2025-11-28T20:32:37.468457] [INFO ] [sig       ] [3333/3606] Completed URI in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:37.468497] [INFO ] [sig       ] [3334/3606] Forecasting URNJ...
[2025-11-28T20:32:37.468525] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-11-28T20:32:37.468554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-11-28T20:32:37.479535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-11-28T20:32:37.479914] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-11-28T20:32:37.480689] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-11-28T20:32:37.480737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:37.480767] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:37.480792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:37.480845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:37.535127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:37.535932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:37.536010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:37.536042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:37.661635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:37.661787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:37.661824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:37.661850] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:37.665090] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=83.52%)
[2025-11-28T20:32:37.665343] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-11-28T20:32:37.665459] [INFO ] [sig       ] URNJ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:37.802011] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/URNJ.txt
[2025-11-28T20:32:37.802139] [INFO ] [sig       ] [3334/3606] Completed URNJ in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:37.802185] [INFO ] [sig       ] [3335/3606] Forecasting UROY...
[2025-11-28T20:32:37.802214] [INFO ] [sig       ] Generating forecast for: UROY
[2025-11-28T20:32:37.802244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-11-28T20:32:37.812525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-11-28T20:32:37.812863] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-11-28T20:32:37.813595] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-11-28T20:32:37.813643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:37.813673] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:37.813698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:37.813753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:37.868188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:37.868979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:37.869057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:37.869091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:37.993205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:37.993349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:37.993387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:37.993443] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:37.996771] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=58.00%)
[2025-11-28T20:32:37.997034] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-11-28T20:32:37.997151] [INFO ] [sig       ] UROY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:38.137002] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UROY.txt
[2025-11-28T20:32:38.137127] [INFO ] [sig       ] [3335/3606] Completed UROY in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:38.137165] [INFO ] [sig       ] [3336/3606] Forecasting USA...
[2025-11-28T20:32:38.137192] [INFO ] [sig       ] Generating forecast for: USA
[2025-11-28T20:32:38.137223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-11-28T20:32:38.148870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-11-28T20:32:38.149277] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-11-28T20:32:38.150140] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-11-28T20:32:38.150204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:38.150250] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:38.150284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:38.150339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:38.207836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:38.208730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:38.208814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:38.208847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:38.332992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:38.333145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:38.333186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:38.333215] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:38.336708] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-11-28T20:32:38.336983] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-11-28T20:32:38.337123] [INFO ] [sig       ] USA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:38.482078] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/USA.txt
[2025-11-28T20:32:38.482210] [INFO ] [sig       ] [3336/3606] Completed USA in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:38.482248] [INFO ] [sig       ] [3337/3606] Forecasting USAC...
[2025-11-28T20:32:38.482277] [INFO ] [sig       ] Generating forecast for: USAC
[2025-11-28T20:32:38.482307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-11-28T20:32:38.493271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-11-28T20:32:38.493640] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-11-28T20:32:38.494390] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-11-28T20:32:38.494439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:38.494468] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:38.494493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:38.494548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:38.548716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:38.549606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:38.549685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:38.549716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:38.666594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:38.666753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:38.666792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:38.666822] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:38.670197] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=71.25%)
[2025-11-28T20:32:38.670511] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-11-28T20:32:38.670666] [INFO ] [sig       ] USAC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:38.805942] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/USAC.txt
[2025-11-28T20:32:38.806081] [INFO ] [sig       ] [3337/3606] Completed USAC in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:38.806119] [INFO ] [sig       ] [3338/3606] Forecasting USB...
[2025-11-28T20:32:38.806147] [INFO ] [sig       ] Generating forecast for: USB
[2025-11-28T20:32:38.806178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-11-28T20:32:38.816243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-11-28T20:32:38.816547] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-11-28T20:32:38.817290] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-11-28T20:32:38.817337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:38.817367] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:38.817392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:38.817446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:38.872519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:38.873293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:38.873369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:38.873400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:38.991291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:38.991441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:38.991481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:38.991529] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:38.994924] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-11-28T20:32:38.995190] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-11-28T20:32:38.995312] [INFO ] [sig       ] USB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:39.131409] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/USB.txt
[2025-11-28T20:32:39.131536] [INFO ] [sig       ] [3338/3606] Completed USB in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:39.131589] [INFO ] [sig       ] [3339/3606] Forecasting USCB...
[2025-11-28T20:32:39.131620] [INFO ] [sig       ] Generating forecast for: USCB
[2025-11-28T20:32:39.131650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-11-28T20:32:39.141521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-11-28T20:32:39.141847] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-11-28T20:32:39.142590] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-11-28T20:32:39.142642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:39.142672] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:39.142697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:39.142752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:39.198632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:39.199252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:39.199327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:39.199359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:39.310426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:39.310585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:39.310625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:39.310652] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:39.314189] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-11-28T20:32:39.314451] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-11-28T20:32:39.314565] [INFO ] [sig       ] USCB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:39.450898] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/USCB.txt
[2025-11-28T20:32:39.451032] [INFO ] [sig       ] [3339/3606] Completed USCB in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:39.451071] [INFO ] [sig       ] [3340/3606] Forecasting USDX...
[2025-11-28T20:32:39.451099] [INFO ] [sig       ] Generating forecast for: USDX
[2025-11-28T20:32:39.451128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-11-28T20:32:39.461094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-11-28T20:32:39.461394] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-11-28T20:32:39.462141] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-11-28T20:32:39.462189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:39.462219] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:39.462244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:39.462299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:39.517720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:39.518369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:39.518462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:39.518494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:39.621001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:39.621156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:39.621194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:39.621223] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:39.624609] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-11-28T20:32:39.624905] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-11-28T20:32:39.625030] [INFO ] [sig       ] USDX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:39.760265] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/USDX.txt
[2025-11-28T20:32:39.760408] [INFO ] [sig       ] [3340/3606] Completed USDX in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:39.760447] [INFO ] [sig       ] [3341/3606] Forecasting USEA...
[2025-11-28T20:32:39.760477] [INFO ] [sig       ] Generating forecast for: USEA
[2025-11-28T20:32:39.760507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-11-28T20:32:39.770872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-11-28T20:32:39.771181] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-11-28T20:32:39.771920] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-11-28T20:32:39.771968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:39.771998] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:39.772023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:39.772077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:39.827295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:39.828113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:39.828190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:39.828223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:39.944776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:39.944919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:39.944956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:39.944984] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:39.948204] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=23.14%)
[2025-11-28T20:32:39.948466] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-11-28T20:32:39.948599] [INFO ] [sig       ] USEA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:40.084221] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/USEA.txt
[2025-11-28T20:32:40.084344] [INFO ] [sig       ] [3341/3606] Completed USEA in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:40.084380] [INFO ] [sig       ] [3342/3606] Forecasting USFD...
[2025-11-28T20:32:40.084408] [INFO ] [sig       ] Generating forecast for: USFD
[2025-11-28T20:32:40.084437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-11-28T20:32:40.095289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-11-28T20:32:40.095595] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-11-28T20:32:40.096410] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-11-28T20:32:40.096462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:40.096506] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:40.096536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:40.096610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:40.152405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:40.153220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:40.153327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:40.153359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:40.275322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:40.275469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:40.275508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:40.275536] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:40.278837] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=23.57%)
[2025-11-28T20:32:40.279119] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-11-28T20:32:40.279239] [INFO ] [sig       ] USFD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:40.416259] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/USFD.txt
[2025-11-28T20:32:40.416400] [INFO ] [sig       ] [3342/3606] Completed USFD in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:40.416437] [INFO ] [sig       ] [3343/3606] Forecasting USGO...
[2025-11-28T20:32:40.416466] [INFO ] [sig       ] Generating forecast for: USGO
[2025-11-28T20:32:40.416495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-11-28T20:32:40.427264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-11-28T20:32:40.427593] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-11-28T20:32:40.428342] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-11-28T20:32:40.428390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:40.428419] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:40.428443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:40.428497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:40.484559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:40.485382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:40.485462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:40.485494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:40.601452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:40.601619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:40.601658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:40.601685] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:40.604878] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=34.72%)
[2025-11-28T20:32:40.605134] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-11-28T20:32:40.605247] [INFO ] [sig       ] USGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:40.740043] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/USGO.txt
[2025-11-28T20:32:40.740165] [INFO ] [sig       ] [3343/3606] Completed USGO in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:40.740202] [INFO ] [sig       ] [3344/3606] Forecasting USIG...
[2025-11-28T20:32:40.740230] [INFO ] [sig       ] Generating forecast for: USIG
[2025-11-28T20:32:40.740259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-11-28T20:32:40.751005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-11-28T20:32:40.751402] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-11-28T20:32:40.752188] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-11-28T20:32:40.752238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:40.752269] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:40.752295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:40.752348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:40.809055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:40.809973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:40.810053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:40.810085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:40.935837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:40.935992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:40.936030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:40.936057] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:40.939307] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-11-28T20:32:40.939569] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-11-28T20:32:40.939707] [INFO ] [sig       ] USIG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:41.073587] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/USIG.txt
[2025-11-28T20:32:41.073732] [INFO ] [sig       ] [3344/3606] Completed USIG in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:41.073770] [INFO ] [sig       ] [3345/3606] Forecasting USIO...
[2025-11-28T20:32:41.073798] [INFO ] [sig       ] Generating forecast for: USIO
[2025-11-28T20:32:41.073827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-11-28T20:32:41.085134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-11-28T20:32:41.085480] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-11-28T20:32:41.086252] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-11-28T20:32:41.086302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:41.086334] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:41.086360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:41.086416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:41.143222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:41.143859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:41.143934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:41.143966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:41.258626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:41.258766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:41.258803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:41.258833] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:41.262139] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=47.22%)
[2025-11-28T20:32:41.262404] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-11-28T20:32:41.262524] [INFO ] [sig       ] USIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:41.398974] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/USIO.txt
[2025-11-28T20:32:41.399111] [INFO ] [sig       ] [3345/3606] Completed USIO in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.5m
[2025-11-28T20:32:41.399149] [INFO ] [sig       ] [3346/3606] Forecasting USLM...
[2025-11-28T20:32:41.399192] [INFO ] [sig       ] Generating forecast for: USLM
[2025-11-28T20:32:41.399224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-11-28T20:32:41.409314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-11-28T20:32:41.409620] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-11-28T20:32:41.410402] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-11-28T20:32:41.410452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:41.410482] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:41.410508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:41.410561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:41.467172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:41.467786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:41.467862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:41.467893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:41.585877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:41.586008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:41.586043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:41.586071] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:41.589262] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=43.26%)
[2025-11-28T20:32:41.589523] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-11-28T20:32:41.589663] [INFO ] [sig       ] USLM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:41.724528] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/USLM.txt
[2025-11-28T20:32:41.724670] [INFO ] [sig       ] [3346/3606] Completed USLM in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.4m
[2025-11-28T20:32:41.724708] [INFO ] [sig       ] [3347/3606] Forecasting USMC...
[2025-11-28T20:32:41.724736] [INFO ] [sig       ] Generating forecast for: USMC
[2025-11-28T20:32:41.724765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-11-28T20:32:41.734773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-11-28T20:32:41.735017] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-11-28T20:32:41.735762] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-11-28T20:32:41.735810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:41.735840] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:41.735865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:41.735920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:41.791247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:41.791851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:41.791925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:41.791957] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:41.909745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:41.909891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:41.909928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:41.909955] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:41.913288] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: UP (p=70.93%)
[2025-11-28T20:32:41.913560] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-11-28T20:32:41.913701] [INFO ] [sig       ] USMC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:42.052084] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/USMC.txt
[2025-11-28T20:32:42.052207] [INFO ] [sig       ] [3347/3606] Completed USMC in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.4m
[2025-11-28T20:32:42.052245] [INFO ] [sig       ] [3348/3606] Forecasting USOI...
[2025-11-28T20:32:42.052272] [INFO ] [sig       ] Generating forecast for: USOI
[2025-11-28T20:32:42.052301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-11-28T20:32:42.064051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-11-28T20:32:42.064442] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-11-28T20:32:42.065224] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-11-28T20:32:42.065273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:42.065304] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:42.065329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:42.065385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:42.121900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:42.122766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:42.122846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:42.122878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:42.248017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:42.248179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:42.248226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:42.248259] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:42.252501] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=72.13%)
[2025-11-28T20:32:42.252871] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-11-28T20:32:42.253010] [INFO ] [sig       ] USOI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:42.404039] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/USOI.txt
[2025-11-28T20:32:42.404198] [INFO ] [sig       ] [3348/3606] Completed USOI in 0.4s | 2.99 sym/s | Total: 18.6m | ETA: 1.4m
[2025-11-28T20:32:42.404238] [INFO ] [sig       ] [3349/3606] Forecasting USOY...
[2025-11-28T20:32:42.404267] [INFO ] [sig       ] Generating forecast for: USOY
[2025-11-28T20:32:42.404296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-11-28T20:32:42.414413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-11-28T20:32:42.414775] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-11-28T20:32:42.415520] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-11-28T20:32:42.415569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:42.415665] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:42.415692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:42.415747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:42.469827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:42.470661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:42.470744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:42.470776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:42.584785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:42.584931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:42.584969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:42.585056] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:42.588356] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=87.92%)
[2025-11-28T20:32:42.588649] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-11-28T20:32:42.588774] [INFO ] [sig       ] USOY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:42.725024] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/USOY.txt
[2025-11-28T20:32:42.725161] [INFO ] [sig       ] [3349/3606] Completed USOY in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:42.725200] [INFO ] [sig       ] [3350/3606] Forecasting USTB...
[2025-11-28T20:32:42.725228] [INFO ] [sig       ] Generating forecast for: USTB
[2025-11-28T20:32:42.725258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-11-28T20:32:42.735143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-11-28T20:32:42.735394] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-11-28T20:32:42.736162] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-11-28T20:32:42.736211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:42.736241] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:42.736266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:42.736320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:42.791289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:42.792115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:42.792191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:42.792223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:42.907268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:42.907414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:42.907451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:42.907478] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:42.910816] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=82.90%)
[2025-11-28T20:32:42.911075] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-11-28T20:32:42.911191] [INFO ] [sig       ] USTB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:43.047566] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/USTB.txt
[2025-11-28T20:32:43.047743] [INFO ] [sig       ] [3350/3606] Completed USTB in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:43.047782] [INFO ] [sig       ] [3351/3606] Forecasting USVM...
[2025-11-28T20:32:43.047810] [INFO ] [sig       ] Generating forecast for: USVM
[2025-11-28T20:32:43.047840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-11-28T20:32:43.061244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-11-28T20:32:43.061637] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-11-28T20:32:43.062393] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-11-28T20:32:43.062443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:43.062474] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:43.062499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:43.062554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:43.119953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:43.120882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:43.120965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:43.121024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:43.237532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:43.237697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:43.237734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:43.237761] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:43.240991] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-11-28T20:32:43.241250] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-11-28T20:32:43.241368] [INFO ] [sig       ] USVM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:43.376116] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/USVM.txt
[2025-11-28T20:32:43.376258] [INFO ] [sig       ] [3351/3606] Completed USVM in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:43.376296] [INFO ] [sig       ] [3352/3606] Forecasting USXF...
[2025-11-28T20:32:43.376323] [INFO ] [sig       ] Generating forecast for: USXF
[2025-11-28T20:32:43.376354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-11-28T20:32:43.386634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-11-28T20:32:43.386939] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-11-28T20:32:43.387697] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-11-28T20:32:43.387746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:43.387776] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:43.387803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:43.387858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:43.443215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:43.444012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:43.444089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:43.444120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:43.560042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:43.560186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:43.560224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:43.560282] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:43.564491] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=21.00%)
[2025-11-28T20:32:43.564784] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-11-28T20:32:43.564905] [INFO ] [sig       ] USXF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:43.699661] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/USXF.txt
[2025-11-28T20:32:43.699796] [INFO ] [sig       ] [3352/3606] Completed USXF in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:43.699833] [INFO ] [sig       ] [3353/3606] Forecasting UTEN...
[2025-11-28T20:32:43.699861] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-11-28T20:32:43.699890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-11-28T20:32:43.710791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-11-28T20:32:43.711163] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-11-28T20:32:43.712085] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-11-28T20:32:43.712143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:43.712179] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:43.712229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:43.712313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:43.771552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:43.772213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:43.772294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:43.772328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:43.900846] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:43.900984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:43.901023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:43.901051] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:43.904410] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=46.26%)
[2025-11-28T20:32:43.904700] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-11-28T20:32:43.904822] [INFO ] [sig       ] UTEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:44.043682] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UTEN.txt
[2025-11-28T20:32:44.043834] [INFO ] [sig       ] [3353/3606] Completed UTEN in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:44.043873] [INFO ] [sig       ] [3354/3606] Forecasting UTF...
[2025-11-28T20:32:44.043901] [INFO ] [sig       ] Generating forecast for: UTF
[2025-11-28T20:32:44.043931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-11-28T20:32:44.055033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-11-28T20:32:44.055396] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-11-28T20:32:44.056173] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-11-28T20:32:44.056222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:44.056253] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:44.056278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:44.056333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:44.111395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:44.112232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:44.112326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:44.112357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:44.234333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:44.234482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:44.234519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:44.234549] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:44.237771] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=73.28%)
[2025-11-28T20:32:44.238077] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-11-28T20:32:44.238218] [INFO ] [sig       ] UTF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:44.376327] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UTF.txt
[2025-11-28T20:32:44.376462] [INFO ] [sig       ] [3354/3606] Completed UTF in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:44.376499] [INFO ] [sig       ] [3355/3606] Forecasting UTI...
[2025-11-28T20:32:44.376526] [INFO ] [sig       ] Generating forecast for: UTI
[2025-11-28T20:32:44.376556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-11-28T20:32:44.387351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-11-28T20:32:44.387745] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-11-28T20:32:44.388593] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-11-28T20:32:44.388654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:44.388690] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:44.388720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:44.388782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:44.443707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:44.444545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:44.444657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:44.444696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:44.572217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:44.572362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:44.572401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:44.572428] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:44.575886] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: DOWN (p=20.43%)
[2025-11-28T20:32:44.576181] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-11-28T20:32:44.576304] [INFO ] [sig       ] UTI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:44.714778] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UTI.txt
[2025-11-28T20:32:44.714923] [INFO ] [sig       ] [3355/3606] Completed UTI in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:44.714962] [INFO ] [sig       ] [3356/3606] Forecasting UTL...
[2025-11-28T20:32:44.714989] [INFO ] [sig       ] Generating forecast for: UTL
[2025-11-28T20:32:44.715018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-11-28T20:32:44.724835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-11-28T20:32:44.725102] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-11-28T20:32:44.725904] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-11-28T20:32:44.725955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:44.725986] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:44.726012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:44.726067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:44.780927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:44.781529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:44.781618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:44.781652] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:44.896920] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:44.897052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:44.897088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:44.897116] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:44.900302] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=56.82%)
[2025-11-28T20:32:44.900561] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-11-28T20:32:44.900692] [INFO ] [sig       ] UTL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:45.033796] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UTL.txt
[2025-11-28T20:32:45.033908] [INFO ] [sig       ] [3356/3606] Completed UTL in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:45.033944] [INFO ] [sig       ] [3357/3606] Forecasting UTMD...
[2025-11-28T20:32:45.033972] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-11-28T20:32:45.034009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-11-28T20:32:45.044163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-11-28T20:32:45.044447] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-11-28T20:32:45.045191] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-11-28T20:32:45.045240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:45.045270] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:45.045295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:45.045350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:45.099338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:45.099929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:45.099999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:45.100030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:45.208586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:45.208744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:45.208782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:45.208808] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:45.212060] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-11-28T20:32:45.212330] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-11-28T20:32:45.212446] [INFO ] [sig       ] UTMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:45.349713] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UTMD.txt
[2025-11-28T20:32:45.349839] [INFO ] [sig       ] [3357/3606] Completed UTMD in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:45.349876] [INFO ] [sig       ] [3358/3606] Forecasting UTWO...
[2025-11-28T20:32:45.349904] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-11-28T20:32:45.349933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-11-28T20:32:45.360834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-11-28T20:32:45.361169] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-11-28T20:32:45.361968] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-11-28T20:32:45.362017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:45.362047] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:45.362072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:45.362125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:45.416441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:45.417163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:45.417243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:45.417273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:45.536233] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:45.536379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:45.536416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:45.536444] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:45.539722] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: DOWN (p=38.33%)
[2025-11-28T20:32:45.539990] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-11-28T20:32:45.540106] [INFO ] [sig       ] UTWO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:45.675200] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UTWO.txt
[2025-11-28T20:32:45.675355] [INFO ] [sig       ] [3358/3606] Completed UTWO in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:45.675395] [INFO ] [sig       ] [3359/3606] Forecasting UTZ...
[2025-11-28T20:32:45.675424] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-11-28T20:32:45.675453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-11-28T20:32:45.686476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-11-28T20:32:45.686800] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-11-28T20:32:45.687531] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-11-28T20:32:45.687610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:45.687643] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:45.687670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:45.687723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:45.741995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:45.742808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:45.742918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:45.742950] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:45.858894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:45.859040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:45.859077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:45.859105] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:45.862316] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-11-28T20:32:45.862595] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-11-28T20:32:45.862710] [INFO ] [sig       ] UTZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:45.997042] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UTZ.txt
[2025-11-28T20:32:45.997159] [INFO ] [sig       ] [3359/3606] Completed UTZ in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:45.997196] [INFO ] [sig       ] [3360/3606] Forecasting UVE...
[2025-11-28T20:32:45.997225] [INFO ] [sig       ] Generating forecast for: UVE
[2025-11-28T20:32:45.997255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-11-28T20:32:46.007145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-11-28T20:32:46.007391] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-11-28T20:32:46.008149] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-11-28T20:32:46.008198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:46.008227] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:46.008252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:46.008307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:46.062795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:46.063368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:46.063438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:46.063469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:46.178467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:46.178616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:46.178654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:46.178682] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:46.181893] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=33.15%)
[2025-11-28T20:32:46.182146] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-11-28T20:32:46.182262] [INFO ] [sig       ] UVE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:46.321431] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UVE.txt
[2025-11-28T20:32:46.321592] [INFO ] [sig       ] [3360/3606] Completed UVE in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:46.321632] [INFO ] [sig       ] [3361/3606] Forecasting UVSP...
[2025-11-28T20:32:46.321662] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-11-28T20:32:46.321691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-11-28T20:32:46.331697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-11-28T20:32:46.331949] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-11-28T20:32:46.332682] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-11-28T20:32:46.332730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:46.332759] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:46.332784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:46.332839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:46.387396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:46.388072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:46.388145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:46.388175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:46.506266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:46.506410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:46.506447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:46.506474] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:46.509720] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-11-28T20:32:46.509994] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-11-28T20:32:46.510118] [INFO ] [sig       ] UVSP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:46.644986] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UVSP.txt
[2025-11-28T20:32:46.645140] [INFO ] [sig       ] [3361/3606] Completed UVSP in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:46.645178] [INFO ] [sig       ] [3362/3606] Forecasting UWMC...
[2025-11-28T20:32:46.645208] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-11-28T20:32:46.645237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-11-28T20:32:46.655820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-11-28T20:32:46.656109] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-11-28T20:32:46.656862] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-11-28T20:32:46.656916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:46.656946] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:46.656972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:46.657030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:46.712077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:46.712728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:46.712805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:46.712837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:46.834058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:46.834238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:46.834288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:46.834326] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:46.838305] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=78.99%)
[2025-11-28T20:32:46.838583] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-11-28T20:32:46.838713] [INFO ] [sig       ] UWMC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:46.972953] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UWMC.txt
[2025-11-28T20:32:46.973091] [INFO ] [sig       ] [3362/3606] Completed UWMC in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:46.973128] [INFO ] [sig       ] [3363/3606] Forecasting UXIN...
[2025-11-28T20:32:46.973158] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-11-28T20:32:46.973187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-11-28T20:32:46.983154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-11-28T20:32:46.983469] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-11-28T20:32:46.984201] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-11-28T20:32:46.984249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:46.984279] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:46.984304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:46.984358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:47.038990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:47.039629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:47.039714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:47.039745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:47.157616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:47.157753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:47.157789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:47.157816] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:47.161035] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-11-28T20:32:47.161289] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-11-28T20:32:47.161405] [INFO ] [sig       ] UXIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:47.296104] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UXIN.txt
[2025-11-28T20:32:47.296228] [INFO ] [sig       ] [3363/3606] Completed UXIN in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.4m
[2025-11-28T20:32:47.296266] [INFO ] [sig       ] [3364/3606] Forecasting UYLD...
[2025-11-28T20:32:47.296294] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-11-28T20:32:47.296324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-11-28T20:32:47.306540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-11-28T20:32:47.306860] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-11-28T20:32:47.307609] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-11-28T20:32:47.307657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:47.307687] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:47.307713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:47.307771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:47.362166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:47.362804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:47.362877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:47.362909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:47.472699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:47.472841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:47.472881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:47.472908] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:47.476095] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-11-28T20:32:47.476355] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-11-28T20:32:47.476468] [INFO ] [sig       ] UYLD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:47.612503] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UYLD.txt
[2025-11-28T20:32:47.612644] [INFO ] [sig       ] [3364/3606] Completed UYLD in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.3m
[2025-11-28T20:32:47.612684] [INFO ] [sig       ] [3365/3606] Forecasting UZE...
[2025-11-28T20:32:47.612714] [INFO ] [sig       ] Generating forecast for: UZE
[2025-11-28T20:32:47.612746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-11-28T20:32:47.624102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-11-28T20:32:47.624531] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-11-28T20:32:47.625328] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-11-28T20:32:47.625377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:47.625408] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:47.625433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:47.625487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:47.680173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:47.681059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:47.681140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:47.681171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:47.791095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:47.791237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:47.791275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:47.791304] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:47.794534] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=17.60%)
[2025-11-28T20:32:47.794813] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-11-28T20:32:47.794927] [INFO ] [sig       ] UZE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:47.932460] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UZE.txt
[2025-11-28T20:32:47.932616] [INFO ] [sig       ] [3365/3606] Completed UZE in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.3m
[2025-11-28T20:32:47.932657] [INFO ] [sig       ] [3366/3606] Forecasting VAC...
[2025-11-28T20:32:47.932688] [INFO ] [sig       ] Generating forecast for: VAC
[2025-11-28T20:32:47.932722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-11-28T20:32:47.943877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-11-28T20:32:47.944301] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-11-28T20:32:47.945207] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-11-28T20:32:47.945299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:47.945379] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:47.945409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:47.945466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:48.002870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:48.003759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:48.003841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:48.003873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:48.123272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:48.123422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:48.123461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:48.123490] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:48.126817] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-11-28T20:32:48.127110] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-11-28T20:32:48.127257] [INFO ] [sig       ] VAC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:48.264749] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VAC.txt
[2025-11-28T20:32:48.265070] [INFO ] [sig       ] [3366/3606] Completed VAC in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.3m
[2025-11-28T20:32:48.265108] [INFO ] [sig       ] [3367/3606] Forecasting VAL...
[2025-11-28T20:32:48.265138] [INFO ] [sig       ] Generating forecast for: VAL
[2025-11-28T20:32:48.265168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-11-28T20:32:48.275455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-11-28T20:32:48.275750] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-11-28T20:32:48.276468] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-11-28T20:32:48.276516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:48.276546] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:48.276591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:48.276649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:48.332847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:48.333690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:48.333775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:48.333808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:48.454956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:48.455102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:48.455142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:48.455170] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:48.458440] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=87.83%)
[2025-11-28T20:32:48.458718] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-11-28T20:32:48.458840] [INFO ] [sig       ] VAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:48.594935] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VAL.txt
[2025-11-28T20:32:48.595089] [INFO ] [sig       ] [3367/3606] Completed VAL in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:48.595138] [INFO ] [sig       ] [3368/3606] Forecasting VALE...
[2025-11-28T20:32:48.595168] [INFO ] [sig       ] Generating forecast for: VALE
[2025-11-28T20:32:48.595197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-11-28T20:32:48.605970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-11-28T20:32:48.606287] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-11-28T20:32:48.607038] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-11-28T20:32:48.607086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:48.607117] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:48.607143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:48.607197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:48.662330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:48.663167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:48.663247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:48.663278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:48.785538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:48.785718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:48.785767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:48.785797] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:48.789825] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=50.99%)
[2025-11-28T20:32:48.790120] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-11-28T20:32:48.790246] [INFO ] [sig       ] VALE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:48.931710] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VALE.txt
[2025-11-28T20:32:48.931858] [INFO ] [sig       ] [3368/3606] Completed VALE in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:48.931903] [INFO ] [sig       ] [3369/3606] Forecasting VALN...
[2025-11-28T20:32:48.931945] [INFO ] [sig       ] Generating forecast for: VALN
[2025-11-28T20:32:48.931992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-11-28T20:32:48.942941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-11-28T20:32:48.943344] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-11-28T20:32:48.944149] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-11-28T20:32:48.944201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:48.944231] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:48.944255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:48.944309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:49.000793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:49.001672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:49.001770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:49.001803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:49.112917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:49.113073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:49.113113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:49.113181] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:49.116466] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: UP (p=56.38%)
[2025-11-28T20:32:49.116763] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-11-28T20:32:49.116890] [INFO ] [sig       ] VALN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:49.254024] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VALN.txt
[2025-11-28T20:32:49.254151] [INFO ] [sig       ] [3369/3606] Completed VALN in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:49.254206] [INFO ] [sig       ] [3370/3606] Forecasting VANI...
[2025-11-28T20:32:49.254238] [INFO ] [sig       ] Generating forecast for: VANI
[2025-11-28T20:32:49.254267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-11-28T20:32:49.265426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-11-28T20:32:49.265781] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-11-28T20:32:49.266556] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-11-28T20:32:49.266622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:49.266655] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:49.266681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:49.266742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:49.323888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:49.324562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:49.324657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:49.324689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:49.448694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:49.448867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:49.448925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:49.448968] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:49.452558] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-11-28T20:32:49.452853] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-11-28T20:32:49.452978] [INFO ] [sig       ] VANI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:49.598287] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VANI.txt
[2025-11-28T20:32:49.598448] [INFO ] [sig       ] [3370/3606] Completed VANI in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:49.598489] [INFO ] [sig       ] [3371/3606] Forecasting VBF...
[2025-11-28T20:32:49.598517] [INFO ] [sig       ] Generating forecast for: VBF
[2025-11-28T20:32:49.598550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-11-28T20:32:49.609620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-11-28T20:32:49.609957] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-11-28T20:32:49.610702] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-11-28T20:32:49.610751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:49.610781] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:49.610807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:49.610863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:49.667367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:49.668232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:49.668322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:49.668354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:49.784760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:49.784904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:49.784943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:49.784972] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:49.788270] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-11-28T20:32:49.788534] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-11-28T20:32:49.788698] [INFO ] [sig       ] VBF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:49.926507] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VBF.txt
[2025-11-28T20:32:49.926690] [INFO ] [sig       ] [3371/3606] Completed VBF in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:49.926731] [INFO ] [sig       ] [3372/3606] Forecasting VBNK...
[2025-11-28T20:32:49.926762] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-11-28T20:32:49.926796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-11-28T20:32:49.937389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-11-28T20:32:49.937762] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-11-28T20:32:49.938537] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-11-28T20:32:49.938624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:49.938674] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:49.938705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:49.938774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:49.997338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:49.998314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:49.998422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:49.998465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:50.126970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:50.127121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:50.127161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:50.127190] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:50.130548] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-11-28T20:32:50.130838] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-11-28T20:32:50.130957] [INFO ] [sig       ] VBNK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:50.268354] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VBNK.txt
[2025-11-28T20:32:50.268492] [INFO ] [sig       ] [3372/3606] Completed VBNK in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:50.268530] [INFO ] [sig       ] [3373/3606] Forecasting VC...
[2025-11-28T20:32:50.268559] [INFO ] [sig       ] Generating forecast for: VC
[2025-11-28T20:32:50.268607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-11-28T20:32:50.278950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-11-28T20:32:50.279313] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-11-28T20:32:50.280067] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-11-28T20:32:50.280116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:50.280146] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:50.280172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:50.280226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:50.336159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:50.336987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:50.337066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:50.337099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:50.458395] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:50.458632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:50.458713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:50.458743] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:50.462215] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-11-28T20:32:50.462500] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-11-28T20:32:50.462658] [INFO ] [sig       ] VC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:50.597001] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VC.txt
[2025-11-28T20:32:50.597129] [INFO ] [sig       ] [3373/3606] Completed VC in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:50.597167] [INFO ] [sig       ] [3374/3606] Forecasting VCEL...
[2025-11-28T20:32:50.597196] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-11-28T20:32:50.597225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-11-28T20:32:50.608122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-11-28T20:32:50.608503] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-11-28T20:32:50.609341] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-11-28T20:32:50.609394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:50.609424] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:50.609449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:50.609503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:50.665653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:50.666503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:50.666601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:50.666635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:50.782078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:50.782227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:50.782266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:50.782293] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:50.785531] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-11-28T20:32:50.785811] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-11-28T20:32:50.785925] [INFO ] [sig       ] VCEL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:50.921096] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VCEL.txt
[2025-11-28T20:32:50.921246] [INFO ] [sig       ] [3374/3606] Completed VCEL in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:50.921285] [INFO ] [sig       ] [3375/3606] Forecasting VCIG...
[2025-11-28T20:32:50.921314] [INFO ] [sig       ] Generating forecast for: VCIG
[2025-11-28T20:32:50.921343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCIG' from 'https://tdm.silogroup.org/data/derivative_storage/VCIG.csv'.
[2025-11-28T20:32:50.931915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCIG'.
[2025-11-28T20:32:50.932250] [INFO ] [FORECASTER] Starting predict_future for VCIG
[2025-11-28T20:32:50.932985] [DEBUG] [LOCAL     ] No optimal features file found for VCIG: ./output/feature-sets/VCIG.txt
[2025-11-28T20:32:50.933034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:50.933064] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:50.933089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:50.933142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:50.991427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:50.992111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:50.992202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:50.992234] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:51.104001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:51.104142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:51.104181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:51.104209] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:51.107524] [DEBUG] [FORECASTER] VCIG: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-11-28T20:32:51.107810] [INFO ] [FORECASTER] Completed predict_future for VCIG
[2025-11-28T20:32:51.107927] [INFO ] [sig       ] VCIG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:51.242588] [INFO ] [LOCAL     ] Saved forecast: VCIG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VCIG.txt
[2025-11-28T20:32:51.242712] [INFO ] [sig       ] [3375/3606] Completed VCIG in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:51.242749] [INFO ] [sig       ] [3376/3606] Forecasting VCRB...
[2025-11-28T20:32:51.242777] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-11-28T20:32:51.242806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-11-28T20:32:51.254027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-11-28T20:32:51.254417] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-11-28T20:32:51.255212] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-11-28T20:32:51.255262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:51.255292] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:51.255319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:51.255373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:51.309561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:51.310391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:51.310495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:51.310527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:51.425843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:51.425989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:51.426026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:51.426054] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:51.429291] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-11-28T20:32:51.429561] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-11-28T20:32:51.429700] [INFO ] [sig       ] VCRB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:51.565112] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VCRB.txt
[2025-11-28T20:32:51.565235] [INFO ] [sig       ] [3376/3606] Completed VCRB in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:51.565271] [INFO ] [sig       ] [3377/3606] Forecasting VCSH...
[2025-11-28T20:32:51.565300] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-11-28T20:32:51.565328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-11-28T20:32:51.575089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-11-28T20:32:51.575341] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-11-28T20:32:51.576077] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-11-28T20:32:51.576125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:51.576166] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:51.576193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:51.576248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:51.631504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:51.632435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:51.632517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:51.632548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:51.752605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:51.752751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:51.752790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:51.752819] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:51.756115] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=25.21%)
[2025-11-28T20:32:51.756386] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-11-28T20:32:51.756505] [INFO ] [sig       ] VCSH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:51.893720] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VCSH.txt
[2025-11-28T20:32:51.893838] [INFO ] [sig       ] [3377/3606] Completed VCSH in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:51.893878] [INFO ] [sig       ] [3378/3606] Forecasting VECO...
[2025-11-28T20:32:51.893906] [INFO ] [sig       ] Generating forecast for: VECO
[2025-11-28T20:32:51.893934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-11-28T20:32:51.905611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-11-28T20:32:51.905962] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-11-28T20:32:51.906743] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-11-28T20:32:51.906793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:51.906823] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:51.906848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:51.906902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:51.963744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:51.964551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:51.964647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:51.964678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:52.084197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:52.084352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:52.084390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:52.084420] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:52.087858] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-11-28T20:32:52.088170] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-11-28T20:32:52.088298] [INFO ] [sig       ] VECO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:52.225295] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VECO.txt
[2025-11-28T20:32:52.225468] [INFO ] [sig       ] [3378/3606] Completed VECO in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:52.225507] [INFO ] [sig       ] [3379/3606] Forecasting VEEE...
[2025-11-28T20:32:52.225535] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-11-28T20:32:52.225565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-11-28T20:32:52.238749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-11-28T20:32:52.239110] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-11-28T20:32:52.239889] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-11-28T20:32:52.239939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:52.239970] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:52.240004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:52.240064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:52.296396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:52.297193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:52.297271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:52.297304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:52.411026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:52.411170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:52.411208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:52.411238] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:52.414471] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-11-28T20:32:52.414745] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-11-28T20:32:52.414867] [INFO ] [sig       ] VEEE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:52.549832] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VEEE.txt
[2025-11-28T20:32:52.549993] [INFO ] [sig       ] [3379/3606] Completed VEEE in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:52.550031] [INFO ] [sig       ] [3380/3606] Forecasting VEL...
[2025-11-28T20:32:52.550059] [INFO ] [sig       ] Generating forecast for: VEL
[2025-11-28T20:32:52.550088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-11-28T20:32:52.560418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-11-28T20:32:52.560710] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-11-28T20:32:52.561430] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-11-28T20:32:52.561477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:52.561507] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:52.561532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:52.561606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:52.617722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:52.618389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:52.618465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:52.618498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:52.734673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:52.734807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:52.734845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:52.734872] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:52.738118] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=35.75%)
[2025-11-28T20:32:52.738370] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-11-28T20:32:52.738482] [INFO ] [sig       ] VEL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:52.876902] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VEL.txt
[2025-11-28T20:32:52.877035] [INFO ] [sig       ] [3380/3606] Completed VEL in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:52.877073] [INFO ] [sig       ] [3381/3606] Forecasting VEON...
[2025-11-28T20:32:52.877113] [INFO ] [sig       ] Generating forecast for: VEON
[2025-11-28T20:32:52.877145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-11-28T20:32:52.887161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-11-28T20:32:52.887407] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-11-28T20:32:52.888168] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-11-28T20:32:52.888216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:52.888246] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:52.888271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:52.888325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:52.943300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:52.943920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:52.943992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:52.944023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:53.061809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:53.061961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:53.062001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:53.062027] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:53.065227] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-11-28T20:32:53.065488] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-11-28T20:32:53.065620] [INFO ] [sig       ] VEON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:53.200693] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VEON.txt
[2025-11-28T20:32:53.200866] [INFO ] [sig       ] [3381/3606] Completed VEON in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.3m
[2025-11-28T20:32:53.200906] [INFO ] [sig       ] [3382/3606] Forecasting VERA...
[2025-11-28T20:32:53.200936] [INFO ] [sig       ] Generating forecast for: VERA
[2025-11-28T20:32:53.200966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-11-28T20:32:53.211745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-11-28T20:32:53.212002] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-11-28T20:32:53.212767] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-11-28T20:32:53.212815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:53.212849] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:53.212875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:53.212931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:53.267243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:53.267844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:53.267917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:53.267948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:53.380977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:53.381112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:53.381147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:53.381174] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:53.384346] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-11-28T20:32:53.384618] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-11-28T20:32:53.384734] [INFO ] [sig       ] VERA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:53.521955] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VERA.txt
[2025-11-28T20:32:53.522103] [INFO ] [sig       ] [3382/3606] Completed VERA in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-28T20:32:53.522140] [INFO ] [sig       ] [3383/3606] Forecasting VERI...
[2025-11-28T20:32:53.522168] [INFO ] [sig       ] Generating forecast for: VERI
[2025-11-28T20:32:53.522197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-11-28T20:32:53.532963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-11-28T20:32:53.533343] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-11-28T20:32:53.534129] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-11-28T20:32:53.534179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:53.534234] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:53.534261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:53.534317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:53.588401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:53.589217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:53.589298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:53.589329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:53.704970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:53.705120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:53.705158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:53.705185] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:53.708432] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-11-28T20:32:53.708708] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-11-28T20:32:53.708827] [INFO ] [sig       ] VERI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:53.844064] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VERI.txt
[2025-11-28T20:32:53.844202] [INFO ] [sig       ] [3383/3606] Completed VERI in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-28T20:32:53.844241] [INFO ] [sig       ] [3384/3606] Forecasting VERO...
[2025-11-28T20:32:53.844271] [INFO ] [sig       ] Generating forecast for: VERO
[2025-11-28T20:32:53.844300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-11-28T20:32:53.856072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-11-28T20:32:53.856424] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-11-28T20:32:53.857162] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-11-28T20:32:53.857211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:53.857241] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:53.857267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:53.857321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:53.911408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:53.912283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:53.912361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:53.912393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:54.028169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:54.028318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:54.028356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:54.028403] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:54.031623] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=75.35%)
[2025-11-28T20:32:54.031888] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-11-28T20:32:54.032005] [INFO ] [sig       ] VERO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:54.181326] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VERO.txt
[2025-11-28T20:32:54.181494] [INFO ] [sig       ] [3384/3606] Completed VERO in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-28T20:32:54.181532] [INFO ] [sig       ] [3385/3606] Forecasting VERX...
[2025-11-28T20:32:54.181562] [INFO ] [sig       ] Generating forecast for: VERX
[2025-11-28T20:32:54.181611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-11-28T20:32:54.193061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-11-28T20:32:54.193377] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-11-28T20:32:54.194157] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-11-28T20:32:54.194208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:54.194240] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:54.194266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:54.194322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:54.250885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:54.251848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:54.251929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:54.251961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:54.370382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:54.370531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:54.370594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:54.370625] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:54.373919] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=19.11%)
[2025-11-28T20:32:54.374182] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-11-28T20:32:54.374307] [INFO ] [sig       ] VERX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:54.509674] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VERX.txt
[2025-11-28T20:32:54.509806] [INFO ] [sig       ] [3385/3606] Completed VERX in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-28T20:32:54.509843] [INFO ] [sig       ] [3386/3606] Forecasting VFC...
[2025-11-28T20:32:54.509872] [INFO ] [sig       ] Generating forecast for: VFC
[2025-11-28T20:32:54.509901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-11-28T20:32:54.520361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-11-28T20:32:54.520683] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-11-28T20:32:54.521396] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-11-28T20:32:54.521444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:54.521473] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:54.521499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:54.521553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:54.576303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:54.576998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:54.577073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:54.577122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:54.697721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:54.697867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:54.697911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:54.697972] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:54.701217] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-11-28T20:32:54.701475] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-11-28T20:32:54.701611] [INFO ] [sig       ] VFC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:54.851102] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VFC.txt
[2025-11-28T20:32:54.851251] [INFO ] [sig       ] [3386/3606] Completed VFC in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:54.851289] [INFO ] [sig       ] [3387/3606] Forecasting VFF...
[2025-11-28T20:32:54.851319] [INFO ] [sig       ] Generating forecast for: VFF
[2025-11-28T20:32:54.851348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-11-28T20:32:54.861619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-11-28T20:32:54.861962] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-11-28T20:32:54.862704] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-11-28T20:32:54.862753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:54.862783] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:54.862809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:54.862863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:54.917503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:54.918342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:54.918421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:54.918451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:55.034966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:55.035112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:55.035150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:55.035177] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:55.038352] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=50.14%)
[2025-11-28T20:32:55.038625] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-11-28T20:32:55.038742] [INFO ] [sig       ] VFF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:55.173981] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VFF.txt
[2025-11-28T20:32:55.174119] [INFO ] [sig       ] [3387/3606] Completed VFF in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:55.174156] [INFO ] [sig       ] [3388/3606] Forecasting VFLO...
[2025-11-28T20:32:55.174185] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-11-28T20:32:55.174214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-11-28T20:32:55.184498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-11-28T20:32:55.184823] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-11-28T20:32:55.185586] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-11-28T20:32:55.185635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:55.185665] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:55.185703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:55.185760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:55.240796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:55.241429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:55.241504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:55.241534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:55.363373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:55.363514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:55.363551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:55.363597] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:55.366778] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=77.22%)
[2025-11-28T20:32:55.367034] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-11-28T20:32:55.367147] [INFO ] [sig       ] VFLO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:55.505880] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VFLO.txt
[2025-11-28T20:32:55.506027] [INFO ] [sig       ] [3388/3606] Completed VFLO in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:55.506066] [INFO ] [sig       ] [3389/3606] Forecasting VFS...
[2025-11-28T20:32:55.506094] [INFO ] [sig       ] Generating forecast for: VFS
[2025-11-28T20:32:55.506126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-11-28T20:32:55.516969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-11-28T20:32:55.517294] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-11-28T20:32:55.518095] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-11-28T20:32:55.518150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:55.518181] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:55.518205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:55.518260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:55.573167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:55.574000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:55.574103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:55.574136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:55.692094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:55.692239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:55.692276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:55.692304] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:55.695548] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-11-28T20:32:55.695846] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-11-28T20:32:55.695973] [INFO ] [sig       ] VFS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:55.830349] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VFS.txt
[2025-11-28T20:32:55.830477] [INFO ] [sig       ] [3389/3606] Completed VFS in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:55.830514] [INFO ] [sig       ] [3390/3606] Forecasting VGI...
[2025-11-28T20:32:55.830542] [INFO ] [sig       ] Generating forecast for: VGI
[2025-11-28T20:32:55.830586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-11-28T20:32:55.841206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-11-28T20:32:55.841532] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-11-28T20:32:55.842284] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-11-28T20:32:55.842333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:55.842363] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:55.842389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:55.842444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:55.896911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:55.897523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:55.897611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:55.897644] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:56.009530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:56.009685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:56.009722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:56.009750] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:56.012935] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: DOWN (p=31.45%)
[2025-11-28T20:32:56.013189] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-11-28T20:32:56.013300] [INFO ] [sig       ] VGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:56.152135] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VGI.txt
[2025-11-28T20:32:56.152271] [INFO ] [sig       ] [3390/3606] Completed VGI in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:56.152310] [INFO ] [sig       ] [3391/3606] Forecasting VGM...
[2025-11-28T20:32:56.152337] [INFO ] [sig       ] Generating forecast for: VGM
[2025-11-28T20:32:56.152367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-11-28T20:32:56.163615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-11-28T20:32:56.164022] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-11-28T20:32:56.164833] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-11-28T20:32:56.164882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:56.164912] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:56.164938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:56.164992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:56.220222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:56.221085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:56.221169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:56.221200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:56.339835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:56.339989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:56.340026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:56.340052] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:56.343284] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-11-28T20:32:56.343541] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-11-28T20:32:56.343675] [INFO ] [sig       ] VGM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:56.485152] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VGM.txt
[2025-11-28T20:32:56.485283] [INFO ] [sig       ] [3391/3606] Completed VGM in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:56.485328] [INFO ] [sig       ] [3392/3606] Forecasting VGSH...
[2025-11-28T20:32:56.485356] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-11-28T20:32:56.485394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-11-28T20:32:56.495615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-11-28T20:32:56.495898] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-11-28T20:32:56.496641] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-11-28T20:32:56.496689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:56.496719] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:56.496744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:56.496798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:56.550742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:56.551408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:56.551482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:56.551513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:56.671302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:56.671441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:56.671479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:56.671505] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:56.674695] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-11-28T20:32:56.674953] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-11-28T20:32:56.675064] [INFO ] [sig       ] VGSH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:56.808865] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VGSH.txt
[2025-11-28T20:32:56.809016] [INFO ] [sig       ] [3392/3606] Completed VGSH in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:56.809054] [INFO ] [sig       ] [3393/3606] Forecasting VICI...
[2025-11-28T20:32:56.809084] [INFO ] [sig       ] Generating forecast for: VICI
[2025-11-28T20:32:56.809113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-11-28T20:32:56.820213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-11-28T20:32:56.820508] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-11-28T20:32:56.821259] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-11-28T20:32:56.821310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:56.821341] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:56.821369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:56.821424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:56.875862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:56.876431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:56.876524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:56.876556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:56.998419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:56.998596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:56.998648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:56.998678] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:57.001934] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-11-28T20:32:57.002188] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-11-28T20:32:57.002302] [INFO ] [sig       ] VICI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:57.142770] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VICI.txt
[2025-11-28T20:32:57.142944] [INFO ] [sig       ] [3393/3606] Completed VICI in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:57.142984] [INFO ] [sig       ] [3394/3606] Forecasting VIGI...
[2025-11-28T20:32:57.143014] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-11-28T20:32:57.143043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-11-28T20:32:57.154068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-11-28T20:32:57.154405] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-11-28T20:32:57.155178] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-11-28T20:32:57.155228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:57.155259] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:57.155284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:57.155339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:57.211861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:57.212714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:57.212827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:57.212861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:57.333017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:57.333164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:57.333201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:57.333230] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:57.336459] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-11-28T20:32:57.336741] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-11-28T20:32:57.336872] [INFO ] [sig       ] VIGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:57.475650] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VIGI.txt
[2025-11-28T20:32:57.475801] [INFO ] [sig       ] [3394/3606] Completed VIGI in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:57.475839] [INFO ] [sig       ] [3395/3606] Forecasting VINP...
[2025-11-28T20:32:57.475868] [INFO ] [sig       ] Generating forecast for: VINP
[2025-11-28T20:32:57.475897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-11-28T20:32:57.486744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-11-28T20:32:57.487111] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-11-28T20:32:57.487877] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-11-28T20:32:57.487925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:57.487955] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:57.487981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:57.488069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:57.545062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:57.545823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:57.545902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:57.545935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:57.663891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:57.664039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:57.664078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:57.664106] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:57.667484] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: DOWN (p=26.60%)
[2025-11-28T20:32:57.667777] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-11-28T20:32:57.667901] [INFO ] [sig       ] VINP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:57.804353] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VINP.txt
[2025-11-28T20:32:57.804478] [INFO ] [sig       ] [3395/3606] Completed VINP in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:57.804515] [INFO ] [sig       ] [3396/3606] Forecasting VIPS...
[2025-11-28T20:32:57.804544] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-11-28T20:32:57.804590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-11-28T20:32:57.815750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-11-28T20:32:57.816041] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-11-28T20:32:57.816788] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-11-28T20:32:57.816836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:57.816867] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:57.816892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:57.816950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:57.871271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:57.871907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:57.871989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:57.872019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:57.994538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:57.994693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:57.994732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:57.994760] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:57.997946] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-11-28T20:32:57.998227] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-11-28T20:32:57.998345] [INFO ] [sig       ] VIPS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:58.132530] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VIPS.txt
[2025-11-28T20:32:58.132690] [INFO ] [sig       ] [3396/3606] Completed VIPS in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:58.132727] [INFO ] [sig       ] [3397/3606] Forecasting VIRC...
[2025-11-28T20:32:58.132756] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-11-28T20:32:58.132784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-11-28T20:32:58.142923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-11-28T20:32:58.143198] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-11-28T20:32:58.143944] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-11-28T20:32:58.143992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:58.144022] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:58.144048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:58.144102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:58.198758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:58.199544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:58.199643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:58.199676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:58.321730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:58.321885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:58.321922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:58.321949] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:58.325189] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-11-28T20:32:58.325459] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-11-28T20:32:58.325598] [INFO ] [sig       ] VIRC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:32:58.461138] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VIRC.txt
[2025-11-28T20:32:58.461280] [INFO ] [sig       ] [3397/3606] Completed VIRC in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:58.461319] [INFO ] [sig       ] [3398/3606] Forecasting VITL...
[2025-11-28T20:32:58.461347] [INFO ] [sig       ] Generating forecast for: VITL
[2025-11-28T20:32:58.461377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-11-28T20:32:58.471542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-11-28T20:32:58.471883] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-11-28T20:32:58.472644] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-11-28T20:32:58.472693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:58.472723] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:58.472748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:58.472803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:58.528077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:58.528837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:58.528914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:58.528945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:58.649477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:58.649638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:58.649676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:58.649704] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:58.653013] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=29.67%)
[2025-11-28T20:32:58.653292] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-11-28T20:32:58.653415] [INFO ] [sig       ] VITL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:58.793761] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VITL.txt
[2025-11-28T20:32:58.793919] [INFO ] [sig       ] [3398/3606] Completed VITL in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:58.793958] [INFO ] [sig       ] [3399/3606] Forecasting VKQ...
[2025-11-28T20:32:58.793987] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-11-28T20:32:58.794017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-11-28T20:32:58.803947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-11-28T20:32:58.804213] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-11-28T20:32:58.804966] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-11-28T20:32:58.805014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:58.805044] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:58.805069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:58.805122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:58.859391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:58.859950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:58.860022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:58.860052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:58.975929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:58.976022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:58.976055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:58.976082] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:58.979054] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-11-28T20:32:58.979301] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-11-28T20:32:58.979412] [INFO ] [sig       ] VKQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:59.114648] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VKQ.txt
[2025-11-28T20:32:59.114752] [INFO ] [sig       ] [3399/3606] Completed VKQ in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.2m
[2025-11-28T20:32:59.114787] [INFO ] [sig       ] [3400/3606] Forecasting VKTX...
[2025-11-28T20:32:59.114815] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-11-28T20:32:59.114844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-11-28T20:32:59.124792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-11-28T20:32:59.125039] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-11-28T20:32:59.125763] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-11-28T20:32:59.125810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:59.125885] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:59.125912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:59.125966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:59.180938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:59.181517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:59.181605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:59.181638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:59.298672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:59.298771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:59.298805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:59.298831] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:59.301809] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-11-28T20:32:59.302063] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-11-28T20:32:59.302175] [INFO ] [sig       ] VKTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:59.439468] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VKTX.txt
[2025-11-28T20:32:59.439589] [INFO ] [sig       ] [3400/3606] Completed VKTX in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-28T20:32:59.439628] [INFO ] [sig       ] [3401/3606] Forecasting VLGEA...
[2025-11-28T20:32:59.439657] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-11-28T20:32:59.439685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-11-28T20:32:59.449712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-11-28T20:32:59.449944] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-11-28T20:32:59.450669] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-11-28T20:32:59.450729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:59.450759] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:59.450785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:59.450840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:59.505468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:59.506055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:59.506127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:59.506157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:59.626954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:59.627068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:59.627102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:59.627129] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:59.630310] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=23.10%)
[2025-11-28T20:32:59.630562] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-11-28T20:32:59.630700] [INFO ] [sig       ] VLGEA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:32:59.766115] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VLGEA.txt
[2025-11-28T20:32:59.766222] [INFO ] [sig       ] [3401/3606] Completed VLGEA in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-28T20:32:59.766258] [INFO ] [sig       ] [3402/3606] Forecasting VLN...
[2025-11-28T20:32:59.766287] [INFO ] [sig       ] Generating forecast for: VLN
[2025-11-28T20:32:59.766316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-11-28T20:32:59.777149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-11-28T20:32:59.777454] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-11-28T20:32:59.778274] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-11-28T20:32:59.778325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:32:59.778356] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:32:59.778381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:32:59.778437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:32:59.837286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:32:59.838234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:32:59.838345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:32:59.838394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:32:59.963247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:32:59.963414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:32:59.963455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:32:59.963484] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:32:59.967320] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-11-28T20:32:59.967849] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-11-28T20:32:59.968010] [INFO ] [sig       ] VLN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:00.103728] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VLN.txt
[2025-11-28T20:33:00.103863] [INFO ] [sig       ] [3402/3606] Completed VLN in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-28T20:33:00.103902] [INFO ] [sig       ] [3403/3606] Forecasting VLO...
[2025-11-28T20:33:00.103930] [INFO ] [sig       ] Generating forecast for: VLO
[2025-11-28T20:33:00.103960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-11-28T20:33:00.114476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-11-28T20:33:00.114780] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-11-28T20:33:00.115509] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-11-28T20:33:00.115557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:00.115606] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:00.115632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:00.115685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:00.170867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:00.171434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:00.171507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:00.171537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:00.290410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:00.290520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:00.290554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:00.290625] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:00.293694] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=70.04%)
[2025-11-28T20:33:00.293954] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-11-28T20:33:00.294091] [INFO ] [sig       ] VLO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:00.433033] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VLO.txt
[2025-11-28T20:33:00.433134] [INFO ] [sig       ] [3403/3606] Completed VLO in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-28T20:33:00.433170] [INFO ] [sig       ] [3404/3606] Forecasting VLRS...
[2025-11-28T20:33:00.433198] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-11-28T20:33:00.433227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-11-28T20:33:00.442796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-11-28T20:33:00.443040] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-11-28T20:33:00.443767] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-11-28T20:33:00.443815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:00.443844] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:00.443870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:00.443924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:00.498843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:00.499377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:00.499449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:00.499479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:00.616408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:00.616506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:00.616539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:00.616566] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:00.619658] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=66.03%)
[2025-11-28T20:33:00.619907] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-11-28T20:33:00.620041] [INFO ] [sig       ] VLRS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:00.754163] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VLRS.txt
[2025-11-28T20:33:00.754264] [INFO ] [sig       ] [3404/3606] Completed VLRS in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:00.754309] [INFO ] [sig       ] [3405/3606] Forecasting VLTO...
[2025-11-28T20:33:00.754339] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-11-28T20:33:00.754368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-11-28T20:33:00.765290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-11-28T20:33:00.765641] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-11-28T20:33:00.766433] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-11-28T20:33:00.766481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:00.766512] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:00.766537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:00.766608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:00.821736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:00.822621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:00.822702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:00.822733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:00.945948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:00.946045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:00.946082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:00.946110] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:00.949379] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=67.17%)
[2025-11-28T20:33:00.949656] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-11-28T20:33:00.949776] [INFO ] [sig       ] VLTO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:01.125194] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VLTO.txt
[2025-11-28T20:33:01.125323] [INFO ] [sig       ] [3405/3606] Completed VLTO in 0.4s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:01.125361] [INFO ] [sig       ] [3406/3606] Forecasting VLY...
[2025-11-28T20:33:01.125389] [INFO ] [sig       ] Generating forecast for: VLY
[2025-11-28T20:33:01.125418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-11-28T20:33:01.135379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-11-28T20:33:01.135634] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-11-28T20:33:01.136345] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-11-28T20:33:01.136393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:01.136422] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:01.136448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:01.136502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:01.191246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:01.191827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:01.191898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:01.191928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:01.308878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:01.308980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:01.309014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:01.309041] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:01.312070] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-11-28T20:33:01.312338] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-11-28T20:33:01.312454] [INFO ] [sig       ] VLY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:01.451030] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VLY.txt
[2025-11-28T20:33:01.451146] [INFO ] [sig       ] [3406/3606] Completed VLY in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:01.451184] [INFO ] [sig       ] [3407/3606] Forecasting VMBS...
[2025-11-28T20:33:01.451213] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-11-28T20:33:01.451242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-11-28T20:33:01.461175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-11-28T20:33:01.461412] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-11-28T20:33:01.462142] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-11-28T20:33:01.462190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:01.462220] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:01.462246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:01.462300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:01.517230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:01.517790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:01.517861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:01.517892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:01.637710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:01.637817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:01.637851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:01.637878] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:01.640941] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-11-28T20:33:01.641194] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-11-28T20:33:01.641308] [INFO ] [sig       ] VMBS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:01.775296] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VMBS.txt
[2025-11-28T20:33:01.775402] [INFO ] [sig       ] [3407/3606] Completed VMBS in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:01.775439] [INFO ] [sig       ] [3408/3606] Forecasting VMD...
[2025-11-28T20:33:01.775467] [INFO ] [sig       ] Generating forecast for: VMD
[2025-11-28T20:33:01.775497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-11-28T20:33:01.786542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-11-28T20:33:01.787007] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-11-28T20:33:01.787891] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-11-28T20:33:01.787944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:01.787977] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:01.788032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:01.788091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:01.846184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:01.847157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:01.847453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:01.847488] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:01.969764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:01.969932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:01.969999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:01.970040] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:01.973637] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=24.47%)
[2025-11-28T20:33:01.973935] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-11-28T20:33:01.974099] [INFO ] [sig       ] VMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:02.112164] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VMD.txt
[2025-11-28T20:33:02.112312] [INFO ] [sig       ] [3408/3606] Completed VMD in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:02.112352] [INFO ] [sig       ] [3409/3606] Forecasting VMI...
[2025-11-28T20:33:02.112381] [INFO ] [sig       ] Generating forecast for: VMI
[2025-11-28T20:33:02.112410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-11-28T20:33:02.122567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-11-28T20:33:02.122886] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-11-28T20:33:02.123656] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-11-28T20:33:02.123705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:02.123734] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:02.123759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:02.123813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:02.180627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:02.181453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:02.181538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:02.181570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:02.308225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:02.308370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:02.308411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:02.308438] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:02.311840] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-11-28T20:33:02.312107] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-11-28T20:33:02.312226] [INFO ] [sig       ] VMI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:02.450187] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VMI.txt
[2025-11-28T20:33:02.450331] [INFO ] [sig       ] [3409/3606] Completed VMI in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:02.450371] [INFO ] [sig       ] [3410/3606] Forecasting VMO...
[2025-11-28T20:33:02.450399] [INFO ] [sig       ] Generating forecast for: VMO
[2025-11-28T20:33:02.450427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-11-28T20:33:02.460791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-11-28T20:33:02.461040] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-11-28T20:33:02.461799] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-11-28T20:33:02.461846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:02.461876] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:02.461902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:02.461956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:02.516103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:02.516689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:02.516787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:02.516819] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:02.631900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:02.632043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:02.632085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:02.632112] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:02.635315] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=37.71%)
[2025-11-28T20:33:02.635568] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-11-28T20:33:02.635703] [INFO ] [sig       ] VMO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:02.771603] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VMO.txt
[2025-11-28T20:33:02.771752] [INFO ] [sig       ] [3410/3606] Completed VMO in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:02.771791] [INFO ] [sig       ] [3411/3606] Forecasting VNDA...
[2025-11-28T20:33:02.771820] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-11-28T20:33:02.771848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-11-28T20:33:02.782116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-11-28T20:33:02.782441] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-11-28T20:33:02.783187] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-11-28T20:33:02.783235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:02.783264] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:02.783289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:02.783343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:02.837655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:02.838354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:02.838429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:02.838460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:02.951267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:02.951413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:02.951450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:02.951478] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:02.954871] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-11-28T20:33:02.955132] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-11-28T20:33:02.955441] [INFO ] [sig       ] VNDA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:03.093787] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VNDA.txt
[2025-11-28T20:33:03.093918] [INFO ] [sig       ] [3411/3606] Completed VNDA in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:03.093956] [INFO ] [sig       ] [3412/3606] Forecasting VNO...
[2025-11-28T20:33:03.093984] [INFO ] [sig       ] Generating forecast for: VNO
[2025-11-28T20:33:03.094012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-11-28T20:33:03.103921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-11-28T20:33:03.104174] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-11-28T20:33:03.104908] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-11-28T20:33:03.104956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:03.104998] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:03.105025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:03.105080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:03.160304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:03.160898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:03.160970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:03.161001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:03.276684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:03.276827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:03.276862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:03.276891] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:03.280150] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=39.87%)
[2025-11-28T20:33:03.280418] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-11-28T20:33:03.280534] [INFO ] [sig       ] VNO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:03.414779] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VNO.txt
[2025-11-28T20:33:03.414904] [INFO ] [sig       ] [3412/3606] Completed VNO in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:03.414941] [INFO ] [sig       ] [3413/3606] Forecasting VNOM...
[2025-11-28T20:33:03.414969] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-11-28T20:33:03.414998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-11-28T20:33:03.425104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-11-28T20:33:03.425381] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-11-28T20:33:03.426132] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-11-28T20:33:03.426181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:03.426212] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:03.426238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:03.426293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:03.480288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:03.480858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:03.480928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:03.480959] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:03.599236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:03.599374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:03.599410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:03.599438] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:03.602674] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-11-28T20:33:03.602928] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-11-28T20:33:03.603047] [INFO ] [sig       ] VNOM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:03.738802] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VNOM.txt
[2025-11-28T20:33:03.738974] [INFO ] [sig       ] [3413/3606] Completed VNOM in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:03.739014] [INFO ] [sig       ] [3414/3606] Forecasting VNQI...
[2025-11-28T20:33:03.739044] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-11-28T20:33:03.739073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-11-28T20:33:03.749204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-11-28T20:33:03.749480] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-11-28T20:33:03.750223] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-11-28T20:33:03.750272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:03.750302] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:03.750328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:03.750382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:03.804696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:03.805281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:03.805352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:03.805383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:03.923787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:03.923932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:03.923969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:03.923997] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:03.927182] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: DOWN (p=30.92%)
[2025-11-28T20:33:03.927435] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-11-28T20:33:03.927548] [INFO ] [sig       ] VNQI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:04.062340] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VNQI.txt
[2025-11-28T20:33:04.062515] [INFO ] [sig       ] [3414/3606] Completed VNQI in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:04.062557] [INFO ] [sig       ] [3415/3606] Forecasting VOC...
[2025-11-28T20:33:04.062610] [INFO ] [sig       ] Generating forecast for: VOC
[2025-11-28T20:33:04.062644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-11-28T20:33:04.073351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-11-28T20:33:04.073669] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-11-28T20:33:04.074466] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-11-28T20:33:04.074517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:04.074548] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:04.074604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:04.074666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:04.130092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:04.130729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:04.130805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:04.130836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:04.246065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:04.246219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:04.246258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:04.246286] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:04.249793] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-11-28T20:33:04.250101] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-11-28T20:33:04.250251] [INFO ] [sig       ] VOC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:04.396389] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VOC.txt
[2025-11-28T20:33:04.396542] [INFO ] [sig       ] [3415/3606] Completed VOC in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:04.396601] [INFO ] [sig       ] [3416/3606] Forecasting VOD...
[2025-11-28T20:33:04.396659] [INFO ] [sig       ] Generating forecast for: VOD
[2025-11-28T20:33:04.396690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-11-28T20:33:04.408289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-11-28T20:33:04.408697] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-11-28T20:33:04.409463] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-11-28T20:33:04.409511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:04.409542] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:04.409567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:04.409643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:04.467911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:04.468802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:04.468880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:04.468913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:04.585720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:04.585867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:04.585903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:04.585931] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:04.589354] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-11-28T20:33:04.589650] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-11-28T20:33:04.589776] [INFO ] [sig       ] VOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:04.726696] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VOD.txt
[2025-11-28T20:33:04.726832] [INFO ] [sig       ] [3416/3606] Completed VOD in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:04.726872] [INFO ] [sig       ] [3417/3606] Forecasting VONE...
[2025-11-28T20:33:04.726912] [INFO ] [sig       ] Generating forecast for: VONE
[2025-11-28T20:33:04.726951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-11-28T20:33:04.739968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-11-28T20:33:04.740444] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-11-28T20:33:04.741247] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-11-28T20:33:04.741297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:04.741360] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:04.741387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:04.741450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:04.798224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:04.799167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:04.799261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:04.799295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:04.918752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:04.918912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:04.918951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:04.918978] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:04.922276] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-11-28T20:33:04.922541] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-11-28T20:33:04.922680] [INFO ] [sig       ] VONE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:05.071992] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VONE.txt
[2025-11-28T20:33:05.072141] [INFO ] [sig       ] [3417/3606] Completed VONE in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.1m
[2025-11-28T20:33:05.072181] [INFO ] [sig       ] [3418/3606] Forecasting VONG...
[2025-11-28T20:33:05.072209] [INFO ] [sig       ] Generating forecast for: VONG
[2025-11-28T20:33:05.072238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-11-28T20:33:05.083222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-11-28T20:33:05.083535] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-11-28T20:33:05.084299] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-11-28T20:33:05.084348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:05.084378] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:05.084403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:05.084457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:05.138595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:05.139180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:05.139253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:05.139284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:05.262652] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:05.262807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:05.262849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:05.262883] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:05.266197] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-11-28T20:33:05.266476] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-11-28T20:33:05.266617] [INFO ] [sig       ] VONG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:05.400840] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VONG.txt
[2025-11-28T20:33:05.400974] [INFO ] [sig       ] [3418/3606] Completed VONG in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.0m
[2025-11-28T20:33:05.401013] [INFO ] [sig       ] [3419/3606] Forecasting VOTE...
[2025-11-28T20:33:05.401042] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-11-28T20:33:05.401072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-11-28T20:33:05.412256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-11-28T20:33:05.412686] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-11-28T20:33:05.413514] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-11-28T20:33:05.413594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:05.413630] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:05.413656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:05.413709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:05.470068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:05.470967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:05.471064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:05.471097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:05.591112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:05.591281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:05.591319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:05.591371] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:05.594854] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=10.91%)
[2025-11-28T20:33:05.595167] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-11-28T20:33:05.595301] [INFO ] [sig       ] VOTE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:05.734676] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VOTE.txt
[2025-11-28T20:33:05.734844] [INFO ] [sig       ] [3419/3606] Completed VOTE in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.0m
[2025-11-28T20:33:05.734887] [INFO ] [sig       ] [3420/3606] Forecasting VPG...
[2025-11-28T20:33:05.734914] [INFO ] [sig       ] Generating forecast for: VPG
[2025-11-28T20:33:05.734944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-11-28T20:33:05.745403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-11-28T20:33:05.745699] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-11-28T20:33:05.746447] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-11-28T20:33:05.746495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:05.746524] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:05.746549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:05.746623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:05.800854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:05.801443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:05.801518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:05.801548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:05.916246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:05.916389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:05.916427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:05.916485] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:05.919719] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-11-28T20:33:05.919975] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-11-28T20:33:05.920090] [INFO ] [sig       ] VPG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:06.053508] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VPG.txt
[2025-11-28T20:33:06.053643] [INFO ] [sig       ] [3420/3606] Completed VPG in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.0m
[2025-11-28T20:33:06.053683] [INFO ] [sig       ] [3421/3606] Forecasting VPLS...
[2025-11-28T20:33:06.053711] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-11-28T20:33:06.053740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-11-28T20:33:06.063237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-11-28T20:33:06.063486] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-11-28T20:33:06.064227] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-11-28T20:33:06.064274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:06.064303] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:06.064327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:06.064381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:06.118545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:06.119140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:06.119225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:06.119276] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:06.239788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:06.239927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:06.239963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:06.239989] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:06.243170] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2025-11-28T20:33:06.243434] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-11-28T20:33:06.243551] [INFO ] [sig       ] VPLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:06.380123] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VPLS.txt
[2025-11-28T20:33:06.380277] [INFO ] [sig       ] [3421/3606] Completed VPLS in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.0m
[2025-11-28T20:33:06.380316] [INFO ] [sig       ] [3422/3606] Forecasting VRA...
[2025-11-28T20:33:06.380345] [INFO ] [sig       ] Generating forecast for: VRA
[2025-11-28T20:33:06.380373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-11-28T20:33:06.392013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-11-28T20:33:06.392410] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-11-28T20:33:06.393242] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-11-28T20:33:06.393298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:06.393343] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:06.393378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:06.393435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:06.454826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:06.455656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:06.455734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:06.455765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:06.572238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:06.572368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:06.572404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:06.572431] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:06.575539] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-11-28T20:33:06.575819] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-11-28T20:33:06.575953] [INFO ] [sig       ] VRA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:06.712087] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VRA.txt
[2025-11-28T20:33:06.712220] [INFO ] [sig       ] [3422/3606] Completed VRA in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.0m
[2025-11-28T20:33:06.712258] [INFO ] [sig       ] [3423/3606] Forecasting VRCA...
[2025-11-28T20:33:06.712288] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-11-28T20:33:06.712317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-11-28T20:33:06.723342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-11-28T20:33:06.723748] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-11-28T20:33:06.724503] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-11-28T20:33:06.724552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:06.724605] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:06.724648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:06.724705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:06.781860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:06.782591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:06.782667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:06.782700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:06.901921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:06.902067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:06.902104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:06.902136] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:06.905477] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=49.05%)
[2025-11-28T20:33:06.905761] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-11-28T20:33:06.905879] [INFO ] [sig       ] VRCA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:07.045003] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VRCA.txt
[2025-11-28T20:33:07.045132] [INFO ] [sig       ] [3423/3606] Completed VRCA in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.0m
[2025-11-28T20:33:07.045174] [INFO ] [sig       ] [3424/3606] Forecasting VRDN...
[2025-11-28T20:33:07.045204] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-11-28T20:33:07.045236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-11-28T20:33:07.060158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-11-28T20:33:07.060628] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-11-28T20:33:07.061751] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-11-28T20:33:07.061816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:07.061862] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:07.061906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:07.061991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:07.123528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:07.124611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:07.124709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:07.124754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:07.249723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:07.249873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:07.249909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:07.249936] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:07.253160] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2025-11-28T20:33:07.253420] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-11-28T20:33:07.253537] [INFO ] [sig       ] VRDN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:07.390542] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VRDN.txt
[2025-11-28T20:33:07.390685] [INFO ] [sig       ] [3424/3606] Completed VRDN in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.0m
[2025-11-28T20:33:07.390723] [INFO ] [sig       ] [3425/3606] Forecasting VRE...
[2025-11-28T20:33:07.390752] [INFO ] [sig       ] Generating forecast for: VRE
[2025-11-28T20:33:07.390781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-11-28T20:33:07.400905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-11-28T20:33:07.401166] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-11-28T20:33:07.401910] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-11-28T20:33:07.401958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:07.401988] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:07.402014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:07.402068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:07.457333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:07.458049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:07.458125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:07.458157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:07.577250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:07.577388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:07.577426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:07.577455] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:07.580769] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=49.60%)
[2025-11-28T20:33:07.581068] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-11-28T20:33:07.581196] [INFO ] [sig       ] VRE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:07.719865] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VRE.txt
[2025-11-28T20:33:07.719991] [INFO ] [sig       ] [3425/3606] Completed VRE in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.0m
[2025-11-28T20:33:07.720030] [INFO ] [sig       ] [3426/3606] Forecasting VREX...
[2025-11-28T20:33:07.720061] [INFO ] [sig       ] Generating forecast for: VREX
[2025-11-28T20:33:07.720090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-11-28T20:33:07.730550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-11-28T20:33:07.730860] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-11-28T20:33:07.731625] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-11-28T20:33:07.731675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:07.731705] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:07.731732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:07.731786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:07.789024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:07.789817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:07.789906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:07.789949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:07.912063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:07.912214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:07.912254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:07.912282] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:07.915641] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=41.53%)
[2025-11-28T20:33:07.915916] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-11-28T20:33:07.916039] [INFO ] [sig       ] VREX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:08.059325] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VREX.txt
[2025-11-28T20:33:08.059451] [INFO ] [sig       ] [3426/3606] Completed VREX in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.0m
[2025-11-28T20:33:08.059488] [INFO ] [sig       ] [3427/3606] Forecasting VRIG...
[2025-11-28T20:33:08.059516] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-11-28T20:33:08.059552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-11-28T20:33:08.070467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-11-28T20:33:08.070821] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-11-28T20:33:08.071629] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-11-28T20:33:08.071679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:08.071710] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:08.071737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:08.071792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:08.128302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:08.129191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:08.129305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:08.129339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:08.226080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:08.226241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:08.226278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:08.226307] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:08.229644] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-11-28T20:33:08.229959] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-11-28T20:33:08.230086] [INFO ] [sig       ] VRIG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:08.366314] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VRIG.txt
[2025-11-28T20:33:08.366452] [INFO ] [sig       ] [3427/3606] Completed VRIG in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 59.8s
[2025-11-28T20:33:08.366490] [INFO ] [sig       ] [3428/3606] Forecasting VRNS...
[2025-11-28T20:33:08.366520] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-11-28T20:33:08.366548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-11-28T20:33:08.377435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-11-28T20:33:08.377779] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-11-28T20:33:08.378635] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-11-28T20:33:08.378687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:08.378719] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:08.378745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:08.378801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:08.436128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:08.436804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:08.436879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:08.436912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:08.564305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:08.564443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:08.564482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:08.564510] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:08.567798] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-11-28T20:33:08.568113] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-11-28T20:33:08.568242] [INFO ] [sig       ] VRNS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:08.708725] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VRNS.txt
[2025-11-28T20:33:08.708855] [INFO ] [sig       ] [3428/3606] Completed VRNS in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 59.5s
[2025-11-28T20:33:08.708893] [INFO ] [sig       ] [3429/3606] Forecasting VRRM...
[2025-11-28T20:33:08.708921] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-11-28T20:33:08.708949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-11-28T20:33:08.719301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-11-28T20:33:08.719628] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-11-28T20:33:08.720375] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-11-28T20:33:08.720423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:08.720454] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:08.720480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:08.720534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:08.777105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:08.777872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:08.777953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:08.777986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:08.898974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:08.899129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:08.899168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:08.899197] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:08.902501] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=54.19%)
[2025-11-28T20:33:08.902784] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-11-28T20:33:08.902902] [INFO ] [sig       ] VRRM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:09.037522] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VRRM.txt
[2025-11-28T20:33:09.037674] [INFO ] [sig       ] [3429/3606] Completed VRRM in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 59.1s
[2025-11-28T20:33:09.037713] [INFO ] [sig       ] [3430/3606] Forecasting VRSK...
[2025-11-28T20:33:09.037741] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-11-28T20:33:09.037771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-11-28T20:33:09.047683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-11-28T20:33:09.047972] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-11-28T20:33:09.051524] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-11-28T20:33:09.051589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:09.051622] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:09.051648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:09.051702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:09.108476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:09.109256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:09.109342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:09.109374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:09.232987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:09.233132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:09.233174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:09.233243] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:09.236444] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-11-28T20:33:09.236714] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-11-28T20:33:09.236832] [INFO ] [sig       ] VRSK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:09.371333] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VRSK.txt
[2025-11-28T20:33:09.371517] [INFO ] [sig       ] [3430/3606] Completed VRSK in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 58.8s
[2025-11-28T20:33:09.371559] [INFO ] [sig       ] [3431/3606] Forecasting VRSN...
[2025-11-28T20:33:09.371607] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-11-28T20:33:09.371641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-11-28T20:33:09.382170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-11-28T20:33:09.382488] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-11-28T20:33:09.383246] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-11-28T20:33:09.383295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:09.383327] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:09.383354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:09.383409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:09.439319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:09.440166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:09.440247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:09.440279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:09.564719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:09.564876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:09.564913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:09.564942] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:09.568217] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=33.54%)
[2025-11-28T20:33:09.568478] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-11-28T20:33:09.568614] [INFO ] [sig       ] VRSN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:09.704057] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VRSN.txt
[2025-11-28T20:33:09.704182] [INFO ] [sig       ] [3431/3606] Completed VRSN in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 58.5s
[2025-11-28T20:33:09.704220] [INFO ] [sig       ] [3432/3606] Forecasting VRTS...
[2025-11-28T20:33:09.704248] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-11-28T20:33:09.704278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-11-28T20:33:09.714432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-11-28T20:33:09.714723] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-11-28T20:33:09.715461] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-11-28T20:33:09.715510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:09.715541] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:09.715567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:09.715644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:09.773386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:09.774055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:09.774129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:09.774160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:09.892187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:09.892346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:09.892385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:09.892414] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:09.895642] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-11-28T20:33:09.895901] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-11-28T20:33:09.896017] [INFO ] [sig       ] VRTS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:10.029666] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VRTS.txt
[2025-11-28T20:33:10.029824] [INFO ] [sig       ] [3432/3606] Completed VRTS in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 58.1s
[2025-11-28T20:33:10.029864] [INFO ] [sig       ] [3433/3606] Forecasting VRTX...
[2025-11-28T20:33:10.029904] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-11-28T20:33:10.029948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-11-28T20:33:10.040011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-11-28T20:33:10.040324] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-11-28T20:33:10.041069] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-11-28T20:33:10.041117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:10.041148] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:10.041173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:10.041227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:10.095036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:10.095740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:10.095816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:10.095847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:10.215677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:10.215840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:10.215879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:10.215908] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:10.219095] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=55.88%)
[2025-11-28T20:33:10.219349] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-11-28T20:33:10.219466] [INFO ] [sig       ] VRTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:10.354693] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VRTX.txt
[2025-11-28T20:33:10.354835] [INFO ] [sig       ] [3433/3606] Completed VRTX in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 57.8s
[2025-11-28T20:33:10.354872] [INFO ] [sig       ] [3434/3606] Forecasting VS...
[2025-11-28T20:33:10.354901] [INFO ] [sig       ] Generating forecast for: VS
[2025-11-28T20:33:10.354930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-11-28T20:33:10.365732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-11-28T20:33:10.366090] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-11-28T20:33:10.366853] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-11-28T20:33:10.366902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:10.366958] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:10.366986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:10.367054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:10.421399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:10.422174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:10.422250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:10.422280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:10.528393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:10.528557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:10.528614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:10.528643] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:10.531851] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=80.22%)
[2025-11-28T20:33:10.532109] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-11-28T20:33:10.532223] [INFO ] [sig       ] VS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:10.667008] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VS.txt
[2025-11-28T20:33:10.667149] [INFO ] [sig       ] [3434/3606] Completed VS in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 57.5s
[2025-11-28T20:33:10.667188] [INFO ] [sig       ] [3435/3606] Forecasting VSCO...
[2025-11-28T20:33:10.667215] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-11-28T20:33:10.667244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-11-28T20:33:10.678183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-11-28T20:33:10.678509] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-11-28T20:33:10.679309] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-11-28T20:33:10.679360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:10.679391] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:10.679417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:10.679472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:10.737515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:10.738399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:10.738484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:10.738516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:10.856311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:10.856464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:10.856503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:10.856531] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:10.859859] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-11-28T20:33:10.860132] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-11-28T20:33:10.860259] [INFO ] [sig       ] VSCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:10.996364] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VSCO.txt
[2025-11-28T20:33:10.996520] [INFO ] [sig       ] [3435/3606] Completed VSCO in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 57.1s
[2025-11-28T20:33:10.996558] [INFO ] [sig       ] [3436/3606] Forecasting VSDA...
[2025-11-28T20:33:10.996607] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-11-28T20:33:10.996636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-11-28T20:33:11.007542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-11-28T20:33:11.007955] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-11-28T20:33:11.008792] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-11-28T20:33:11.008863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:11.008897] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:11.008923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:11.008978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:11.065199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:11.066076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:11.066155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:11.066188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:11.173514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:11.173691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:11.173731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:11.173757] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:11.176975] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-11-28T20:33:11.177238] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-11-28T20:33:11.177353] [INFO ] [sig       ] VSDA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:11.315114] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VSDA.txt
[2025-11-28T20:33:11.315242] [INFO ] [sig       ] [3436/3606] Completed VSDA in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 56.8s
[2025-11-28T20:33:11.315280] [INFO ] [sig       ] [3437/3606] Forecasting VSEC...
[2025-11-28T20:33:11.315309] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-11-28T20:33:11.315339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-11-28T20:33:11.328180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-11-28T20:33:11.328707] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-11-28T20:33:11.329705] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-11-28T20:33:11.329760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:11.329792] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:11.329818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:11.329874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:11.386570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:11.387837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:11.387934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:11.387968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:11.512281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:11.512508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:11.512551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:11.512644] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:11.516649] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=28.59%)
[2025-11-28T20:33:11.516971] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-11-28T20:33:11.517122] [INFO ] [sig       ] VSEC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:11.661493] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VSEC.txt
[2025-11-28T20:33:11.661731] [INFO ] [sig       ] [3437/3606] Completed VSEC in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 56.5s
[2025-11-28T20:33:11.661776] [INFO ] [sig       ] [3438/3606] Forecasting VSH...
[2025-11-28T20:33:11.661806] [INFO ] [sig       ] Generating forecast for: VSH
[2025-11-28T20:33:11.661839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-11-28T20:33:11.675247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-11-28T20:33:11.675926] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-11-28T20:33:11.677061] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-11-28T20:33:11.677120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:11.677152] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:11.677178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:11.677236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:11.741159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:11.742445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:11.742554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:11.742605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:11.877046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:11.877210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:11.877260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:11.877295] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:11.882281] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=10.25%)
[2025-11-28T20:33:11.882824] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-11-28T20:33:11.882983] [INFO ] [sig       ] VSH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:12.037588] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VSH.txt
[2025-11-28T20:33:12.037795] [INFO ] [sig       ] [3438/3606] Completed VSH in 0.4s | 2.99 sym/s | Total: 19.1m | ETA: 56.1s
[2025-11-28T20:33:12.037850] [INFO ] [sig       ] [3439/3606] Forecasting VSTM...
[2025-11-28T20:33:12.037889] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-11-28T20:33:12.037929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-11-28T20:33:12.052769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-11-28T20:33:12.053226] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-11-28T20:33:12.054314] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-11-28T20:33:12.054380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:12.054427] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:12.054470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:12.054560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:12.140849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:12.142000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:12.142108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:12.142161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:12.287506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:12.287689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:12.287730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:12.287758] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:12.291785] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=72.62%)
[2025-11-28T20:33:12.292154] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-11-28T20:33:12.292327] [INFO ] [sig       ] VSTM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:12.447196] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VSTM.txt
[2025-11-28T20:33:12.447363] [INFO ] [sig       ] [3439/3606] Completed VSTM in 0.4s | 2.99 sym/s | Total: 19.1m | ETA: 55.8s
[2025-11-28T20:33:12.447417] [INFO ] [sig       ] [3440/3606] Forecasting VSTS...
[2025-11-28T20:33:12.447458] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-11-28T20:33:12.447496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-11-28T20:33:12.459675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-11-28T20:33:12.460068] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-11-28T20:33:12.460909] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-11-28T20:33:12.460962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:12.460994] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:12.461020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:12.461074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:12.523291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:12.524266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:12.524391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:12.524443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:12.666944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:12.667117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:12.667161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:12.667192] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:12.671419] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-11-28T20:33:12.671844] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-11-28T20:33:12.672019] [INFO ] [sig       ] VSTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:12.833720] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VSTS.txt
[2025-11-28T20:33:12.833890] [INFO ] [sig       ] [3440/3606] Completed VSTS in 0.4s | 2.99 sym/s | Total: 19.2m | ETA: 55.5s
[2025-11-28T20:33:12.833932] [INFO ] [sig       ] [3441/3606] Forecasting VTC...
[2025-11-28T20:33:12.833962] [INFO ] [sig       ] Generating forecast for: VTC
[2025-11-28T20:33:12.833991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-11-28T20:33:12.845385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-11-28T20:33:12.845809] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-11-28T20:33:12.846608] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-11-28T20:33:12.846658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:12.846690] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:12.846716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:12.846771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:12.903384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:12.904245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:12.904328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:12.904359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:13.026272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:13.026427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:13.026464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:13.026491] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:13.029804] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-11-28T20:33:13.030118] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-11-28T20:33:13.030248] [INFO ] [sig       ] VTC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:13.166640] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VTC.txt
[2025-11-28T20:33:13.166773] [INFO ] [sig       ] [3441/3606] Completed VTC in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 55.1s
[2025-11-28T20:33:13.166836] [INFO ] [sig       ] [3442/3606] Forecasting VTEX...
[2025-11-28T20:33:13.166877] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-11-28T20:33:13.166917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-11-28T20:33:13.176635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-11-28T20:33:13.176900] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-11-28T20:33:13.177655] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-11-28T20:33:13.177705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:13.177736] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:13.177763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:13.177819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:13.232965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:13.233620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:13.233697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:13.233730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:13.348937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:13.349080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:13.349120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:13.349148] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:13.352393] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2025-11-28T20:33:13.352686] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-11-28T20:33:13.352807] [INFO ] [sig       ] VTEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:13.488186] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VTEX.txt
[2025-11-28T20:33:13.488313] [INFO ] [sig       ] [3442/3606] Completed VTEX in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 54.8s
[2025-11-28T20:33:13.488351] [INFO ] [sig       ] [3443/3606] Forecasting VTGN...
[2025-11-28T20:33:13.488380] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-11-28T20:33:13.488409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-11-28T20:33:13.498511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-11-28T20:33:13.498833] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-11-28T20:33:13.499554] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-11-28T20:33:13.499631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:13.499663] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:13.499689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:13.499743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:13.555138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:13.555772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:13.555847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:13.555878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:13.675686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:13.675841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:13.675878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:13.675905] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:13.679126] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-11-28T20:33:13.679421] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-11-28T20:33:13.679542] [INFO ] [sig       ] VTGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:13.816052] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VTGN.txt
[2025-11-28T20:33:13.816194] [INFO ] [sig       ] [3443/3606] Completed VTGN in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 54.5s
[2025-11-28T20:33:13.816232] [INFO ] [sig       ] [3444/3606] Forecasting VTIP...
[2025-11-28T20:33:13.816265] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-11-28T20:33:13.816299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-11-28T20:33:13.826347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-11-28T20:33:13.826656] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-11-28T20:33:13.827391] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-11-28T20:33:13.827439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:13.827469] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:13.827494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:13.827549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:13.883393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:13.884046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:13.884149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:13.884183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:14.005952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:14.006109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:14.006147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:14.006174] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:14.009618] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-11-28T20:33:14.009932] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-11-28T20:33:14.010061] [INFO ] [sig       ] VTIP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:14.149323] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VTIP.txt
[2025-11-28T20:33:14.149468] [INFO ] [sig       ] [3444/3606] Completed VTIP in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 54.1s
[2025-11-28T20:33:14.149508] [INFO ] [sig       ] [3445/3606] Forecasting VTLE...
[2025-11-28T20:33:14.149537] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-11-28T20:33:14.149566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-11-28T20:33:14.159938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-11-28T20:33:14.160214] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-11-28T20:33:14.161003] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-11-28T20:33:14.161053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:14.161085] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:14.161113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:14.161169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:14.217863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:14.218559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:14.218652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:14.218684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:14.339686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:14.339817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:14.339856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:14.339884] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:14.343299] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-11-28T20:33:14.343611] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-11-28T20:33:14.343736] [INFO ] [sig       ] VTLE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:14.480012] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VTLE.txt
[2025-11-28T20:33:14.480141] [INFO ] [sig       ] [3445/3606] Completed VTLE in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 53.8s
[2025-11-28T20:33:14.480180] [INFO ] [sig       ] [3446/3606] Forecasting VTMX...
[2025-11-28T20:33:14.480210] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-11-28T20:33:14.480241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-11-28T20:33:14.557312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-11-28T20:33:14.557596] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-11-28T20:33:14.558348] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-11-28T20:33:14.558397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:14.558426] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:14.558451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:14.558509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:14.613077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:14.613700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:14.613777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:14.613808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:14.732249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:14.732363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:14.732400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:14.732427] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:14.735647] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=75.36%)
[2025-11-28T20:33:14.735926] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-11-28T20:33:14.736046] [INFO ] [sig       ] VTMX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:14.871499] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VTMX.txt
[2025-11-28T20:33:14.871644] [INFO ] [sig       ] [3446/3606] Completed VTMX in 0.4s | 2.99 sym/s | Total: 19.2m | ETA: 53.5s
[2025-11-28T20:33:14.871688] [INFO ] [sig       ] [3447/3606] Forecasting VTN...
[2025-11-28T20:33:14.871717] [INFO ] [sig       ] Generating forecast for: VTN
[2025-11-28T20:33:14.871746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-11-28T20:33:14.881996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-11-28T20:33:14.882313] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-11-28T20:33:14.883052] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-11-28T20:33:14.883113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:14.883144] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:14.883169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:14.883224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:14.937401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:14.938064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:14.938140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:14.938171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:15.053534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:15.053697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:15.053736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:15.053764] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:15.057023] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=21.96%)
[2025-11-28T20:33:15.057291] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-11-28T20:33:15.057406] [INFO ] [sig       ] VTN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:15.207257] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VTN.txt
[2025-11-28T20:33:15.207432] [INFO ] [sig       ] [3447/3606] Completed VTN in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 53.1s
[2025-11-28T20:33:15.207472] [INFO ] [sig       ] [3448/3606] Forecasting VTOL...
[2025-11-28T20:33:15.207500] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-11-28T20:33:15.207530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-11-28T20:33:15.217588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-11-28T20:33:15.217836] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-11-28T20:33:15.218595] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-11-28T20:33:15.218643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:15.218673] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:15.218699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:15.218754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:15.272976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:15.273711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:15.273789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:15.273820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:15.388668] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:15.388812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:15.388850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:15.388877] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:15.392095] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=77.37%)
[2025-11-28T20:33:15.392353] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-11-28T20:33:15.392468] [INFO ] [sig       ] VTOL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:15.526356] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VTOL.txt
[2025-11-28T20:33:15.526489] [INFO ] [sig       ] [3448/3606] Completed VTOL in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 52.8s
[2025-11-28T20:33:15.526527] [INFO ] [sig       ] [3449/3606] Forecasting VTRS...
[2025-11-28T20:33:15.526556] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-11-28T20:33:15.526605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-11-28T20:33:15.536748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-11-28T20:33:15.537038] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-11-28T20:33:15.537767] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-11-28T20:33:15.537814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:15.537843] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:15.537869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:15.537923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:15.592557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:15.593320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:15.593402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:15.593434] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:15.714147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:15.714292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:15.714329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:15.714356] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:15.717550] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=57.64%)
[2025-11-28T20:33:15.717827] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-11-28T20:33:15.717945] [INFO ] [sig       ] VTRS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:15.855856] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VTRS.txt
[2025-11-28T20:33:15.856004] [INFO ] [sig       ] [3449/3606] Completed VTRS in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 52.5s
[2025-11-28T20:33:15.856042] [INFO ] [sig       ] [3450/3606] Forecasting VTS...
[2025-11-28T20:33:15.856071] [INFO ] [sig       ] Generating forecast for: VTS
[2025-11-28T20:33:15.856100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-11-28T20:33:15.866951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-11-28T20:33:15.867203] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-11-28T20:33:15.868160] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-11-28T20:33:15.868209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:15.868240] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:15.868265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:15.868319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:15.924135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:15.924997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:15.925077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:15.925110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:16.040498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:16.040675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:16.040714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:16.040742] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:16.043945] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=76.27%)
[2025-11-28T20:33:16.044205] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-11-28T20:33:16.044319] [INFO ] [sig       ] VTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:16.180147] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VTS.txt
[2025-11-28T20:33:16.180266] [INFO ] [sig       ] [3450/3606] Completed VTS in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 52.1s
[2025-11-28T20:33:16.180330] [INFO ] [sig       ] [3451/3606] Forecasting VTSI...
[2025-11-28T20:33:16.180361] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-11-28T20:33:16.180389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-11-28T20:33:16.193161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-11-28T20:33:16.193703] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-11-28T20:33:16.194643] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-11-28T20:33:16.194695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:16.195072] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:16.195141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:16.195244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:16.250472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:16.251670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:16.251763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:16.251796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:16.372844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:16.373039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:16.373082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:16.373109] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:16.376852] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-11-28T20:33:16.377142] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-11-28T20:33:16.377268] [INFO ] [sig       ] VTSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:16.521522] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VTSI.txt
[2025-11-28T20:33:16.521738] [INFO ] [sig       ] [3451/3606] Completed VTSI in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 51.8s
[2025-11-28T20:33:16.521782] [INFO ] [sig       ] [3452/3606] Forecasting VTWG...
[2025-11-28T20:33:16.521811] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-11-28T20:33:16.521841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-11-28T20:33:16.533242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-11-28T20:33:16.533728] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-11-28T20:33:16.534594] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-11-28T20:33:16.534646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:16.534677] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:16.534703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:16.534758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:16.592773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:16.593734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:16.593820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:16.593853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:16.716738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:16.716914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:16.716954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:16.716982] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:16.720633] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-11-28T20:33:16.720991] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-11-28T20:33:16.721148] [INFO ] [sig       ] VTWG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:16.867516] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VTWG.txt
[2025-11-28T20:33:16.867692] [INFO ] [sig       ] [3452/3606] Completed VTWG in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 51.5s
[2025-11-28T20:33:16.867733] [INFO ] [sig       ] [3453/3606] Forecasting VTWO...
[2025-11-28T20:33:16.867763] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-11-28T20:33:16.867792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-11-28T20:33:16.878089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-11-28T20:33:16.878478] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-11-28T20:33:16.879281] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-11-28T20:33:16.879331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:16.879363] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:16.879389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:16.879444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:16.936607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:16.937402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:16.937481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:16.937513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:17.056657] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:17.056812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:17.056850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:17.056879] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:17.060254] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-11-28T20:33:17.060553] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-11-28T20:33:17.060704] [INFO ] [sig       ] VTWO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:17.201081] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VTWO.txt
[2025-11-28T20:33:17.201230] [INFO ] [sig       ] [3453/3606] Completed VTWO in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 51.1s
[2025-11-28T20:33:17.201270] [INFO ] [sig       ] [3454/3606] Forecasting VTYX...
[2025-11-28T20:33:17.201299] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-11-28T20:33:17.201328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-11-28T20:33:17.212527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-11-28T20:33:17.212850] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-11-28T20:33:17.213593] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-11-28T20:33:17.213642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:17.213673] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:17.213697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:17.213750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:17.268774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:17.269328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:17.269400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:17.269429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:17.389183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:17.389328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:17.389382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:17.389438] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:17.393772] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=68.48%)
[2025-11-28T20:33:17.394043] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-11-28T20:33:17.394174] [INFO ] [sig       ] VTYX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:17.531040] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VTYX.txt
[2025-11-28T20:33:17.531157] [INFO ] [sig       ] [3454/3606] Completed VTYX in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 50.8s
[2025-11-28T20:33:17.531195] [INFO ] [sig       ] [3455/3606] Forecasting VUZI...
[2025-11-28T20:33:17.531223] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-11-28T20:33:17.531252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-11-28T20:33:17.542250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-11-28T20:33:17.542607] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-11-28T20:33:17.543385] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-11-28T20:33:17.543434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:17.543465] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:17.543490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:17.543545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:17.599278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:17.600224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:17.600350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:17.600384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:17.719643] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:17.719796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:17.719834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:17.719861] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:17.723181] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=16.93%)
[2025-11-28T20:33:17.723447] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-11-28T20:33:17.723568] [INFO ] [sig       ] VUZI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:17.872596] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VUZI.txt
[2025-11-28T20:33:17.872763] [INFO ] [sig       ] [3455/3606] Completed VUZI in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 50.5s
[2025-11-28T20:33:17.872802] [INFO ] [sig       ] [3456/3606] Forecasting VVOS...
[2025-11-28T20:33:17.872831] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-11-28T20:33:17.872859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-11-28T20:33:17.883390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-11-28T20:33:17.883812] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-11-28T20:33:17.884648] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-11-28T20:33:17.884699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:17.884731] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:17.884757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:17.884814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:17.943474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:17.944362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:17.944445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:17.944477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:18.072006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:18.072163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:18.072204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:18.072234] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:18.076001] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=16.53%)
[2025-11-28T20:33:18.076367] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-11-28T20:33:18.076517] [INFO ] [sig       ] VVOS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:18.215872] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VVOS.txt
[2025-11-28T20:33:18.215998] [INFO ] [sig       ] [3456/3606] Completed VVOS in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 50.1s
[2025-11-28T20:33:18.216042] [INFO ] [sig       ] [3457/3606] Forecasting VVX...
[2025-11-28T20:33:18.216083] [INFO ] [sig       ] Generating forecast for: VVX
[2025-11-28T20:33:18.216117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-11-28T20:33:18.226084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-11-28T20:33:18.226332] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-11-28T20:33:18.227074] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-11-28T20:33:18.227124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:18.227154] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:18.227180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:18.227234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:18.282884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:18.283449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:18.283522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:18.283553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:18.403305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:18.403447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:18.403488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:18.403516] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:18.406715] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2025-11-28T20:33:18.406968] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-11-28T20:33:18.407081] [INFO ] [sig       ] VVX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:18.545190] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VVX.txt
[2025-11-28T20:33:18.545313] [INFO ] [sig       ] [3457/3606] Completed VVX in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 49.8s
[2025-11-28T20:33:18.545351] [INFO ] [sig       ] [3458/3606] Forecasting VWOB...
[2025-11-28T20:33:18.545380] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-11-28T20:33:18.545410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-11-28T20:33:18.555055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-11-28T20:33:18.555314] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-11-28T20:33:18.556086] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-11-28T20:33:18.556136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:18.556180] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:18.556207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:18.556261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:18.610811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:18.611366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:18.611436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:18.611467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:18.736355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:18.736483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:18.736519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:18.736547] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:18.739741] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=15.45%)
[2025-11-28T20:33:18.739995] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-11-28T20:33:18.740107] [INFO ] [sig       ] VWOB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:18.874453] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VWOB.txt
[2025-11-28T20:33:18.874559] [INFO ] [sig       ] [3458/3606] Completed VWOB in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 49.4s
[2025-11-28T20:33:18.874614] [INFO ] [sig       ] [3459/3606] Forecasting VXUS...
[2025-11-28T20:33:18.874643] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-11-28T20:33:18.874672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-11-28T20:33:18.884778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-11-28T20:33:18.885024] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-11-28T20:33:18.885763] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-11-28T20:33:18.885811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:18.885842] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:18.885867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:18.885921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:18.941054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:18.941668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:18.941742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:18.941775] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:19.078859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:19.079004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:19.079041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:19.079068] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:19.083099] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2025-11-28T20:33:19.083431] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-11-28T20:33:19.083606] [INFO ] [sig       ] VXUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:19.221047] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VXUS.txt
[2025-11-28T20:33:19.221168] [INFO ] [sig       ] [3459/3606] Completed VXUS in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 49.1s
[2025-11-28T20:33:19.221207] [INFO ] [sig       ] [3460/3606] Forecasting VYMI...
[2025-11-28T20:33:19.221235] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-11-28T20:33:19.221263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-11-28T20:33:19.230756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-11-28T20:33:19.231026] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-11-28T20:33:19.231757] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-11-28T20:33:19.231806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:19.231836] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:19.231862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:19.231916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:19.290475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:19.291063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:19.291134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:19.291165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:19.403413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:19.403534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:19.403585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:19.403616] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:19.406725] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-11-28T20:33:19.406974] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-11-28T20:33:19.407087] [INFO ] [sig       ] VYMI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:19.543026] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VYMI.txt
[2025-11-28T20:33:19.543135] [INFO ] [sig       ] [3460/3606] Completed VYMI in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 48.8s
[2025-11-28T20:33:19.543173] [INFO ] [sig       ] [3461/3606] Forecasting VYX...
[2025-11-28T20:33:19.543201] [INFO ] [sig       ] Generating forecast for: VYX
[2025-11-28T20:33:19.543230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-11-28T20:33:19.553436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-11-28T20:33:19.553709] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-11-28T20:33:19.554487] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-11-28T20:33:19.554538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:19.554591] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:19.554646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:19.554715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:19.610559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:19.611157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:19.611255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:19.611289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:19.730479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:19.730635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:19.730676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:19.730705] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:19.734050] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=96.92%)
[2025-11-28T20:33:19.734324] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-11-28T20:33:19.734449] [INFO ] [sig       ] VYX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:19.871025] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VYX.txt
[2025-11-28T20:33:19.871153] [INFO ] [sig       ] [3461/3606] Completed VYX in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 48.4s
[2025-11-28T20:33:19.871199] [INFO ] [sig       ] [3462/3606] Forecasting VZ...
[2025-11-28T20:33:19.871230] [INFO ] [sig       ] Generating forecast for: VZ
[2025-11-28T20:33:19.871260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-11-28T20:33:19.881339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-11-28T20:33:19.881605] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-11-28T20:33:19.882325] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-11-28T20:33:19.882373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:19.882403] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:19.882429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:19.882484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:19.937807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:19.938407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:19.938485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:19.938518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:20.056674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:20.056787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:20.056824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:20.056854] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:20.060076] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=29.02%)
[2025-11-28T20:33:20.060332] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-11-28T20:33:20.060449] [INFO ] [sig       ] VZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:20.215989] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VZ.txt
[2025-11-28T20:33:20.216117] [INFO ] [sig       ] [3462/3606] Completed VZ in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 48.1s
[2025-11-28T20:33:20.216157] [INFO ] [sig       ] [3463/3606] Forecasting WAB...
[2025-11-28T20:33:20.216188] [INFO ] [sig       ] Generating forecast for: WAB
[2025-11-28T20:33:20.216219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-11-28T20:33:20.226257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-11-28T20:33:20.226520] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-11-28T20:33:20.227293] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-11-28T20:33:20.227343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:20.227375] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:20.227402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:20.227463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:20.283947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:20.284544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:20.284637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:20.284671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:20.402518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:20.402657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:20.402693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:20.402719] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:20.405825] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-11-28T20:33:20.406077] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-11-28T20:33:20.406193] [INFO ] [sig       ] WAB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:20.546421] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WAB.txt
[2025-11-28T20:33:20.546589] [INFO ] [sig       ] [3463/3606] Completed WAB in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 47.8s
[2025-11-28T20:33:20.546639] [INFO ] [sig       ] [3464/3606] Forecasting WABC...
[2025-11-28T20:33:20.546667] [INFO ] [sig       ] Generating forecast for: WABC
[2025-11-28T20:33:20.546696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-11-28T20:33:20.556646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-11-28T20:33:20.557002] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-11-28T20:33:20.557773] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-11-28T20:33:20.557822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:20.557853] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:20.557879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:20.557932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:20.614999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:20.615833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:20.615944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:20.615979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:20.732358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:20.732451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:20.732488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:20.732515] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:20.735729] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-11-28T20:33:20.735981] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-11-28T20:33:20.736103] [INFO ] [sig       ] WABC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:20.872806] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WABC.txt
[2025-11-28T20:33:20.872935] [INFO ] [sig       ] [3464/3606] Completed WABC in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 47.4s
[2025-11-28T20:33:20.872973] [INFO ] [sig       ] [3465/3606] Forecasting WAFD...
[2025-11-28T20:33:20.873001] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-11-28T20:33:20.873030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-11-28T20:33:20.882733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-11-28T20:33:20.882986] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-11-28T20:33:20.883713] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-11-28T20:33:20.883761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:20.883791] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:20.883817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:20.883871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:20.938720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:20.939298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:20.939370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:20.939401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:21.055539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:21.055669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:21.055703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:21.055759] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:21.058874] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-11-28T20:33:21.059123] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-11-28T20:33:21.059235] [INFO ] [sig       ] WAFD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:21.195868] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WAFD.txt
[2025-11-28T20:33:21.196017] [INFO ] [sig       ] [3465/3606] Completed WAFD in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 47.1s
[2025-11-28T20:33:21.196055] [INFO ] [sig       ] [3466/3606] Forecasting WAFDP...
[2025-11-28T20:33:21.196085] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-11-28T20:33:21.196114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-11-28T20:33:21.206345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-11-28T20:33:21.206645] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-11-28T20:33:21.207353] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-11-28T20:33:21.207402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:21.207433] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:21.207460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:21.207515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:21.262331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:21.262919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:21.262989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:21.263020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:21.369372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:21.369479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:21.369516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:21.369544] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:21.372640] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-11-28T20:33:21.372890] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-11-28T20:33:21.373001] [INFO ] [sig       ] WAFDP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:21.509821] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WAFDP.txt
[2025-11-28T20:33:21.509932] [INFO ] [sig       ] [3466/3606] Completed WAFDP in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 46.8s
[2025-11-28T20:33:21.509968] [INFO ] [sig       ] [3467/3606] Forecasting WAL...
[2025-11-28T20:33:21.509996] [INFO ] [sig       ] Generating forecast for: WAL
[2025-11-28T20:33:21.510025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-11-28T20:33:21.520104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-11-28T20:33:21.520352] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-11-28T20:33:21.521088] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-11-28T20:33:21.521136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:21.521166] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:21.521192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:21.521246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:21.576828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:21.577675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:21.577776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:21.577809] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:21.696603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:21.696741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:21.696777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:21.696805] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:21.700021] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2025-11-28T20:33:21.700275] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-11-28T20:33:21.700390] [INFO ] [sig       ] WAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:21.839876] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WAL.txt
[2025-11-28T20:33:21.839995] [INFO ] [sig       ] [3467/3606] Completed WAL in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 46.4s
[2025-11-28T20:33:21.840032] [INFO ] [sig       ] [3468/3606] Forecasting WALD...
[2025-11-28T20:33:21.840060] [INFO ] [sig       ] Generating forecast for: WALD
[2025-11-28T20:33:21.840088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-11-28T20:33:21.850023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-11-28T20:33:21.850271] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-11-28T20:33:21.851031] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-11-28T20:33:21.851080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:21.851132] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:21.851159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:21.851215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:21.906219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:21.906829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:21.906902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:21.906932] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:22.025188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:22.025325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:22.025362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:22.025389] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:22.028734] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=20.31%)
[2025-11-28T20:33:22.028993] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-11-28T20:33:22.029109] [INFO ] [sig       ] WALD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:22.166064] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WALD.txt
[2025-11-28T20:33:22.166223] [INFO ] [sig       ] [3468/3606] Completed WALD in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 46.1s
[2025-11-28T20:33:22.166285] [INFO ] [sig       ] [3469/3606] Forecasting WASH...
[2025-11-28T20:33:22.166330] [INFO ] [sig       ] Generating forecast for: WASH
[2025-11-28T20:33:22.166375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-11-28T20:33:22.179216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-11-28T20:33:22.179654] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-11-28T20:33:22.180676] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-11-28T20:33:22.180737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:22.180774] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:22.180828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:22.180910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:22.250791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:22.251609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:22.251687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:22.251721] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:22.366076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:22.366204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:22.366241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:22.366268] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:22.369428] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=52.45%)
[2025-11-28T20:33:22.369698] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-11-28T20:33:22.369810] [INFO ] [sig       ] WASH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:22.505800] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WASH.txt
[2025-11-28T20:33:22.505910] [INFO ] [sig       ] [3469/3606] Completed WASH in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 45.8s
[2025-11-28T20:33:22.505946] [INFO ] [sig       ] [3470/3606] Forecasting WAVE...
[2025-11-28T20:33:22.505975] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-11-28T20:33:22.506003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-11-28T20:33:22.516570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-11-28T20:33:22.516903] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-11-28T20:33:22.517746] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-11-28T20:33:22.517798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:22.517830] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:22.517856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:22.517911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:22.575452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:22.576078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:22.576153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:22.576194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:22.685383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:22.685512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:22.685548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:22.685592] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:22.688795] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=81.33%)
[2025-11-28T20:33:22.689051] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-11-28T20:33:22.689165] [INFO ] [sig       ] WAVE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:22.826103] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WAVE.txt
[2025-11-28T20:33:22.826214] [INFO ] [sig       ] [3470/3606] Completed WAVE in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 45.4s
[2025-11-28T20:33:22.826250] [INFO ] [sig       ] [3471/3606] Forecasting WAY...
[2025-11-28T20:33:22.826279] [INFO ] [sig       ] Generating forecast for: WAY
[2025-11-28T20:33:22.826309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-11-28T20:33:22.837088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-11-28T20:33:22.837359] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-11-28T20:33:22.838145] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-11-28T20:33:22.838195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:22.838227] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:22.838254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:22.838309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:22.894866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:22.895414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:22.895486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:22.895517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:23.016694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:23.016816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:23.016850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:23.016905] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:23.020139] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-11-28T20:33:23.020407] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-11-28T20:33:23.020525] [INFO ] [sig       ] WAY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:23.156257] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WAY.txt
[2025-11-28T20:33:23.156388] [INFO ] [sig       ] [3471/3606] Completed WAY in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 45.1s
[2025-11-28T20:33:23.156425] [INFO ] [sig       ] [3472/3606] Forecasting WB...
[2025-11-28T20:33:23.156454] [INFO ] [sig       ] Generating forecast for: WB
[2025-11-28T20:33:23.156483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-11-28T20:33:23.169286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-11-28T20:33:23.169605] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-11-28T20:33:23.170379] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-11-28T20:33:23.170430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:23.170462] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:23.170488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:23.170549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:23.224951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:23.225786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:23.225869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:23.225901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:23.350768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:23.350903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:23.350940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:23.350966] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:23.354136] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=54.33%)
[2025-11-28T20:33:23.354392] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-11-28T20:33:23.354505] [INFO ] [sig       ] WB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:23.491367] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WB.txt
[2025-11-28T20:33:23.491475] [INFO ] [sig       ] [3472/3606] Completed WB in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 44.8s
[2025-11-28T20:33:23.491512] [INFO ] [sig       ] [3473/3606] Forecasting WBD...
[2025-11-28T20:33:23.491540] [INFO ] [sig       ] Generating forecast for: WBD
[2025-11-28T20:33:23.491598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-11-28T20:33:23.502250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-11-28T20:33:23.502502] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-11-28T20:33:23.503260] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-11-28T20:33:23.503310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:23.503341] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:23.503367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:23.503424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:23.560424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:23.561038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:23.561111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:23.561143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:23.685901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:23.686030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:23.686065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:23.686092] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:23.689314] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=71.84%)
[2025-11-28T20:33:23.689568] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-11-28T20:33:23.689707] [INFO ] [sig       ] WBD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:23.829189] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WBD.txt
[2025-11-28T20:33:23.829307] [INFO ] [sig       ] [3473/3606] Completed WBD in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 44.4s
[2025-11-28T20:33:23.829344] [INFO ] [sig       ] [3474/3606] Forecasting WBS...
[2025-11-28T20:33:23.829372] [INFO ] [sig       ] Generating forecast for: WBS
[2025-11-28T20:33:23.829402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-11-28T20:33:23.839674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-11-28T20:33:23.839956] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-11-28T20:33:23.840725] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-11-28T20:33:23.840783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:23.840815] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:23.840843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:23.840899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:23.898176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:23.898796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:23.898872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:23.898905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:24.020343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:24.020461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:24.020495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:24.020528] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:24.023748] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-11-28T20:33:24.023997] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-11-28T20:33:24.024110] [INFO ] [sig       ] WBS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:24.161161] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WBS.txt
[2025-11-28T20:33:24.161282] [INFO ] [sig       ] [3474/3606] Completed WBS in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 44.1s
[2025-11-28T20:33:24.161319] [INFO ] [sig       ] [3475/3606] Forecasting WBTN...
[2025-11-28T20:33:24.161347] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-11-28T20:33:24.161377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-11-28T20:33:24.172025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-11-28T20:33:24.172285] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-11-28T20:33:24.173030] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-11-28T20:33:24.173078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:24.173108] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:24.173134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:24.173188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:24.229457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:24.230043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:24.230123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:24.230156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:24.353295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:24.353435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:24.353473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:24.353500] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:24.356684] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-11-28T20:33:24.356937] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-11-28T20:33:24.357050] [INFO ] [sig       ] WBTN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:24.493812] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WBTN.txt
[2025-11-28T20:33:24.493925] [INFO ] [sig       ] [3475/3606] Completed WBTN in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 43.8s
[2025-11-28T20:33:24.493961] [INFO ] [sig       ] [3476/3606] Forecasting WBX...
[2025-11-28T20:33:24.493991] [INFO ] [sig       ] Generating forecast for: WBX
[2025-11-28T20:33:24.494019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-11-28T20:33:24.504030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-11-28T20:33:24.504337] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-11-28T20:33:24.505153] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-11-28T20:33:24.505204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:24.505235] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:24.505263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:24.505320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:24.562487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:24.563094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:24.563169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:24.563201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:24.684179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:24.684305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:24.684342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:24.684369] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:24.687533] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=75.40%)
[2025-11-28T20:33:24.687805] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-11-28T20:33:24.687920] [INFO ] [sig       ] WBX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:24.825096] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WBX.txt
[2025-11-28T20:33:24.825206] [INFO ] [sig       ] [3476/3606] Completed WBX in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 43.4s
[2025-11-28T20:33:24.825242] [INFO ] [sig       ] [3477/3606] Forecasting WCC...
[2025-11-28T20:33:24.825270] [INFO ] [sig       ] Generating forecast for: WCC
[2025-11-28T20:33:24.825299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-11-28T20:33:24.835961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-11-28T20:33:24.836227] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-11-28T20:33:24.837002] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-11-28T20:33:24.837053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:24.837085] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:24.837112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:24.837168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:24.893283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:24.893885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:24.893957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:24.893988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:25.016184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:25.016313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:25.016348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:25.016375] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:25.019539] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2025-11-28T20:33:25.019808] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-11-28T20:33:25.019924] [INFO ] [sig       ] WCC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:25.158347] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WCC.txt
[2025-11-28T20:33:25.158468] [INFO ] [sig       ] [3477/3606] Completed WCC in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 43.1s
[2025-11-28T20:33:25.158508] [INFO ] [sig       ] [3478/3606] Forecasting WCLD...
[2025-11-28T20:33:25.158536] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-11-28T20:33:25.158564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-11-28T20:33:25.168834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-11-28T20:33:25.169113] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-11-28T20:33:25.169917] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-11-28T20:33:25.169968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:25.170000] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:25.170029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:25.170085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:25.225827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:25.226394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:25.226488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:25.226520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:25.345734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:25.345896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:25.345934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:25.345961] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:25.349247] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=20.89%)
[2025-11-28T20:33:25.349526] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-11-28T20:33:25.349696] [INFO ] [sig       ] WCLD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:25.485271] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WCLD.txt
[2025-11-28T20:33:25.485392] [INFO ] [sig       ] [3478/3606] Completed WCLD in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 42.8s
[2025-11-28T20:33:25.485430] [INFO ] [sig       ] [3479/3606] Forecasting WD...
[2025-11-28T20:33:25.485459] [INFO ] [sig       ] Generating forecast for: WD
[2025-11-28T20:33:25.485488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-11-28T20:33:25.495926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-11-28T20:33:25.496186] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-11-28T20:33:25.496993] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-11-28T20:33:25.497043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:25.497075] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:25.497103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:25.497159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:25.554139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:25.554742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:25.554816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:25.554848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:25.670997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:25.671145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:25.671184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:25.671215] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:25.674528] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=23.24%)
[2025-11-28T20:33:25.674827] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-11-28T20:33:25.674953] [INFO ] [sig       ] WD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:25.811753] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WD.txt
[2025-11-28T20:33:25.811879] [INFO ] [sig       ] [3479/3606] Completed WD in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 42.4s
[2025-11-28T20:33:25.811917] [INFO ] [sig       ] [3480/3606] Forecasting WDAY...
[2025-11-28T20:33:25.811945] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-11-28T20:33:25.811974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-11-28T20:33:25.821816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-11-28T20:33:25.822077] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-11-28T20:33:25.822860] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-11-28T20:33:25.822910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:25.822940] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:25.822965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:25.823019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:25.877855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:25.878457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:25.878533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:25.878597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:25.995502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:25.995652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:25.995689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:25.995716] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:25.998911] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-11-28T20:33:25.999164] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-11-28T20:33:25.999278] [INFO ] [sig       ] WDAY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:26.134796] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WDAY.txt
[2025-11-28T20:33:26.134914] [INFO ] [sig       ] [3480/3606] Completed WDAY in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 42.1s
[2025-11-28T20:33:26.134951] [INFO ] [sig       ] [3481/3606] Forecasting WDC...
[2025-11-28T20:33:26.134980] [INFO ] [sig       ] Generating forecast for: WDC
[2025-11-28T20:33:26.135010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-11-28T20:33:26.145269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-11-28T20:33:26.145542] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-11-28T20:33:26.146288] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-11-28T20:33:26.146336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:26.146366] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:26.146392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:26.146446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:26.205186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:26.205783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:26.205855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:26.205887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:26.329750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:26.329876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:26.329912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:26.329940] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:26.333116] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=11.32%)
[2025-11-28T20:33:26.333367] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-11-28T20:33:26.333482] [INFO ] [sig       ] WDC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:26.471490] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WDC.txt
[2025-11-28T20:33:26.471657] [INFO ] [sig       ] [3481/3606] Completed WDC in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 41.8s
[2025-11-28T20:33:26.471699] [INFO ] [sig       ] [3482/3606] Forecasting WDFC...
[2025-11-28T20:33:26.471728] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-11-28T20:33:26.471757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-11-28T20:33:26.481542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-11-28T20:33:26.481833] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-11-28T20:33:26.482548] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-11-28T20:33:26.482629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:26.482662] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:26.482688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:26.482742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:26.539301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:26.539927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:26.540000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:26.540032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:26.667435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:26.667606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:26.667654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:26.667690] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:26.671039] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-11-28T20:33:26.671300] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-11-28T20:33:26.671421] [INFO ] [sig       ] WDFC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:26.814431] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WDFC.txt
[2025-11-28T20:33:26.814557] [INFO ] [sig       ] [3482/3606] Completed WDFC in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 41.4s
[2025-11-28T20:33:26.814614] [INFO ] [sig       ] [3483/3606] Forecasting WDH...
[2025-11-28T20:33:26.814643] [INFO ] [sig       ] Generating forecast for: WDH
[2025-11-28T20:33:26.814672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-11-28T20:33:26.824707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-11-28T20:33:26.825021] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-11-28T20:33:26.825768] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-11-28T20:33:26.825816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:26.825847] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:26.825873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:26.825928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:26.884115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:26.884754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:26.884825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:26.884857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:26.997775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:26.997895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:26.997930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:26.997957] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:27.001120] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-11-28T20:33:27.001371] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-11-28T20:33:27.001487] [INFO ] [sig       ] WDH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:27.137815] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WDH.txt
[2025-11-28T20:33:27.137927] [INFO ] [sig       ] [3483/3606] Completed WDH in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 41.1s
[2025-11-28T20:33:27.137964] [INFO ] [sig       ] [3484/3606] Forecasting WDI...
[2025-11-28T20:33:27.138013] [INFO ] [sig       ] Generating forecast for: WDI
[2025-11-28T20:33:27.138045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-11-28T20:33:27.148439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-11-28T20:33:27.148744] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-11-28T20:33:27.149471] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-11-28T20:33:27.149520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:27.149550] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:27.149601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:27.149671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:27.205071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:27.205670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:27.205742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:27.205773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:27.325271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:27.325395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:27.325431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:27.325458] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:27.328629] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-11-28T20:33:27.328889] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-11-28T20:33:27.329004] [INFO ] [sig       ] WDI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:27.467192] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WDI.txt
[2025-11-28T20:33:27.467349] [INFO ] [sig       ] [3484/3606] Completed WDI in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 40.8s
[2025-11-28T20:33:27.467389] [INFO ] [sig       ] [3485/3606] Forecasting WDS...
[2025-11-28T20:33:27.467417] [INFO ] [sig       ] Generating forecast for: WDS
[2025-11-28T20:33:27.467445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-11-28T20:33:27.478138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-11-28T20:33:27.478421] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-11-28T20:33:27.479156] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-11-28T20:33:27.479204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:27.479259] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:27.479286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:27.479340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:27.537626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:27.538243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:27.538321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:27.538352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:27.658359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:27.658494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:27.658530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:27.658559] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:27.661764] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-11-28T20:33:27.662017] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-11-28T20:33:27.662133] [INFO ] [sig       ] WDS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:27.798624] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WDS.txt
[2025-11-28T20:33:27.798757] [INFO ] [sig       ] [3485/3606] Completed WDS in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 40.4s
[2025-11-28T20:33:27.798804] [INFO ] [sig       ] [3486/3606] Forecasting WEA...
[2025-11-28T20:33:27.798833] [INFO ] [sig       ] Generating forecast for: WEA
[2025-11-28T20:33:27.798862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-11-28T20:33:27.809471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-11-28T20:33:27.809819] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-11-28T20:33:27.810533] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-11-28T20:33:27.810615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:27.810654] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:27.810685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:27.810752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:27.866451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:27.867034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:27.867104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:27.867135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:27.973872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:27.974010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:27.974046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:27.974074] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:27.977242] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-11-28T20:33:27.977496] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-11-28T20:33:27.977626] [INFO ] [sig       ] WEA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:28.112644] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WEA.txt
[2025-11-28T20:33:28.112776] [INFO ] [sig       ] [3486/3606] Completed WEA in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 40.1s
[2025-11-28T20:33:28.112816] [INFO ] [sig       ] [3487/3606] Forecasting WEC...
[2025-11-28T20:33:28.112844] [INFO ] [sig       ] Generating forecast for: WEC
[2025-11-28T20:33:28.112873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-11-28T20:33:28.123280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-11-28T20:33:28.123538] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-11-28T20:33:28.124297] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-11-28T20:33:28.124345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:28.124375] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:28.124401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:28.124455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:28.182154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:28.182781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:28.182858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:28.182891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:28.303129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:28.303255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:28.303290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:28.303318] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:28.306471] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-11-28T20:33:28.306739] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-11-28T20:33:28.306871] [INFO ] [sig       ] WEC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:28.443274] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WEC.txt
[2025-11-28T20:33:28.443386] [INFO ] [sig       ] [3487/3606] Completed WEC in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 39.8s
[2025-11-28T20:33:28.443423] [INFO ] [sig       ] [3488/3606] Forecasting WEN...
[2025-11-28T20:33:28.443450] [INFO ] [sig       ] Generating forecast for: WEN
[2025-11-28T20:33:28.443491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-11-28T20:33:28.454751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-11-28T20:33:28.455060] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-11-28T20:33:28.455858] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-11-28T20:33:28.455908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:28.455939] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:28.455964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:28.456019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:28.529297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:28.530184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:28.530270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:28.530302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:28.651288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:28.651457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:28.651508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:28.651548] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:28.656151] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-11-28T20:33:28.656496] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-11-28T20:33:28.656700] [INFO ] [sig       ] WEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:28.809743] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WEN.txt
[2025-11-28T20:33:28.809902] [INFO ] [sig       ] [3488/3606] Completed WEN in 0.4s | 2.99 sym/s | Total: 19.4m | ETA: 39.4s
[2025-11-28T20:33:28.809942] [INFO ] [sig       ] [3489/3606] Forecasting WERN...
[2025-11-28T20:33:28.809973] [INFO ] [sig       ] Generating forecast for: WERN
[2025-11-28T20:33:28.810005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-11-28T20:33:28.820398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-11-28T20:33:28.820709] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-11-28T20:33:28.821474] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-11-28T20:33:28.821526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:28.821556] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:28.821607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:28.821668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:28.878414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:28.879283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:28.879366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:28.879399] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:28.995535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:28.995727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:28.995768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:28.995816] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:28.999387] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=21.52%)
[2025-11-28T20:33:28.999744] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-11-28T20:33:28.999882] [INFO ] [sig       ] WERN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:29.140887] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WERN.txt
[2025-11-28T20:33:29.141023] [INFO ] [sig       ] [3489/3606] Completed WERN in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 39.1s
[2025-11-28T20:33:29.141063] [INFO ] [sig       ] [3490/3606] Forecasting WES...
[2025-11-28T20:33:29.141106] [INFO ] [sig       ] Generating forecast for: WES
[2025-11-28T20:33:29.141144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-11-28T20:33:29.151512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-11-28T20:33:29.151825] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-11-28T20:33:29.152606] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-11-28T20:33:29.152658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:29.152689] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:29.152716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:29.152771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:29.209492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:29.210170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:29.210246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:29.210278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:29.325761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:29.325908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:29.325945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:29.325973] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:29.329226] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=61.50%)
[2025-11-28T20:33:29.329481] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-11-28T20:33:29.329615] [INFO ] [sig       ] WES: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:29.469661] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WES.txt
[2025-11-28T20:33:29.469815] [INFO ] [sig       ] [3490/3606] Completed WES in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 38.8s
[2025-11-28T20:33:29.469853] [INFO ] [sig       ] [3491/3606] Forecasting WEX...
[2025-11-28T20:33:29.469882] [INFO ] [sig       ] Generating forecast for: WEX
[2025-11-28T20:33:29.469912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-11-28T20:33:29.481326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-11-28T20:33:29.481725] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-11-28T20:33:29.482500] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-11-28T20:33:29.482549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:29.482601] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:29.482630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:29.482689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:29.540965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:29.541798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:29.541896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:29.541930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:29.662088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:29.662241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:29.662282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:29.662322] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:29.665735] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=25.92%)
[2025-11-28T20:33:29.666011] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-11-28T20:33:29.666134] [INFO ] [sig       ] WEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:29.808468] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WEX.txt
[2025-11-28T20:33:29.808609] [INFO ] [sig       ] [3491/3606] Completed WEX in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 38.4s
[2025-11-28T20:33:29.808650] [INFO ] [sig       ] [3492/3606] Forecasting WEYS...
[2025-11-28T20:33:29.808681] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-11-28T20:33:29.808711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-11-28T20:33:29.822935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-11-28T20:33:29.823369] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-11-28T20:33:29.824436] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-11-28T20:33:29.824501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:29.824545] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:29.824602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:29.824695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:29.880193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:29.880883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:29.880960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:29.880992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:29.983283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:29.983403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:29.983440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:29.983468] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:29.986609] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: UP (p=78.93%)
[2025-11-28T20:33:29.986871] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-11-28T20:33:29.986988] [INFO ] [sig       ] WEYS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:30.121013] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WEYS.txt
[2025-11-28T20:33:30.121135] [INFO ] [sig       ] [3492/3606] Completed WEYS in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 38.1s
[2025-11-28T20:33:30.121173] [INFO ] [sig       ] [3493/3606] Forecasting WF...
[2025-11-28T20:33:30.121199] [INFO ] [sig       ] Generating forecast for: WF
[2025-11-28T20:33:30.121227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-11-28T20:33:30.131215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-11-28T20:33:30.131485] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-11-28T20:33:30.132238] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-11-28T20:33:30.132287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:30.132317] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:30.132354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:30.132414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:30.187281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:30.187900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:30.187974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:30.188022] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:30.310384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:30.310525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:30.310562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:30.310606] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:30.313898] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2025-11-28T20:33:30.314182] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-11-28T20:33:30.314296] [INFO ] [sig       ] WF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:30.450043] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WF.txt
[2025-11-28T20:33:30.450180] [INFO ] [sig       ] [3493/3606] Completed WF in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 37.8s
[2025-11-28T20:33:30.450217] [INFO ] [sig       ] [3494/3606] Forecasting WFC...
[2025-11-28T20:33:30.450245] [INFO ] [sig       ] Generating forecast for: WFC
[2025-11-28T20:33:30.450273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-11-28T20:33:30.460880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-11-28T20:33:30.461185] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-11-28T20:33:30.461951] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-11-28T20:33:30.462000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:30.462029] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:30.462054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:30.462109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:30.517341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:30.518094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:30.518172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:30.518206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:30.642608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:30.642755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:30.642792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:30.642821] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:30.646099] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-11-28T20:33:30.646358] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-11-28T20:33:30.646478] [INFO ] [sig       ] WFC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:30.785172] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WFC.txt
[2025-11-28T20:33:30.785292] [INFO ] [sig       ] [3494/3606] Completed WFC in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 37.4s
[2025-11-28T20:33:30.785328] [INFO ] [sig       ] [3495/3606] Forecasting WFG...
[2025-11-28T20:33:30.785357] [INFO ] [sig       ] Generating forecast for: WFG
[2025-11-28T20:33:30.785385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-11-28T20:33:30.795345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-11-28T20:33:30.795617] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-11-28T20:33:30.796382] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-11-28T20:33:30.796432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:30.796464] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:30.796492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:30.796548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:30.852186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:30.852770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:30.852862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:30.852894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:30.978641] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:30.978775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:30.978813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:30.978842] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:30.982060] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=60.23%)
[2025-11-28T20:33:30.982314] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-11-28T20:33:30.982429] [INFO ] [sig       ] WFG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:31.119891] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WFG.txt
[2025-11-28T20:33:31.120011] [INFO ] [sig       ] [3495/3606] Completed WFG in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 37.1s
[2025-11-28T20:33:31.120050] [INFO ] [sig       ] [3496/3606] Forecasting WFRD...
[2025-11-28T20:33:31.120080] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-11-28T20:33:31.120110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-11-28T20:33:31.130169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-11-28T20:33:31.130423] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-11-28T20:33:31.131163] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-11-28T20:33:31.131211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:31.131241] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:31.131266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:31.131321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:31.187549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:31.188206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:31.188278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:31.188309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:31.305411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:31.305552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:31.305608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:31.305639] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:31.308938] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-11-28T20:33:31.309199] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-11-28T20:33:31.309319] [INFO ] [sig       ] WFRD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:31.444978] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WFRD.txt
[2025-11-28T20:33:31.445090] [INFO ] [sig       ] [3496/3606] Completed WFRD in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 36.7s
[2025-11-28T20:33:31.445127] [INFO ] [sig       ] [3497/3606] Forecasting WGMI...
[2025-11-28T20:33:31.445156] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-11-28T20:33:31.445191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-11-28T20:33:31.455666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-11-28T20:33:31.455941] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-11-28T20:33:31.456668] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-11-28T20:33:31.456716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:31.456745] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:31.456771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:31.456829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:31.511817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:31.512379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:31.512451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:31.512482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:31.633263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:31.633412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:31.633449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:31.633476] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:31.636889] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=76.16%)
[2025-11-28T20:33:31.637220] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-11-28T20:33:31.637356] [INFO ] [sig       ] WGMI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:31.777628] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WGMI.txt
[2025-11-28T20:33:31.777752] [INFO ] [sig       ] [3497/3606] Completed WGMI in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 36.4s
[2025-11-28T20:33:31.777790] [INFO ] [sig       ] [3498/3606] Forecasting WGO...
[2025-11-28T20:33:31.777818] [INFO ] [sig       ] Generating forecast for: WGO
[2025-11-28T20:33:31.777847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-11-28T20:33:31.788662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-11-28T20:33:31.789060] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-11-28T20:33:31.789857] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-11-28T20:33:31.789906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:31.789936] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:31.789961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:31.790016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:31.846716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:31.847566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:31.847688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:31.847739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:31.966180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:31.966325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:31.966365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:31.966393] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:31.969748] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=41.32%)
[2025-11-28T20:33:31.970023] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-11-28T20:33:31.970139] [INFO ] [sig       ] WGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:32.109645] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WGO.txt
[2025-11-28T20:33:32.109817] [INFO ] [sig       ] [3498/3606] Completed WGO in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 36.1s
[2025-11-28T20:33:32.109857] [INFO ] [sig       ] [3499/3606] Forecasting WGS...
[2025-11-28T20:33:32.109886] [INFO ] [sig       ] Generating forecast for: WGS
[2025-11-28T20:33:32.109916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-11-28T20:33:32.120125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-11-28T20:33:32.120488] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-11-28T20:33:32.121281] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-11-28T20:33:32.121331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:32.121362] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:32.121389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:32.121444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:32.177085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:32.177901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:32.177977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:32.178030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:32.299965] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:32.300114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:32.300150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:32.300178] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:32.303453] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-11-28T20:33:32.303771] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-11-28T20:33:32.303896] [INFO ] [sig       ] WGS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:32.444951] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WGS.txt
[2025-11-28T20:33:32.445100] [INFO ] [sig       ] [3499/3606] Completed WGS in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 35.7s
[2025-11-28T20:33:32.445139] [INFO ] [sig       ] [3500/3606] Forecasting WH...
[2025-11-28T20:33:32.445167] [INFO ] [sig       ] Generating forecast for: WH
[2025-11-28T20:33:32.445197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-11-28T20:33:32.456461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-11-28T20:33:32.456822] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-11-28T20:33:32.457612] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-11-28T20:33:32.457663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:32.457695] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:32.457723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:32.457779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:32.513865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:32.514555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:32.514666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:32.514709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:32.633521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:32.633686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:32.633731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:32.633764] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:32.637000] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-11-28T20:33:32.637270] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-11-28T20:33:32.637389] [INFO ] [sig       ] WH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:32.776354] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WH.txt
[2025-11-28T20:33:32.776486] [INFO ] [sig       ] [3500/3606] Completed WH in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 35.4s
[2025-11-28T20:33:32.776525] [INFO ] [sig       ] [3501/3606] Forecasting WHD...
[2025-11-28T20:33:32.776553] [INFO ] [sig       ] Generating forecast for: WHD
[2025-11-28T20:33:32.776600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-11-28T20:33:32.787666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-11-28T20:33:32.787984] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-11-28T20:33:32.788844] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-11-28T20:33:32.788902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:32.788934] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:32.788959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:32.789044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:32.846657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:32.847500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:32.847609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:32.847645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:32.968381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:32.968526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:32.968564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:32.968609] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:32.971870] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-11-28T20:33:32.972129] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-11-28T20:33:32.972246] [INFO ] [sig       ] WHD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:33.108047] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WHD.txt
[2025-11-28T20:33:33.108178] [INFO ] [sig       ] [3501/3606] Completed WHD in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 35.1s
[2025-11-28T20:33:33.108216] [INFO ] [sig       ] [3502/3606] Forecasting WHF...
[2025-11-28T20:33:33.108246] [INFO ] [sig       ] Generating forecast for: WHF
[2025-11-28T20:33:33.108275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-11-28T20:33:33.118938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-11-28T20:33:33.119248] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-11-28T20:33:33.120075] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-11-28T20:33:33.120125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:33.120181] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:33.120207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:33.120262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:33.173898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:33.174598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:33.174675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:33.174707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:33.291806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:33.291968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:33.292008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:33.292035] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:33.295210] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=63.98%)
[2025-11-28T20:33:33.295469] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-11-28T20:33:33.295630] [INFO ] [sig       ] WHF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:33.431438] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WHF.txt
[2025-11-28T20:33:33.431613] [INFO ] [sig       ] [3502/3606] Completed WHF in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 34.7s
[2025-11-28T20:33:33.431653] [INFO ] [sig       ] [3503/3606] Forecasting WHG...
[2025-11-28T20:33:33.431682] [INFO ] [sig       ] Generating forecast for: WHG
[2025-11-28T20:33:33.431712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-11-28T20:33:33.442210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-11-28T20:33:33.442519] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-11-28T20:33:33.443364] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-11-28T20:33:33.443414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:33.443444] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:33.443469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:33.443524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:33.498095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:33.498758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:33.498831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:33.498863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:33.601186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:33.601328] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-28T20:33:33.601367] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:33.601394] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:33.604646] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2025-11-28T20:33:33.604904] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-11-28T20:33:33.605021] [INFO ] [sig       ] WHG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:33.741022] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WHG.txt
[2025-11-28T20:33:33.741186] [INFO ] [sig       ] [3503/3606] Completed WHG in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 34.4s
[2025-11-28T20:33:33.741223] [INFO ] [sig       ] [3504/3606] Forecasting WIA...
[2025-11-28T20:33:33.741250] [INFO ] [sig       ] Generating forecast for: WIA
[2025-11-28T20:33:33.741282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-11-28T20:33:33.751995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-11-28T20:33:33.752330] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-11-28T20:33:33.753093] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-11-28T20:33:33.753141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:33.753172] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:33.753198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:33.753252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:33.809566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:33.810368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:33.810444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:33.810475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:33.925553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:33.925726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:33.925772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:33.925804] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:33.929147] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=54.29%)
[2025-11-28T20:33:33.929408] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-11-28T20:33:33.929526] [INFO ] [sig       ] WIA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:34.069386] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WIA.txt
[2025-11-28T20:33:34.069520] [INFO ] [sig       ] [3504/3606] Completed WIA in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 34.1s
[2025-11-28T20:33:34.069557] [INFO ] [sig       ] [3505/3606] Forecasting WIMI...
[2025-11-28T20:33:34.069605] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-11-28T20:33:34.069638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-11-28T20:33:34.083665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-11-28T20:33:34.084151] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-11-28T20:33:34.085261] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-11-28T20:33:34.085328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:34.085375] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:34.085417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:34.085503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:34.144713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:34.145558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:34.145661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:34.145694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:34.265016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:34.265165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:34.265204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:34.265263] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:34.268626] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=60.01%)
[2025-11-28T20:33:34.268945] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-11-28T20:33:34.269071] [INFO ] [sig       ] WIMI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:34.406960] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WIMI.txt
[2025-11-28T20:33:34.407097] [INFO ] [sig       ] [3505/3606] Completed WIMI in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 33.7s
[2025-11-28T20:33:34.407136] [INFO ] [sig       ] [3506/3606] Forecasting WINA...
[2025-11-28T20:33:34.407164] [INFO ] [sig       ] Generating forecast for: WINA
[2025-11-28T20:33:34.407194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-11-28T20:33:34.421879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-11-28T20:33:34.422377] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-11-28T20:33:34.423481] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-11-28T20:33:34.423550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:34.423641] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:34.423690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:34.423777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:34.490952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:34.492075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:34.492180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:34.492235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:34.614229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:34.614371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:34.614409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:34.614438] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:34.617693] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-11-28T20:33:34.617955] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-11-28T20:33:34.618087] [INFO ] [sig       ] WINA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:34.755779] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WINA.txt
[2025-11-28T20:33:34.755902] [INFO ] [sig       ] [3506/3606] Completed WINA in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 33.4s
[2025-11-28T20:33:34.755939] [INFO ] [sig       ] [3507/3606] Forecasting WING...
[2025-11-28T20:33:34.755968] [INFO ] [sig       ] Generating forecast for: WING
[2025-11-28T20:33:34.755997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-11-28T20:33:34.766142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-11-28T20:33:34.766430] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-11-28T20:33:34.767234] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-11-28T20:33:34.767284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:34.767315] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:34.767342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:34.767397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:34.824323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:34.824964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:34.825040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:34.825073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:34.943706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:34.943872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:34.943909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:34.943937] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:34.947111] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-11-28T20:33:34.947373] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-11-28T20:33:34.947487] [INFO ] [sig       ] WING: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:35.082222] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WING.txt
[2025-11-28T20:33:35.082359] [INFO ] [sig       ] [3507/3606] Completed WING in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 33.1s
[2025-11-28T20:33:35.082400] [INFO ] [sig       ] [3508/3606] Forecasting WINN...
[2025-11-28T20:33:35.082431] [INFO ] [sig       ] Generating forecast for: WINN
[2025-11-28T20:33:35.082461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-11-28T20:33:35.092543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-11-28T20:33:35.092929] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-11-28T20:33:35.093763] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-11-28T20:33:35.093816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:35.093850] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:35.093875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:35.093930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:35.148338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:35.149073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:35.149152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:35.149183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:35.268102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:35.268236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:35.268272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:35.268299] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:35.271482] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-11-28T20:33:35.271754] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-11-28T20:33:35.271876] [INFO ] [sig       ] WINN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:35.407972] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WINN.txt
[2025-11-28T20:33:35.408130] [INFO ] [sig       ] [3508/3606] Completed WINN in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 32.7s
[2025-11-28T20:33:35.408167] [INFO ] [sig       ] [3509/3606] Forecasting WIX...
[2025-11-28T20:33:35.408196] [INFO ] [sig       ] Generating forecast for: WIX
[2025-11-28T20:33:35.408225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-11-28T20:33:35.418730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-11-28T20:33:35.419031] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-11-28T20:33:35.419806] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-11-28T20:33:35.419866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:35.419904] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:35.419938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:35.419999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:35.474909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:35.475502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:35.475589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:35.475621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:35.596656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:35.596788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:35.596831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:35.596863] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:35.600117] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2025-11-28T20:33:35.600374] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-11-28T20:33:35.600490] [INFO ] [sig       ] WIX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:35.736494] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WIX.txt
[2025-11-28T20:33:35.736638] [INFO ] [sig       ] [3509/3606] Completed WIX in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 32.4s
[2025-11-28T20:33:35.736686] [INFO ] [sig       ] [3510/3606] Forecasting WK...
[2025-11-28T20:33:35.736716] [INFO ] [sig       ] Generating forecast for: WK
[2025-11-28T20:33:35.736745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-11-28T20:33:35.746653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-11-28T20:33:35.746959] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-11-28T20:33:35.747756] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-11-28T20:33:35.747806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:35.747838] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:35.747864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:35.747920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:35.805845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:35.806778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:35.806876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:35.806927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:35.926963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:35.927094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:35.927131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:35.927158] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:35.930446] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=56.21%)
[2025-11-28T20:33:35.930719] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-11-28T20:33:35.930836] [INFO ] [sig       ] WK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:36.069263] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WK.txt
[2025-11-28T20:33:36.069396] [INFO ] [sig       ] [3510/3606] Completed WK in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 32.1s
[2025-11-28T20:33:36.069436] [INFO ] [sig       ] [3511/3606] Forecasting WKC...
[2025-11-28T20:33:36.069467] [INFO ] [sig       ] Generating forecast for: WKC
[2025-11-28T20:33:36.069499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-11-28T20:33:36.079233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-11-28T20:33:36.079491] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-11-28T20:33:36.080234] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-11-28T20:33:36.080283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:36.080312] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:36.080338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:36.080391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:36.135116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:36.135740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:36.135812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:36.135843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:36.256028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:36.256166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:36.256204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:36.256231] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:36.259424] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-11-28T20:33:36.259709] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-11-28T20:33:36.259860] [INFO ] [sig       ] WKC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:36.396870] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WKC.txt
[2025-11-28T20:33:36.397005] [INFO ] [sig       ] [3511/3606] Completed WKC in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 31.7s
[2025-11-28T20:33:36.397042] [INFO ] [sig       ] [3512/3606] Forecasting WKEY...
[2025-11-28T20:33:36.397071] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-11-28T20:33:36.397100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-11-28T20:33:36.407117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-11-28T20:33:36.407409] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-11-28T20:33:36.408183] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-11-28T20:33:36.408232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:36.408262] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:36.408289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:36.408343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:36.463556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:36.464312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:36.464389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:36.464457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:36.583943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:36.584084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:36.584123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:36.584153] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:36.587444] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=28.66%)
[2025-11-28T20:33:36.587731] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-11-28T20:33:36.587851] [INFO ] [sig       ] WKEY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:36.723276] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WKEY.txt
[2025-11-28T20:33:36.723395] [INFO ] [sig       ] [3512/3606] Completed WKEY in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 31.4s
[2025-11-28T20:33:36.723432] [INFO ] [sig       ] [3513/3606] Forecasting WKSP...
[2025-11-28T20:33:36.723461] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-11-28T20:33:36.723492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-11-28T20:33:36.733988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-11-28T20:33:36.734457] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-11-28T20:33:36.735565] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-11-28T20:33:36.735680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:36.735726] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:36.735765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:36.735846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:36.795990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:36.796784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:36.796860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:36.796892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:36.916927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:36.917070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:36.917125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:36.917154] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:36.920382] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-11-28T20:33:36.920661] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-11-28T20:33:36.920779] [INFO ] [sig       ] WKSP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:37.056724] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WKSP.txt
[2025-11-28T20:33:37.056852] [INFO ] [sig       ] [3513/3606] Completed WKSP in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 31.1s
[2025-11-28T20:33:37.056893] [INFO ] [sig       ] [3514/3606] Forecasting WLDN...
[2025-11-28T20:33:37.056922] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-11-28T20:33:37.056950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-11-28T20:33:37.066890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-11-28T20:33:37.067148] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-11-28T20:33:37.067889] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-11-28T20:33:37.067937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:37.067967] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:37.068021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:37.068078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:37.123977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:37.124569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:37.124658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:37.124691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:37.246170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:37.246305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:37.246346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:37.246376] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:37.249721] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=35.09%)
[2025-11-28T20:33:37.249988] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-11-28T20:33:37.250108] [INFO ] [sig       ] WLDN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:37.387810] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WLDN.txt
[2025-11-28T20:33:37.387961] [INFO ] [sig       ] [3514/3606] Completed WLDN in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 30.7s
[2025-11-28T20:33:37.388022] [INFO ] [sig       ] [3515/3606] Forecasting WLDS...
[2025-11-28T20:33:37.388053] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-11-28T20:33:37.388083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-11-28T20:33:37.399734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-11-28T20:33:37.400102] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-11-28T20:33:37.400896] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-11-28T20:33:37.400945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:37.400976] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:37.401002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:37.401057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:37.464420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:37.465470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:37.465612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:37.465663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:37.599719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:37.599883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:37.599929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:37.599961] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:37.603471] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=79.80%)
[2025-11-28T20:33:37.603854] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-11-28T20:33:37.604011] [INFO ] [sig       ] WLDS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:37.755018] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WLDS.txt
[2025-11-28T20:33:37.755205] [INFO ] [sig       ] [3515/3606] Completed WLDS in 0.4s | 2.99 sym/s | Total: 19.6m | ETA: 30.4s
[2025-11-28T20:33:37.755247] [INFO ] [sig       ] [3516/3606] Forecasting WLFC...
[2025-11-28T20:33:37.755275] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-11-28T20:33:37.755304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-11-28T20:33:37.766128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-11-28T20:33:37.766514] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-11-28T20:33:37.767320] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-11-28T20:33:37.767371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:37.767401] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:37.767426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:37.767480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:37.823284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:37.824262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:37.824343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:37.824376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:37.944508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:37.944676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:37.944718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:37.944746] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:37.948095] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=26.03%)
[2025-11-28T20:33:37.948382] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-11-28T20:33:37.948505] [INFO ] [sig       ] WLFC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:38.109033] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WLFC.txt
[2025-11-28T20:33:38.109183] [INFO ] [sig       ] [3516/3606] Completed WLFC in 0.4s | 2.99 sym/s | Total: 19.6m | ETA: 30.1s
[2025-11-28T20:33:38.109221] [INFO ] [sig       ] [3517/3606] Forecasting WLK...
[2025-11-28T20:33:38.109250] [INFO ] [sig       ] Generating forecast for: WLK
[2025-11-28T20:33:38.109281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-11-28T20:33:38.119598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-11-28T20:33:38.119978] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-11-28T20:33:38.120781] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-11-28T20:33:38.120835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:38.120880] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:38.120908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:38.120963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:38.176768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:38.177597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:38.177675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:38.177707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:38.307164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:38.307348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:38.307413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:38.307463] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:38.312555] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-11-28T20:33:38.312924] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-11-28T20:33:38.313083] [INFO ] [sig       ] WLK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:38.455410] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WLK.txt
[2025-11-28T20:33:38.455532] [INFO ] [sig       ] [3517/3606] Completed WLK in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 29.7s
[2025-11-28T20:33:38.455593] [INFO ] [sig       ] [3518/3606] Forecasting WLKP...
[2025-11-28T20:33:38.455625] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-11-28T20:33:38.455654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-11-28T20:33:38.465720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-11-28T20:33:38.465989] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-11-28T20:33:38.466747] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-11-28T20:33:38.466797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:38.466828] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:38.466854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:38.466910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:38.522312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:38.523118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:38.523197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:38.523231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:38.644130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:38.644281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:38.644319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:38.644349] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:38.647690] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-11-28T20:33:38.647955] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-11-28T20:33:38.648098] [INFO ] [sig       ] WLKP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:38.787717] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WLKP.txt
[2025-11-28T20:33:38.787887] [INFO ] [sig       ] [3518/3606] Completed WLKP in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 29.4s
[2025-11-28T20:33:38.787931] [INFO ] [sig       ] [3519/3606] Forecasting WMG...
[2025-11-28T20:33:38.787960] [INFO ] [sig       ] Generating forecast for: WMG
[2025-11-28T20:33:38.788019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-11-28T20:33:38.802414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-11-28T20:33:38.802846] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-11-28T20:33:38.803805] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-11-28T20:33:38.803864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:38.803942] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:38.803981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:38.804056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:38.867770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:38.868609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:38.868685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:38.868716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:38.991913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:38.992071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:38.992112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:38.992140] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:38.995449] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-11-28T20:33:38.995734] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-11-28T20:33:38.995854] [INFO ] [sig       ] WMG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:39.131671] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WMG.txt
[2025-11-28T20:33:39.131781] [INFO ] [sig       ] [3519/3606] Completed WMG in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 29.1s
[2025-11-28T20:33:39.131820] [INFO ] [sig       ] [3520/3606] Forecasting WMK...
[2025-11-28T20:33:39.131855] [INFO ] [sig       ] Generating forecast for: WMK
[2025-11-28T20:33:39.131897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-11-28T20:33:39.141922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-11-28T20:33:39.142179] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-11-28T20:33:39.142932] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-11-28T20:33:39.142984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:39.143014] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:39.143040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:39.143093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:39.201310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:39.201960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:39.202052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:39.202086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:39.320632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:39.320766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:39.320804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:39.320834] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:39.324110] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-11-28T20:33:39.324365] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-11-28T20:33:39.324483] [INFO ] [sig       ] WMK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:39.459678] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WMK.txt
[2025-11-28T20:33:39.459788] [INFO ] [sig       ] [3520/3606] Completed WMK in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 28.7s
[2025-11-28T20:33:39.459824] [INFO ] [sig       ] [3521/3606] Forecasting WMS...
[2025-11-28T20:33:39.459867] [INFO ] [sig       ] Generating forecast for: WMS
[2025-11-28T20:33:39.459903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-11-28T20:33:39.470647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-11-28T20:33:39.470904] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-11-28T20:33:39.471644] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-11-28T20:33:39.471693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:39.471723] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:39.471748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:39.471802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:39.527688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:39.528293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:39.528365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:39.528396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:39.646543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:39.646684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:39.646721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:39.646748] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:39.649956] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=82.41%)
[2025-11-28T20:33:39.650225] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-11-28T20:33:39.650337] [INFO ] [sig       ] WMS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:39.786343] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WMS.txt
[2025-11-28T20:33:39.786452] [INFO ] [sig       ] [3521/3606] Completed WMS in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 28.4s
[2025-11-28T20:33:39.786487] [INFO ] [sig       ] [3522/3606] Forecasting WNC...
[2025-11-28T20:33:39.786516] [INFO ] [sig       ] Generating forecast for: WNC
[2025-11-28T20:33:39.786545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-11-28T20:33:39.797316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-11-28T20:33:39.797562] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-11-28T20:33:39.798322] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-11-28T20:33:39.798370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:39.798400] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:39.798425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:39.798480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:39.854052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:39.854841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:39.854922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:39.854954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:39.976267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:39.976420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:39.976458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:39.976485] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:39.979842] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-11-28T20:33:39.980111] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-11-28T20:33:39.980227] [INFO ] [sig       ] WNC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:40.116084] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WNC.txt
[2025-11-28T20:33:40.116221] [INFO ] [sig       ] [3522/3606] Completed WNC in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 28.1s
[2025-11-28T20:33:40.116258] [INFO ] [sig       ] [3523/3606] Forecasting WNEB...
[2025-11-28T20:33:40.116287] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-11-28T20:33:40.116316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-11-28T20:33:40.127628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-11-28T20:33:40.128022] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-11-28T20:33:40.128865] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-11-28T20:33:40.128918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:40.128950] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:40.128978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:40.129036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:40.186819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:40.187696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:40.187779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:40.187813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:40.307404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:40.307555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:40.307610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:40.307639] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:40.311011] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2025-11-28T20:33:40.311302] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-11-28T20:33:40.311423] [INFO ] [sig       ] WNEB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:40.447588] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WNEB.txt
[2025-11-28T20:33:40.447721] [INFO ] [sig       ] [3523/3606] Completed WNEB in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 27.7s
[2025-11-28T20:33:40.447757] [INFO ] [sig       ] [3524/3606] Forecasting WOK...
[2025-11-28T20:33:40.447786] [INFO ] [sig       ] Generating forecast for: WOK
[2025-11-28T20:33:40.447814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'.
[2025-11-28T20:33:40.458751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOK'.
[2025-11-28T20:33:40.459072] [INFO ] [FORECASTER] Starting predict_future for WOK
[2025-11-28T20:33:40.459830] [DEBUG] [LOCAL     ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt
[2025-11-28T20:33:40.459883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:40.459921] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:40.459957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:40.460023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:40.514192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:40.514777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:40.514850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:40.514880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:40.620066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:40.620174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:40.620209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:40.620256] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:40.623348] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=10.24%)
[2025-11-28T20:33:40.623616] [INFO ] [FORECASTER] Completed predict_future for WOK
[2025-11-28T20:33:40.623732] [INFO ] [sig       ] WOK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:40.758401] [INFO ] [LOCAL     ] Saved forecast: WOK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WOK.txt
[2025-11-28T20:33:40.758505] [INFO ] [sig       ] [3524/3606] Completed WOK in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 27.4s
[2025-11-28T20:33:40.758543] [INFO ] [sig       ] [3525/3606] Forecasting WOOD...
[2025-11-28T20:33:40.758588] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-11-28T20:33:40.758619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-11-28T20:33:40.769749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-11-28T20:33:40.770159] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-11-28T20:33:40.771033] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-11-28T20:33:40.771091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:40.771123] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:40.771150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:40.771206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:40.829274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:40.830160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:40.830244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:40.830278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:40.932789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:40.932952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:40.932990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:40.933017] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:40.936358] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2025-11-28T20:33:40.936650] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-11-28T20:33:40.936770] [INFO ] [sig       ] WOOD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:41.070671] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WOOD.txt
[2025-11-28T20:33:41.070814] [INFO ] [sig       ] [3525/3606] Completed WOOD in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 27.1s
[2025-11-28T20:33:41.070854] [INFO ] [sig       ] [3526/3606] Forecasting WOOF...
[2025-11-28T20:33:41.070883] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-11-28T20:33:41.070912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-11-28T20:33:41.081908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-11-28T20:33:41.082202] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-11-28T20:33:41.082967] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-11-28T20:33:41.083017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:41.083048] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:41.083073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:41.083127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:41.136621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:41.137372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:41.137451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:41.137482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:41.255711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:41.255867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:41.255905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:41.255931] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:41.259193] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2025-11-28T20:33:41.259454] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-11-28T20:33:41.259590] [INFO ] [sig       ] WOOF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:41.395456] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WOOF.txt
[2025-11-28T20:33:41.395614] [INFO ] [sig       ] [3526/3606] Completed WOOF in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 26.7s
[2025-11-28T20:33:41.395657] [INFO ] [sig       ] [3527/3606] Forecasting WPC...
[2025-11-28T20:33:41.395685] [INFO ] [sig       ] Generating forecast for: WPC
[2025-11-28T20:33:41.395713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-11-28T20:33:41.407239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-11-28T20:33:41.407605] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-11-28T20:33:41.408385] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-11-28T20:33:41.408436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:41.408466] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:41.408491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:41.408545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:41.466304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:41.467036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:41.467114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:41.467147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:41.592742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:41.592891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:41.592933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:41.592964] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:41.596319] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-11-28T20:33:41.596647] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-11-28T20:33:41.596773] [INFO ] [sig       ] WPC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:41.741081] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WPC.txt
[2025-11-28T20:33:41.741246] [INFO ] [sig       ] [3527/3606] Completed WPC in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 26.4s
[2025-11-28T20:33:41.741307] [INFO ] [sig       ] [3528/3606] Forecasting WPP...
[2025-11-28T20:33:41.741345] [INFO ] [sig       ] Generating forecast for: WPP
[2025-11-28T20:33:41.741385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-11-28T20:33:41.752048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-11-28T20:33:41.752331] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-11-28T20:33:41.753079] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-11-28T20:33:41.753127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:41.753157] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:41.753183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:41.753251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:41.808051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:41.808697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:41.808771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:41.808804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:41.929841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:41.929985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:41.930023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:41.930050] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:41.933218] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-11-28T20:33:41.933472] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-11-28T20:33:41.933604] [INFO ] [sig       ] WPP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:42.068765] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WPP.txt
[2025-11-28T20:33:42.068894] [INFO ] [sig       ] [3528/3606] Completed WPP in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 26.1s
[2025-11-28T20:33:42.068935] [INFO ] [sig       ] [3529/3606] Forecasting WRAP...
[2025-11-28T20:33:42.068971] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-11-28T20:33:42.069007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-11-28T20:33:42.080193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-11-28T20:33:42.080625] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-11-28T20:33:42.081489] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-11-28T20:33:42.081545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:42.081603] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:42.081639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:42.081696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:42.138377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:42.139279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:42.139427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:42.139464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:42.257317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:42.257476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:42.257513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:42.257540] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:42.260887] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-11-28T20:33:42.261197] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-11-28T20:33:42.261328] [INFO ] [sig       ] WRAP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:42.400179] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WRAP.txt
[2025-11-28T20:33:42.400332] [INFO ] [sig       ] [3529/3606] Completed WRAP in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 25.7s
[2025-11-28T20:33:42.400370] [INFO ] [sig       ] [3530/3606] Forecasting WRB...
[2025-11-28T20:33:42.400400] [INFO ] [sig       ] Generating forecast for: WRB
[2025-11-28T20:33:42.400429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-11-28T20:33:42.411188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-11-28T20:33:42.411601] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-11-28T20:33:42.412417] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-11-28T20:33:42.412485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:42.412518] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:42.412544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:42.412626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:42.470332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:42.471189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:42.471270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:42.471304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:42.588951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:42.589109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:42.589147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:42.589174] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:42.592461] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2025-11-28T20:33:42.592812] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-11-28T20:33:42.592947] [INFO ] [sig       ] WRB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:42.729272] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WRB.txt
[2025-11-28T20:33:42.729413] [INFO ] [sig       ] [3530/3606] Completed WRB in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 25.4s
[2025-11-28T20:33:42.729450] [INFO ] [sig       ] [3531/3606] Forecasting WRBY...
[2025-11-28T20:33:42.729480] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-11-28T20:33:42.729509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-11-28T20:33:42.739764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-11-28T20:33:42.740039] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-11-28T20:33:42.740833] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-11-28T20:33:42.740883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:42.740915] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:42.740941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:42.741000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:42.797820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:42.798446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:42.798521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:42.798553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:42.916335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:42.916484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:42.916522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:42.916551] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:42.920110] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: UP (p=73.79%)
[2025-11-28T20:33:42.920472] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-11-28T20:33:42.920639] [INFO ] [sig       ] WRBY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:43.057100] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WRBY.txt
[2025-11-28T20:33:43.057225] [INFO ] [sig       ] [3531/3606] Completed WRBY in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 25.1s
[2025-11-28T20:33:43.057262] [INFO ] [sig       ] [3532/3606] Forecasting WRLD...
[2025-11-28T20:33:43.057289] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-11-28T20:33:43.057316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-11-28T20:33:43.068722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-11-28T20:33:43.069090] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-11-28T20:33:43.069905] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-11-28T20:33:43.069957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:43.069989] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:43.070014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:43.070069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:43.125229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:43.125848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:43.125922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:43.125952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:43.237590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:43.237745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:43.237783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:43.237809] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:43.241062] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=75.58%)
[2025-11-28T20:33:43.241319] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-11-28T20:33:43.241434] [INFO ] [sig       ] WRLD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:43.375418] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WRLD.txt
[2025-11-28T20:33:43.375601] [INFO ] [sig       ] [3532/3606] Completed WRLD in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 24.7s
[2025-11-28T20:33:43.375644] [INFO ] [sig       ] [3533/3606] Forecasting WSBC...
[2025-11-28T20:33:43.375672] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-11-28T20:33:43.375701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-11-28T20:33:43.385641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-11-28T20:33:43.385911] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-11-28T20:33:43.386674] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-11-28T20:33:43.386722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:43.386752] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:43.386777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:43.386831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:43.441821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:43.442415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:43.442488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:43.442519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:43.562543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:43.562715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:43.562752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:43.562779] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:43.565998] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-11-28T20:33:43.566256] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-11-28T20:33:43.566374] [INFO ] [sig       ] WSBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:43.702930] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WSBC.txt
[2025-11-28T20:33:43.703064] [INFO ] [sig       ] [3533/3606] Completed WSBC in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 24.4s
[2025-11-28T20:33:43.703101] [INFO ] [sig       ] [3534/3606] Forecasting WSBF...
[2025-11-28T20:33:43.703130] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-11-28T20:33:43.703159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-11-28T20:33:43.714073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-11-28T20:33:43.714361] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-11-28T20:33:43.715109] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-11-28T20:33:43.715158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:43.715188] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:43.715215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:43.715291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:43.769708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:43.770299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:43.770373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:43.770404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:43.886971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:43.887107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:43.887144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:43.887171] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:43.890424] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-11-28T20:33:43.890696] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-11-28T20:33:43.890813] [INFO ] [sig       ] WSBF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:44.025480] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WSBF.txt
[2025-11-28T20:33:44.025605] [INFO ] [sig       ] [3534/3606] Completed WSBF in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 24.1s
[2025-11-28T20:33:44.025644] [INFO ] [sig       ] [3535/3606] Forecasting WSC...
[2025-11-28T20:33:44.025672] [INFO ] [sig       ] Generating forecast for: WSC
[2025-11-28T20:33:44.025701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-11-28T20:33:44.035442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-11-28T20:33:44.035709] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-11-28T20:33:44.036453] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-11-28T20:33:44.036500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:44.036530] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:44.036554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:44.036625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:44.092238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:44.092822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:44.092895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:44.092926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:44.215821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:44.215945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:44.215980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:44.216008] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:44.219259] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=35.10%)
[2025-11-28T20:33:44.219550] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-11-28T20:33:44.219694] [INFO ] [sig       ] WSC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:44.354297] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WSC.txt
[2025-11-28T20:33:44.354415] [INFO ] [sig       ] [3535/3606] Completed WSC in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 23.7s
[2025-11-28T20:33:44.354451] [INFO ] [sig       ] [3536/3606] Forecasting WSFS...
[2025-11-28T20:33:44.354481] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-11-28T20:33:44.354510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-11-28T20:33:44.364328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-11-28T20:33:44.364586] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-11-28T20:33:44.365308] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-11-28T20:33:44.365356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:44.365408] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:44.365435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:44.365491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:44.419688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:44.420247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:44.420324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:44.420353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:44.533365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:44.533455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:44.533488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:44.533515] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:44.536562] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-11-28T20:33:44.536836] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-11-28T20:33:44.536950] [INFO ] [sig       ] WSFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:44.713452] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WSFS.txt
[2025-11-28T20:33:44.713596] [INFO ] [sig       ] [3536/3606] Completed WSFS in 0.4s | 2.99 sym/s | Total: 19.7m | ETA: 23.4s
[2025-11-28T20:33:44.713636] [INFO ] [sig       ] [3537/3606] Forecasting WSM...
[2025-11-28T20:33:44.713665] [INFO ] [sig       ] Generating forecast for: WSM
[2025-11-28T20:33:44.713693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-11-28T20:33:44.723539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-11-28T20:33:44.723799] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-11-28T20:33:44.724547] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-11-28T20:33:44.724611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:44.724642] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:44.724668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:44.724722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:44.779264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:44.779842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:44.779915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:44.779947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:44.899104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:44.899211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:44.899246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:44.899273] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:44.902461] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-11-28T20:33:44.902732] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-11-28T20:33:44.902846] [INFO ] [sig       ] WSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:45.038295] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WSM.txt
[2025-11-28T20:33:45.038404] [INFO ] [sig       ] [3537/3606] Completed WSM in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 23.0s
[2025-11-28T20:33:45.038440] [INFO ] [sig       ] [3538/3606] Forecasting WSO...
[2025-11-28T20:33:45.038469] [INFO ] [sig       ] Generating forecast for: WSO
[2025-11-28T20:33:45.038497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-11-28T20:33:45.048993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-11-28T20:33:45.049293] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-11-28T20:33:45.050063] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-11-28T20:33:45.050112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:45.050142] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:45.050167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:45.050221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:45.105135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:45.105766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:45.105840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:45.105871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:45.233654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:45.233831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:45.233879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:45.233915] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:45.237564] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=71.08%)
[2025-11-28T20:33:45.238036] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-11-28T20:33:45.238199] [INFO ] [sig       ] WSO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:45.388662] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WSO.txt
[2025-11-28T20:33:45.388826] [INFO ] [sig       ] [3538/3606] Completed WSO in 0.4s | 2.99 sym/s | Total: 19.7m | ETA: 22.7s
[2025-11-28T20:33:45.388870] [INFO ] [sig       ] [3539/3606] Forecasting WTBA...
[2025-11-28T20:33:45.388901] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-11-28T20:33:45.388935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-11-28T20:33:45.399935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-11-28T20:33:45.400278] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-11-28T20:33:45.401045] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-11-28T20:33:45.401094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:45.401123] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:45.401148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:45.401203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:45.455196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:45.455808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:45.455881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:45.455911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:45.570647] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:45.570760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:45.570794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:45.570858] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:45.574126] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-11-28T20:33:45.574377] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-11-28T20:33:45.574492] [INFO ] [sig       ] WTBA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:45.709201] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WTBA.txt
[2025-11-28T20:33:45.709309] [INFO ] [sig       ] [3539/3606] Completed WTBA in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 22.4s
[2025-11-28T20:33:45.709346] [INFO ] [sig       ] [3540/3606] Forecasting WTFC...
[2025-11-28T20:33:45.709373] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-11-28T20:33:45.709401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-11-28T20:33:45.719789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-11-28T20:33:45.720049] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-11-28T20:33:45.720801] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-11-28T20:33:45.720850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:45.720880] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:45.720906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:45.720960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:45.775456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:45.776029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:45.776101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:45.776131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:45.893355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:45.893449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:45.893483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:45.893510] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:45.896546] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-11-28T20:33:45.896810] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-11-28T20:33:45.896924] [INFO ] [sig       ] WTFC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:46.031749] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WTFC.txt
[2025-11-28T20:33:46.031861] [INFO ] [sig       ] [3540/3606] Completed WTFC in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 22.0s
[2025-11-28T20:33:46.031898] [INFO ] [sig       ] [3541/3606] Forecasting WTI...
[2025-11-28T20:33:46.031926] [INFO ] [sig       ] Generating forecast for: WTI
[2025-11-28T20:33:46.031954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-11-28T20:33:46.042053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-11-28T20:33:46.042302] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-11-28T20:33:46.043037] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-11-28T20:33:46.043095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:46.043145] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:46.043185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:46.043246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:46.097619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:46.098201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:46.098275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:46.098305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:46.213408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:46.213499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:46.213532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:46.213558] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:46.216508] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=26.24%)
[2025-11-28T20:33:46.216768] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-11-28T20:33:46.216880] [INFO ] [sig       ] WTI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:46.351151] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WTI.txt
[2025-11-28T20:33:46.351272] [INFO ] [sig       ] [3541/3606] Completed WTI in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 21.7s
[2025-11-28T20:33:46.351309] [INFO ] [sig       ] [3542/3606] Forecasting WTO...
[2025-11-28T20:33:46.351337] [INFO ] [sig       ] Generating forecast for: WTO
[2025-11-28T20:33:46.351366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'.
[2025-11-28T20:33:46.362098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTO'.
[2025-11-28T20:33:46.362402] [INFO ] [FORECASTER] Starting predict_future for WTO
[2025-11-28T20:33:46.363144] [DEBUG] [LOCAL     ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt
[2025-11-28T20:33:46.363192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:46.363222] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:46.363246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:46.363299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:46.416847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:46.417419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:46.417491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:46.417521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:46.513696] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:46.513807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:46.513841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:46.513868] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:46.517014] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-11-28T20:33:46.517269] [INFO ] [FORECASTER] Completed predict_future for WTO
[2025-11-28T20:33:46.517381] [INFO ] [sig       ] WTO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:46.651474] [INFO ] [LOCAL     ] Saved forecast: WTO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WTO.txt
[2025-11-28T20:33:46.651596] [INFO ] [sig       ] [3542/3606] Completed WTO in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 21.4s
[2025-11-28T20:33:46.651634] [INFO ] [sig       ] [3543/3606] Forecasting WTRG...
[2025-11-28T20:33:46.651662] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-11-28T20:33:46.651690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-11-28T20:33:46.661714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-11-28T20:33:46.661966] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-11-28T20:33:46.662697] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-11-28T20:33:46.662745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:46.662775] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:46.662800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:46.662855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:46.716861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:46.717424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:46.717496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:46.717527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:46.834075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:46.834224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:46.834262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:46.834290] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:46.837605] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-11-28T20:33:46.837880] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-11-28T20:33:46.838022] [INFO ] [sig       ] WTRG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:46.974491] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WTRG.txt
[2025-11-28T20:33:46.974636] [INFO ] [sig       ] [3543/3606] Completed WTRG in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 21.0s
[2025-11-28T20:33:46.974676] [INFO ] [sig       ] [3544/3606] Forecasting WTS...
[2025-11-28T20:33:46.974705] [INFO ] [sig       ] Generating forecast for: WTS
[2025-11-28T20:33:46.974734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-11-28T20:33:46.984518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-11-28T20:33:46.984790] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-11-28T20:33:46.985505] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-11-28T20:33:46.985553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:46.985600] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:46.985628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:46.985682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:47.040250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:47.040877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:47.040952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:47.040983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:47.161148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:47.161291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:47.161327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:47.161355] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:47.164519] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2025-11-28T20:33:47.164795] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-11-28T20:33:47.164910] [INFO ] [sig       ] WTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:47.299985] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WTS.txt
[2025-11-28T20:33:47.300156] [INFO ] [sig       ] [3544/3606] Completed WTS in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 20.7s
[2025-11-28T20:33:47.300211] [INFO ] [sig       ] [3545/3606] Forecasting WULF...
[2025-11-28T20:33:47.300241] [INFO ] [sig       ] Generating forecast for: WULF
[2025-11-28T20:33:47.300270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-11-28T20:33:47.310226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-11-28T20:33:47.310619] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-11-28T20:33:47.311373] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-11-28T20:33:47.311422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:47.311451] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:47.311477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:47.311531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:47.366366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:47.367186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:47.367260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:47.367291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:47.482096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:47.482214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:47.482250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:47.482276] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:47.485414] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=59.97%)
[2025-11-28T20:33:47.485689] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-11-28T20:33:47.485804] [INFO ] [sig       ] WULF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:47.621996] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WULF.txt
[2025-11-28T20:33:47.622116] [INFO ] [sig       ] [3545/3606] Completed WULF in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 20.4s
[2025-11-28T20:33:47.622153] [INFO ] [sig       ] [3546/3606] Forecasting WVE...
[2025-11-28T20:33:47.622181] [INFO ] [sig       ] Generating forecast for: WVE
[2025-11-28T20:33:47.622209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-11-28T20:33:47.631848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-11-28T20:33:47.632095] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-11-28T20:33:47.632824] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-11-28T20:33:47.632872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:47.632903] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:47.632929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:47.632984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:47.688014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:47.688918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:47.689028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:47.689066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:47.810055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:47.810216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:47.810255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:47.810284] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:47.813549] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2025-11-28T20:33:47.813839] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-11-28T20:33:47.813977] [INFO ] [sig       ] WVE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:47.951187] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/WVE.txt
[2025-11-28T20:33:47.951335] [INFO ] [sig       ] [3546/3606] Completed WVE in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 20.0s
[2025-11-28T20:33:47.951375] [INFO ] [sig       ] [3547/3606] Forecasting WWD...
[2025-11-28T20:33:47.951404] [INFO ] [sig       ] Generating forecast for: WWD
[2025-11-28T20:33:47.951435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-11-28T20:33:47.961674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-11-28T20:33:47.961971] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-11-28T20:33:47.962713] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-11-28T20:33:47.962761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:47.962791] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:47.962816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:47.962871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:48.021168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:48.021890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:48.021966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:48.021999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:48.141105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:48.141253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:48.141291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:48.141320] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:48.144610] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2025-11-28T20:33:48.144873] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-11-28T20:33:48.144992] [INFO ] [sig       ] WWD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:48.281752] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WWD.txt
[2025-11-28T20:33:48.281896] [INFO ] [sig       ] [3547/3606] Completed WWD in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 19.7s
[2025-11-28T20:33:48.281933] [INFO ] [sig       ] [3548/3606] Forecasting WY...
[2025-11-28T20:33:48.281960] [INFO ] [sig       ] Generating forecast for: WY
[2025-11-28T20:33:48.281990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-11-28T20:33:48.292730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-11-28T20:33:48.293058] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-11-28T20:33:48.293831] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-11-28T20:33:48.293880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:48.293910] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:48.293936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:48.293990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:48.348473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:48.349121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:48.349209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:48.349246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:48.464389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:48.464505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:48.464542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:48.464606] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:48.467916] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=18.47%)
[2025-11-28T20:33:48.468216] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-11-28T20:33:48.468339] [INFO ] [sig       ] WY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:48.604186] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WY.txt
[2025-11-28T20:33:48.604309] [INFO ] [sig       ] [3548/3606] Completed WY in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 19.4s
[2025-11-28T20:33:48.604347] [INFO ] [sig       ] [3549/3606] Forecasting WYNN...
[2025-11-28T20:33:48.604375] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-11-28T20:33:48.604404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-11-28T20:33:48.614151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-11-28T20:33:48.614398] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-11-28T20:33:48.615162] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-11-28T20:33:48.615211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:48.615241] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:48.615266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:48.615320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:48.670247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:48.671034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:48.671114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:48.671146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:48.793682] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:48.793823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:48.793860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:48.793888] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:48.797083] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-11-28T20:33:48.797337] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-11-28T20:33:48.797453] [INFO ] [sig       ] WYNN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:48.932999] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/WYNN.txt
[2025-11-28T20:33:48.933194] [INFO ] [sig       ] [3549/3606] Completed WYNN in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 19.0s
[2025-11-28T20:33:48.933244] [INFO ] [sig       ] [3550/3606] Forecasting XBIL...
[2025-11-28T20:33:48.933281] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-11-28T20:33:48.933319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-11-28T20:33:48.944131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-11-28T20:33:48.944490] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-11-28T20:33:48.945295] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-11-28T20:33:48.945346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:48.945378] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:48.945406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:48.945464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:49.001842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:49.002681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:49.002779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:49.002814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:49.097918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:49.098080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:49.098116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:49.098143] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:49.101397] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=66.36%)
[2025-11-28T20:33:49.101679] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-11-28T20:33:49.101796] [INFO ] [sig       ] XBIL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:49.240515] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/XBIL.txt
[2025-11-28T20:33:49.240681] [INFO ] [sig       ] [3550/3606] Completed XBIL in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 18.7s
[2025-11-28T20:33:49.240722] [INFO ] [sig       ] [3551/3606] Forecasting XEL...
[2025-11-28T20:33:49.240753] [INFO ] [sig       ] Generating forecast for: XEL
[2025-11-28T20:33:49.240783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-11-28T20:33:49.250765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-11-28T20:33:49.251171] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-11-28T20:33:49.251980] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-11-28T20:33:49.252032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:49.252062] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:49.252089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:49.252145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:49.307273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:49.308106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:49.308187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:49.308220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:49.431165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:49.431299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:49.431337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:49.431365] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:49.434951] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-11-28T20:33:49.435207] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-11-28T20:33:49.435325] [INFO ] [sig       ] XEL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:49.570561] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/XEL.txt
[2025-11-28T20:33:49.570736] [INFO ] [sig       ] [3551/3606] Completed XEL in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 18.4s
[2025-11-28T20:33:49.570776] [INFO ] [sig       ] [3552/3606] Forecasting XENE...
[2025-11-28T20:33:49.570806] [INFO ] [sig       ] Generating forecast for: XENE
[2025-11-28T20:33:49.570836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-11-28T20:33:49.580857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-11-28T20:33:49.581191] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-11-28T20:33:49.581965] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-11-28T20:33:49.582015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:49.582046] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:49.582087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:49.582147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:49.636640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:49.637476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:49.637556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:49.637607] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:49.755801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:49.755943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:49.755980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:49.756007] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:49.759320] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: UP (p=78.76%)
[2025-11-28T20:33:49.759603] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-11-28T20:33:49.759723] [INFO ] [sig       ] XENE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:49.895446] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/XENE.txt
[2025-11-28T20:33:49.895614] [INFO ] [sig       ] [3552/3606] Completed XENE in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 18.0s
[2025-11-28T20:33:49.895654] [INFO ] [sig       ] [3553/3606] Forecasting XERS...
[2025-11-28T20:33:49.895685] [INFO ] [sig       ] Generating forecast for: XERS
[2025-11-28T20:33:49.895714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-11-28T20:33:49.905499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-11-28T20:33:49.905784] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-11-28T20:33:49.906527] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-11-28T20:33:49.906603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:49.906670] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:49.906700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:49.906755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:49.963169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:49.963975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:49.964055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:49.964089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:50.080590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:50.080738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:50.080775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:50.080803] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:50.084003] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-11-28T20:33:50.084262] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-11-28T20:33:50.084378] [INFO ] [sig       ] XERS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:50.220421] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/XERS.txt
[2025-11-28T20:33:50.220556] [INFO ] [sig       ] [3553/3606] Completed XERS in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 17.7s
[2025-11-28T20:33:50.220613] [INFO ] [sig       ] [3554/3606] Forecasting XGN...
[2025-11-28T20:33:50.220644] [INFO ] [sig       ] Generating forecast for: XGN
[2025-11-28T20:33:50.220673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-11-28T20:33:50.230479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-11-28T20:33:50.230811] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-11-28T20:33:50.231787] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-11-28T20:33:50.231846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:50.231887] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:50.231923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:50.232000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:50.288913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:50.289750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:50.289832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:50.289865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:50.412559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:50.412714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:50.412752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:50.412781] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:50.415993] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=53.13%)
[2025-11-28T20:33:50.416248] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-11-28T20:33:50.416362] [INFO ] [sig       ] XGN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:50.549542] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/XGN.txt
[2025-11-28T20:33:50.549713] [INFO ] [sig       ] [3554/3606] Completed XGN in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 17.4s
[2025-11-28T20:33:50.549751] [INFO ] [sig       ] [3555/3606] Forecasting XOM...
[2025-11-28T20:33:50.549779] [INFO ] [sig       ] Generating forecast for: XOM
[2025-11-28T20:33:50.549807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-11-28T20:33:50.560011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-11-28T20:33:50.560342] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-11-28T20:33:50.561098] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-11-28T20:33:50.561148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:50.561181] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:50.561207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:50.561262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:50.616691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:50.617498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:50.617596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:50.617632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:50.737026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:50.737177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:50.737214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:50.737241] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:50.740476] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-11-28T20:33:50.740751] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-11-28T20:33:50.740870] [INFO ] [sig       ] XOM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:50.876027] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/XOM.txt
[2025-11-28T20:33:50.876176] [INFO ] [sig       ] [3555/3606] Completed XOM in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 17.0s
[2025-11-28T20:33:50.876214] [INFO ] [sig       ] [3556/3606] Forecasting XOMA...
[2025-11-28T20:33:50.876243] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-11-28T20:33:50.876282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-11-28T20:33:50.886190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-11-28T20:33:50.886461] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-11-28T20:33:50.887240] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-11-28T20:33:50.887291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:50.887321] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:50.887346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:50.887399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:50.942593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:50.943185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:50.943257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:50.943288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:51.057981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:51.058168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:51.058209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:51.058267] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:51.061608] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-11-28T20:33:51.061878] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-11-28T20:33:51.061996] [INFO ] [sig       ] XOMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:51.197650] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/XOMA.txt
[2025-11-28T20:33:51.197778] [INFO ] [sig       ] [3556/3606] Completed XOMA in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 16.7s
[2025-11-28T20:33:51.197815] [INFO ] [sig       ] [3557/3606] Forecasting XOS...
[2025-11-28T20:33:51.197843] [INFO ] [sig       ] Generating forecast for: XOS
[2025-11-28T20:33:51.197874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-11-28T20:33:51.210794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-11-28T20:33:51.211372] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-11-28T20:33:51.212304] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-11-28T20:33:51.212358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:51.212392] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:51.212422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:51.212479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:51.269467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:51.270334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:51.270426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:51.270459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:51.394272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:51.394497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:51.394545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:51.394597] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:51.398546] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=30.11%)
[2025-11-28T20:33:51.398866] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-11-28T20:33:51.399002] [INFO ] [sig       ] XOS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:51.541471] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/XOS.txt
[2025-11-28T20:33:51.541650] [INFO ] [sig       ] [3557/3606] Completed XOS in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 16.4s
[2025-11-28T20:33:51.541693] [INFO ] [sig       ] [3558/3606] Forecasting XP...
[2025-11-28T20:33:51.541722] [INFO ] [sig       ] Generating forecast for: XP
[2025-11-28T20:33:51.541752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-11-28T20:33:51.552629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-11-28T20:33:51.552909] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-11-28T20:33:51.553658] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-11-28T20:33:51.553712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:51.553742] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:51.553768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:51.553823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:51.608646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:51.609279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:51.609357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:51.609388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:51.728872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:51.729019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:51.729056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:51.729084] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:51.732360] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-11-28T20:33:51.732634] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-11-28T20:33:51.732762] [INFO ] [sig       ] XP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:51.870916] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/XP.txt
[2025-11-28T20:33:51.871040] [INFO ] [sig       ] [3558/3606] Completed XP in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 16.0s
[2025-11-28T20:33:51.871077] [INFO ] [sig       ] [3559/3606] Forecasting XPEL...
[2025-11-28T20:33:51.871106] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-11-28T20:33:51.871136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-11-28T20:33:51.881061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-11-28T20:33:51.881322] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-11-28T20:33:51.882054] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-11-28T20:33:51.882103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:51.882133] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:51.882158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:51.882212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:51.937030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:51.937655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:51.937728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:51.937759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:52.058053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:52.058212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:52.058257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:52.058290] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:52.062589] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=67.60%)
[2025-11-28T20:33:52.062903] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-11-28T20:33:52.063045] [INFO ] [sig       ] XPEL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:52.203023] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/XPEL.txt
[2025-11-28T20:33:52.203163] [INFO ] [sig       ] [3559/3606] Completed XPEL in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 15.7s
[2025-11-28T20:33:52.203202] [INFO ] [sig       ] [3560/3606] Forecasting XPO...
[2025-11-28T20:33:52.203233] [INFO ] [sig       ] Generating forecast for: XPO
[2025-11-28T20:33:52.203263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-11-28T20:33:52.213609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-11-28T20:33:52.213872] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-11-28T20:33:52.214608] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-11-28T20:33:52.214656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:52.214686] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:52.214711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:52.214765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:52.271105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:52.271746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:52.271822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:52.271855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:52.387787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:52.387928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:52.387965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:52.388004] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:52.391203] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=25.14%)
[2025-11-28T20:33:52.391466] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-11-28T20:33:52.391602] [INFO ] [sig       ] XPO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:52.526766] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/XPO.txt
[2025-11-28T20:33:52.526916] [INFO ] [sig       ] [3560/3606] Completed XPO in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 15.4s
[2025-11-28T20:33:52.526956] [INFO ] [sig       ] [3561/3606] Forecasting XPOF...
[2025-11-28T20:33:52.526986] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-11-28T20:33:52.527015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-11-28T20:33:52.537809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-11-28T20:33:52.538129] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-11-28T20:33:52.538912] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-11-28T20:33:52.538961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:52.538991] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:52.539015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:52.539068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:52.595229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:52.596096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:52.596190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:52.596227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:52.717843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:52.718011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:52.718051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:52.718079] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:52.721369] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=63.59%)
[2025-11-28T20:33:52.721643] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-11-28T20:33:52.721762] [INFO ] [sig       ] XPOF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:52.864371] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/XPOF.txt
[2025-11-28T20:33:52.864536] [INFO ] [sig       ] [3561/3606] Completed XPOF in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 15.0s
[2025-11-28T20:33:52.864604] [INFO ] [sig       ] [3562/3606] Forecasting XPON...
[2025-11-28T20:33:52.864638] [INFO ] [sig       ] Generating forecast for: XPON
[2025-11-28T20:33:52.864669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-11-28T20:33:52.875659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-11-28T20:33:52.875968] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-11-28T20:33:52.876831] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-11-28T20:33:52.876883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:52.876915] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:52.876948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:52.877028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:52.934837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:52.935546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:52.935663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:52.935711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:53.056807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:53.056958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:53.056996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:53.057024] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:53.060520] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2025-11-28T20:33:53.060808] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-11-28T20:33:53.060931] [INFO ] [sig       ] XPON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:53.203913] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/XPON.txt
[2025-11-28T20:33:53.204047] [INFO ] [sig       ] [3562/3606] Completed XPON in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 14.7s
[2025-11-28T20:33:53.204087] [INFO ] [sig       ] [3563/3606] Forecasting XPRO...
[2025-11-28T20:33:53.204116] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-11-28T20:33:53.204147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-11-28T20:33:53.215217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-11-28T20:33:53.215548] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-11-28T20:33:53.216347] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-11-28T20:33:53.216397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:53.216427] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:53.216455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:53.216511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:53.273211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:53.273870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:53.273972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:53.274006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:53.392414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:53.392586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:53.392627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:53.392657] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:53.396047] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=52.36%)
[2025-11-28T20:33:53.396343] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-11-28T20:33:53.396471] [INFO ] [sig       ] XPRO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:53.534391] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/XPRO.txt
[2025-11-28T20:33:53.534547] [INFO ] [sig       ] [3563/3606] Completed XPRO in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 14.4s
[2025-11-28T20:33:53.534606] [INFO ] [sig       ] [3564/3606] Forecasting XRAY...
[2025-11-28T20:33:53.534637] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-11-28T20:33:53.534666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-11-28T20:33:53.545364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-11-28T20:33:53.545754] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-11-28T20:33:53.546498] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-11-28T20:33:53.546547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:53.546604] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:53.546633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:53.546687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:53.602059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:53.602908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:53.602986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:53.603017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:53.721165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:53.721310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:53.721348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:53.721376] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:53.724565] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-11-28T20:33:53.724837] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-11-28T20:33:53.724953] [INFO ] [sig       ] XRAY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:53.861106] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/XRAY.txt
[2025-11-28T20:33:53.861237] [INFO ] [sig       ] [3564/3606] Completed XRAY in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 14.0s
[2025-11-28T20:33:53.861275] [INFO ] [sig       ] [3565/3606] Forecasting XRX...
[2025-11-28T20:33:53.861303] [INFO ] [sig       ] Generating forecast for: XRX
[2025-11-28T20:33:53.861332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-11-28T20:33:53.871882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-11-28T20:33:53.872211] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-11-28T20:33:53.872976] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-11-28T20:33:53.873038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:53.873069] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:53.873095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:53.873149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:53.931038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:53.931815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:53.931894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:53.931926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:54.058827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:54.058974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:54.059013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:54.059041] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:54.062278] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-11-28T20:33:54.062538] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-11-28T20:33:54.062673] [INFO ] [sig       ] XRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:54.206029] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/XRX.txt
[2025-11-28T20:33:54.206182] [INFO ] [sig       ] [3565/3606] Completed XRX in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 13.7s
[2025-11-28T20:33:54.206219] [INFO ] [sig       ] [3566/3606] Forecasting XTIA...
[2025-11-28T20:33:54.206248] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-11-28T20:33:54.206277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-11-28T20:33:54.217358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-11-28T20:33:54.217667] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-11-28T20:33:54.218440] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-11-28T20:33:54.218488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:54.218518] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:54.218544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:54.218619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:54.275823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:54.276565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:54.276662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:54.276692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:54.399970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:54.400117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:54.400155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:54.400185] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:54.403491] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-11-28T20:33:54.403766] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-11-28T20:33:54.403884] [INFO ] [sig       ] XTIA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:54.538211] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/XTIA.txt
[2025-11-28T20:33:54.538346] [INFO ] [sig       ] [3566/3606] Completed XTIA in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 13.4s
[2025-11-28T20:33:54.538383] [INFO ] [sig       ] [3567/3606] Forecasting XTKG...
[2025-11-28T20:33:54.538411] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-11-28T20:33:54.538439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-11-28T20:33:54.548660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-11-28T20:33:54.548951] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-11-28T20:33:54.549696] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-11-28T20:33:54.549743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:54.549774] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:54.549799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:54.549853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:54.605264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:54.605881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:54.605954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:54.605985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:54.723372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:54.723489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:54.723524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:54.723552] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:54.726636] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-11-28T20:33:54.726891] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-11-28T20:33:54.727005] [INFO ] [sig       ] XTKG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:54.863722] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/XTKG.txt
[2025-11-28T20:33:54.863849] [INFO ] [sig       ] [3567/3606] Completed XTKG in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 13.0s
[2025-11-28T20:33:54.863889] [INFO ] [sig       ] [3568/3606] Forecasting XYF...
[2025-11-28T20:33:54.863916] [INFO ] [sig       ] Generating forecast for: XYF
[2025-11-28T20:33:54.863945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-11-28T20:33:54.874352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-11-28T20:33:54.874721] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-11-28T20:33:54.875444] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-11-28T20:33:54.875492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:54.875522] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:54.875549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:54.875628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:54.930934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:54.931546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:54.931637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:54.931669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:55.048337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:55.048485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:55.048522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:55.048551] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:55.051866] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=23.57%)
[2025-11-28T20:33:55.052131] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-11-28T20:33:55.052248] [INFO ] [sig       ] XYF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:55.187291] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/XYF.txt
[2025-11-28T20:33:55.187414] [INFO ] [sig       ] [3568/3606] Completed XYF in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 12.7s
[2025-11-28T20:33:55.187459] [INFO ] [sig       ] [3569/3606] Forecasting XYL...
[2025-11-28T20:33:55.187489] [INFO ] [sig       ] Generating forecast for: XYL
[2025-11-28T20:33:55.187518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-11-28T20:33:55.198083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-11-28T20:33:55.198384] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-11-28T20:33:55.199137] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-11-28T20:33:55.199186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:55.199217] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:55.199244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:55.199297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:55.256005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:55.256693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:55.256767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:55.256799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:55.374629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:55.374775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:55.374811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:55.374840] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:55.378081] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-11-28T20:33:55.378339] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-11-28T20:33:55.378456] [INFO ] [sig       ] XYL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:55.512868] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/XYL.txt
[2025-11-28T20:33:55.512983] [INFO ] [sig       ] [3569/3606] Completed XYL in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 12.4s
[2025-11-28T20:33:55.513019] [INFO ] [sig       ] [3570/3606] Forecasting YALA...
[2025-11-28T20:33:55.513047] [INFO ] [sig       ] Generating forecast for: YALA
[2025-11-28T20:33:55.513075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-11-28T20:33:55.523140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-11-28T20:33:55.523402] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-11-28T20:33:55.524133] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-11-28T20:33:55.524181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:55.524233] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:55.524263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:55.524321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:55.581448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:55.582289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:55.582381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:55.582420] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:55.701125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:55.701263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:55.701298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:55.701325] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:55.704508] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=66.58%)
[2025-11-28T20:33:55.704808] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-11-28T20:33:55.704921] [INFO ] [sig       ] YALA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:55.839607] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/YALA.txt
[2025-11-28T20:33:55.839737] [INFO ] [sig       ] [3570/3606] Completed YALA in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 12.0s
[2025-11-28T20:33:55.839776] [INFO ] [sig       ] [3571/3606] Forecasting YELP...
[2025-11-28T20:33:55.839804] [INFO ] [sig       ] Generating forecast for: YELP
[2025-11-28T20:33:55.839833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-11-28T20:33:55.850280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-11-28T20:33:55.850524] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-11-28T20:33:55.851251] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-11-28T20:33:55.851301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:55.851330] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:55.851356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:55.851410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:55.905452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:55.906025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:55.906096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:55.906126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:56.027136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:56.027274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:56.027311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:56.027339] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:56.030525] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-11-28T20:33:56.030796] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-11-28T20:33:56.030911] [INFO ] [sig       ] YELP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:56.165707] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/YELP.txt
[2025-11-28T20:33:56.165828] [INFO ] [sig       ] [3571/3606] Completed YELP in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 11.7s
[2025-11-28T20:33:56.165865] [INFO ] [sig       ] [3572/3606] Forecasting YETI...
[2025-11-28T20:33:56.165894] [INFO ] [sig       ] Generating forecast for: YETI
[2025-11-28T20:33:56.165922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-11-28T20:33:56.177020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-11-28T20:33:56.177342] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-11-28T20:33:56.178146] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-11-28T20:33:56.178195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:56.178226] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:56.178251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:56.178304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:56.239334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:56.240192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:56.240272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:56.240306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:56.358356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:56.358501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:56.358583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:56.358615] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:56.361892] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=80.35%)
[2025-11-28T20:33:56.362154] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-11-28T20:33:56.362272] [INFO ] [sig       ] YETI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:56.500645] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/YETI.txt
[2025-11-28T20:33:56.500778] [INFO ] [sig       ] [3572/3606] Completed YETI in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 11.4s
[2025-11-28T20:33:56.500815] [INFO ] [sig       ] [3573/3606] Forecasting YMM...
[2025-11-28T20:33:56.500844] [INFO ] [sig       ] Generating forecast for: YMM
[2025-11-28T20:33:56.500873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-11-28T20:33:56.511027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-11-28T20:33:56.511290] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-11-28T20:33:56.512028] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-11-28T20:33:56.512076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:56.512106] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:56.512132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:56.512185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:56.569310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:56.570051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:56.570129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:56.570163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:56.687549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:56.687709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:56.687748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:56.687808] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:56.691088] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=45.24%)
[2025-11-28T20:33:56.691344] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-11-28T20:33:56.691466] [INFO ] [sig       ] YMM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:56.827882] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/YMM.txt
[2025-11-28T20:33:56.828037] [INFO ] [sig       ] [3573/3606] Completed YMM in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 11.0s
[2025-11-28T20:33:56.828084] [INFO ] [sig       ] [3574/3606] Forecasting YPF...
[2025-11-28T20:33:56.828113] [INFO ] [sig       ] Generating forecast for: YPF
[2025-11-28T20:33:56.828142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-11-28T20:33:56.839971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-11-28T20:33:56.840389] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-11-28T20:33:56.841214] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-11-28T20:33:56.841264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:56.841299] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:56.841326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:56.841381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:56.898418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:56.899279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:56.899364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:56.899395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:57.021589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:57.021719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:57.021758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:57.021788] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:57.025048] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=65.11%)
[2025-11-28T20:33:57.025311] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-11-28T20:33:57.025429] [INFO ] [sig       ] YPF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:57.161502] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/YPF.txt
[2025-11-28T20:33:57.161658] [INFO ] [sig       ] [3574/3606] Completed YPF in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 10.7s
[2025-11-28T20:33:57.161698] [INFO ] [sig       ] [3575/3606] Forecasting YQQQ...
[2025-11-28T20:33:57.161726] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-11-28T20:33:57.161755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-11-28T20:33:57.173669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-11-28T20:33:57.174156] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-11-28T20:33:57.175317] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-11-28T20:33:57.175383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:57.175426] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:57.175471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:57.175560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:57.236739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:57.237615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:57.237699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:57.237731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:57.356619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:57.356768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:57.356806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:57.356833] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:57.360156] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2025-11-28T20:33:57.360448] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-11-28T20:33:57.360595] [INFO ] [sig       ] YQQQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:57.497176] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/YQQQ.txt
[2025-11-28T20:33:57.497312] [INFO ] [sig       ] [3575/3606] Completed YQQQ in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 10.4s
[2025-11-28T20:33:57.497352] [INFO ] [sig       ] [3576/3606] Forecasting YRD...
[2025-11-28T20:33:57.497383] [INFO ] [sig       ] Generating forecast for: YRD
[2025-11-28T20:33:57.497413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-11-28T20:33:57.507799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-11-28T20:33:57.508089] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-11-28T20:33:57.508844] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-11-28T20:33:57.508893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:57.508935] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:57.508961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:57.509015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:57.566086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:57.566874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:57.566952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:57.566986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:57.688943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:57.689087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:57.689123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:57.689150] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:57.692372] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=35.42%)
[2025-11-28T20:33:57.692665] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-11-28T20:33:57.692783] [INFO ] [sig       ] YRD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:57.830349] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/YRD.txt
[2025-11-28T20:33:57.830488] [INFO ] [sig       ] [3576/3606] Completed YRD in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 10.0s
[2025-11-28T20:33:57.830525] [INFO ] [sig       ] [3577/3606] Forecasting YSG...
[2025-11-28T20:33:57.830554] [INFO ] [sig       ] Generating forecast for: YSG
[2025-11-28T20:33:57.830601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-11-28T20:33:57.840556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-11-28T20:33:57.840848] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-11-28T20:33:57.841605] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-11-28T20:33:57.841655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:57.841686] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:57.841712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:57.841768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:57.899021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:57.899677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:57.899752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:57.899786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:58.017847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:58.018008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:58.018049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:58.018077] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:58.021268] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-11-28T20:33:58.021526] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-11-28T20:33:58.021659] [INFO ] [sig       ] YSG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:58.157903] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/YSG.txt
[2025-11-28T20:33:58.158070] [INFO ] [sig       ] [3577/3606] Completed YSG in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 9.7s
[2025-11-28T20:33:58.158117] [INFO ] [sig       ] [3578/3606] Forecasting YTRA...
[2025-11-28T20:33:58.158147] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-11-28T20:33:58.158176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-11-28T20:33:58.169041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-11-28T20:33:58.169386] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-11-28T20:33:58.170119] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-11-28T20:33:58.170170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:58.170200] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:58.170225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:58.170279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:58.227458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:58.228145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:58.228219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:58.228252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:58.341839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:58.341983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:58.342021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:58.342050] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:58.345349] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-11-28T20:33:58.345634] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-11-28T20:33:58.345753] [INFO ] [sig       ] YTRA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:58.487958] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/YTRA.txt
[2025-11-28T20:33:58.488114] [INFO ] [sig       ] [3578/3606] Completed YTRA in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 9.4s
[2025-11-28T20:33:58.488153] [INFO ] [sig       ] [3579/3606] Forecasting YUM...
[2025-11-28T20:33:58.488184] [INFO ] [sig       ] Generating forecast for: YUM
[2025-11-28T20:33:58.488213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-11-28T20:33:58.498558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-11-28T20:33:58.498835] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-11-28T20:33:58.499618] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-11-28T20:33:58.499667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:58.499697] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:58.499723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:58.499777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:58.557632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:58.558303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:58.558382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:58.558415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:58.673017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:58.673158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:58.673195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:58.673222] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:58.676396] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-11-28T20:33:58.676671] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-11-28T20:33:58.676786] [INFO ] [sig       ] YUM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:58.814961] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/YUM.txt
[2025-11-28T20:33:58.815094] [INFO ] [sig       ] [3579/3606] Completed YUM in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 9.0s
[2025-11-28T20:33:58.815139] [INFO ] [sig       ] [3580/3606] Forecasting YUMC...
[2025-11-28T20:33:58.815180] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-11-28T20:33:58.815210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-11-28T20:33:58.825314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-11-28T20:33:58.825597] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-11-28T20:33:58.826337] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-11-28T20:33:58.826387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:58.826417] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:58.826445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:58.826500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:58.884901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:58.885528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:58.885644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:58.885679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:59.003132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:59.003269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:59.003307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:59.003337] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:59.006681] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-11-28T20:33:59.006959] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-11-28T20:33:59.007078] [INFO ] [sig       ] YUMC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:59.148639] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/YUMC.txt
[2025-11-28T20:33:59.148765] [INFO ] [sig       ] [3580/3606] Completed YUMC in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 8.7s
[2025-11-28T20:33:59.148803] [INFO ] [sig       ] [3581/3606] Forecasting Z...
[2025-11-28T20:33:59.148832] [INFO ] [sig       ] Generating forecast for: Z
[2025-11-28T20:33:59.148861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-11-28T20:33:59.159613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-11-28T20:33:59.159957] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-11-28T20:33:59.160788] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-11-28T20:33:59.160840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:59.160872] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:59.160899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:59.160955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:59.216609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:59.217362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:59.217441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:59.217472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:59.339369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:59.339515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:59.339554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:59.339600] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:59.342896] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=5.75%)
[2025-11-28T20:33:59.343160] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-11-28T20:33:59.343279] [INFO ] [sig       ] Z: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:33:59.477329] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/Z.txt
[2025-11-28T20:33:59.477480] [INFO ] [sig       ] [3581/3606] Completed Z in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 8.3s
[2025-11-28T20:33:59.477539] [INFO ] [sig       ] [3582/3606] Forecasting ZBH...
[2025-11-28T20:33:59.477585] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-11-28T20:33:59.477619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-11-28T20:33:59.487717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-11-28T20:33:59.488003] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-11-28T20:33:59.488761] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-11-28T20:33:59.488810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:59.488839] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:59.488865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:59.488920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:59.543024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:59.543652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:59.543726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:59.543757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:33:59.660515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:33:59.660684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:33:59.660724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:33:59.660753] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:33:59.664268] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=86.10%)
[2025-11-28T20:33:59.664547] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-11-28T20:33:59.664689] [INFO ] [sig       ] ZBH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:33:59.799438] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ZBH.txt
[2025-11-28T20:33:59.799585] [INFO ] [sig       ] [3582/3606] Completed ZBH in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 8.0s
[2025-11-28T20:33:59.799625] [INFO ] [sig       ] [3583/3606] Forecasting ZBIO...
[2025-11-28T20:33:59.799655] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-11-28T20:33:59.799685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-11-28T20:33:59.809594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-11-28T20:33:59.809856] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-11-28T20:33:59.810603] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-11-28T20:33:59.810653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:33:59.810685] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:33:59.810712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:33:59.810767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:33:59.864968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:33:59.865737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:33:59.865812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:33:59.865844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:00.001972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:00.002132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:00.002173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:00.002223] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:00.005558] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=19.32%)
[2025-11-28T20:34:00.005857] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-11-28T20:34:00.005984] [INFO ] [sig       ] ZBIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:00.145680] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZBIO.txt
[2025-11-28T20:34:00.145863] [INFO ] [sig       ] [3583/3606] Completed ZBIO in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 7.7s
[2025-11-28T20:34:00.145905] [INFO ] [sig       ] [3584/3606] Forecasting ZBRA...
[2025-11-28T20:34:00.145934] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-11-28T20:34:00.145963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-11-28T20:34:00.157094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-11-28T20:34:00.157383] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-11-28T20:34:00.158196] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-11-28T20:34:00.158248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:00.158290] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:00.158323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:00.158382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:00.215649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:00.216308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:00.216386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:00.216417] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:00.333405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:00.333515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:00.333554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:00.333607] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:00.336963] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-11-28T20:34:00.337232] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-11-28T20:34:00.337355] [INFO ] [sig       ] ZBRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:34:00.475494] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ZBRA.txt
[2025-11-28T20:34:00.475652] [INFO ] [sig       ] [3584/3606] Completed ZBRA in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 7.3s
[2025-11-28T20:34:00.475691] [INFO ] [sig       ] [3585/3606] Forecasting ZD...
[2025-11-28T20:34:00.475721] [INFO ] [sig       ] Generating forecast for: ZD
[2025-11-28T20:34:00.475751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-11-28T20:34:00.486387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-11-28T20:34:00.486684] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-11-28T20:34:00.487403] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-11-28T20:34:00.487450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:00.487479] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:00.487505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:00.487559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:00.544291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:00.545047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:00.545123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:00.545182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:00.663355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:00.663470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:00.663506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:00.663535] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:00.666811] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-11-28T20:34:00.667079] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-11-28T20:34:00.667198] [INFO ] [sig       ] ZD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:34:00.801979] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ZD.txt
[2025-11-28T20:34:00.802096] [INFO ] [sig       ] [3585/3606] Completed ZD in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 7.0s
[2025-11-28T20:34:00.802132] [INFO ] [sig       ] [3586/3606] Forecasting ZEPP...
[2025-11-28T20:34:00.802162] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-11-28T20:34:00.802192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-11-28T20:34:00.812049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-11-28T20:34:00.812325] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-11-28T20:34:00.813060] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-11-28T20:34:00.813108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:00.813139] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:00.813165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:00.813219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:00.869729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:00.870753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:00.870857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:00.870898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:00.979961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:00.980123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:00.980162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:00.980190] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:00.983499] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: UP (p=65.52%)
[2025-11-28T20:34:00.983796] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-11-28T20:34:00.983923] [INFO ] [sig       ] ZEPP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:34:01.120936] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ZEPP.txt
[2025-11-28T20:34:01.121088] [INFO ] [sig       ] [3586/3606] Completed ZEPP in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 6.7s
[2025-11-28T20:34:01.121129] [INFO ] [sig       ] [3587/3606] Forecasting ZETA...
[2025-11-28T20:34:01.121157] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-11-28T20:34:01.121186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-11-28T20:34:01.132155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-11-28T20:34:01.132563] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-11-28T20:34:01.133332] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-11-28T20:34:01.133380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:01.133441] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:01.133469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:01.133538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:01.190192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:01.191074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:01.191178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:01.191217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:01.313856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:01.313988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:01.314026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:01.314054] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:01.317244] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-11-28T20:34:01.317498] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-11-28T20:34:01.317633] [INFO ] [sig       ] ZETA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:01.457631] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZETA.txt
[2025-11-28T20:34:01.457747] [INFO ] [sig       ] [3587/3606] Completed ZETA in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 6.3s
[2025-11-28T20:34:01.457785] [INFO ] [sig       ] [3588/3606] Forecasting ZEUS...
[2025-11-28T20:34:01.457814] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-11-28T20:34:01.457842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-11-28T20:34:01.467895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-11-28T20:34:01.468226] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-11-28T20:34:01.469109] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-11-28T20:34:01.469165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:01.469200] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:01.469231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:01.469301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:01.525996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:01.526747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:01.526827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:01.526867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:01.645280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:01.645424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:01.645461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:01.645489] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:01.648738] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-11-28T20:34:01.649008] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-11-28T20:34:01.649129] [INFO ] [sig       ] ZEUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:01.787073] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZEUS.txt
[2025-11-28T20:34:01.787219] [INFO ] [sig       ] [3588/3606] Completed ZEUS in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 6.0s
[2025-11-28T20:34:01.787257] [INFO ] [sig       ] [3589/3606] Forecasting ZG...
[2025-11-28T20:34:01.787287] [INFO ] [sig       ] Generating forecast for: ZG
[2025-11-28T20:34:01.787317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-11-28T20:34:01.797594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-11-28T20:34:01.798073] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-11-28T20:34:01.798943] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-11-28T20:34:01.799022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:01.799063] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:01.799092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:01.799147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:01.856650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:01.857484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:01.857569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:01.857634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:01.977934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:01.978104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:01.978144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:01.978171] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:01.982032] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2025-11-28T20:34:01.982363] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-11-28T20:34:01.982497] [INFO ] [sig       ] ZG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:02.120171] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZG.txt
[2025-11-28T20:34:02.120322] [INFO ] [sig       ] [3589/3606] Completed ZG in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 5.7s
[2025-11-28T20:34:02.120362] [INFO ] [sig       ] [3590/3606] Forecasting ZGN...
[2025-11-28T20:34:02.120392] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-11-28T20:34:02.120423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-11-28T20:34:02.130306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-11-28T20:34:02.130656] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-11-28T20:34:02.131382] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-11-28T20:34:02.131430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:02.131460] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:02.131485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:02.131539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:02.187783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:02.188658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:02.188739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:02.188772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:02.310073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:02.310221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:02.310257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:02.310313] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:02.313843] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=43.22%)
[2025-11-28T20:34:02.314144] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-11-28T20:34:02.314270] [INFO ] [sig       ] ZGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:02.453995] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZGN.txt
[2025-11-28T20:34:02.454127] [INFO ] [sig       ] [3590/3606] Completed ZGN in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 5.3s
[2025-11-28T20:34:02.454165] [INFO ] [sig       ] [3591/3606] Forecasting ZH...
[2025-11-28T20:34:02.454193] [INFO ] [sig       ] Generating forecast for: ZH
[2025-11-28T20:34:02.454223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-11-28T20:34:02.464141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-11-28T20:34:02.464432] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-11-28T20:34:02.465220] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-11-28T20:34:02.465272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:02.465303] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:02.465329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:02.465384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:02.521462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:02.522303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:02.522385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:02.522422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:02.640609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:02.640754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:02.640792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:02.640821] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:02.644160] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=68.15%)
[2025-11-28T20:34:02.644424] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-11-28T20:34:02.644546] [INFO ] [sig       ] ZH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:34:02.791684] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ZH.txt
[2025-11-28T20:34:02.791829] [INFO ] [sig       ] [3591/3606] Completed ZH in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 5.0s
[2025-11-28T20:34:02.791866] [INFO ] [sig       ] [3592/3606] Forecasting ZIM...
[2025-11-28T20:34:02.791896] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-11-28T20:34:02.791926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-11-28T20:34:02.802529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-11-28T20:34:02.802907] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-11-28T20:34:02.803703] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-11-28T20:34:02.803754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:02.803786] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:02.803812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:02.803873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:02.859062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:02.859717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:02.859791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:02.859830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:02.974637] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:02.974779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:02.974815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:02.974844] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:02.978033] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-11-28T20:34:02.978297] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-11-28T20:34:02.978412] [INFO ] [sig       ] ZIM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:34:03.116448] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ZIM.txt
[2025-11-28T20:34:03.116594] [INFO ] [sig       ] [3592/3606] Completed ZIM in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 4.7s
[2025-11-28T20:34:03.116641] [INFO ] [sig       ] [3593/3606] Forecasting ZION...
[2025-11-28T20:34:03.116671] [INFO ] [sig       ] Generating forecast for: ZION
[2025-11-28T20:34:03.116701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-11-28T20:34:03.126713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-11-28T20:34:03.126994] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-11-28T20:34:03.127767] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-11-28T20:34:03.127815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:03.127846] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:03.127873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:03.127930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:03.183926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:03.184589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:03.184666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:03.184699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:03.309343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:03.309478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:03.309514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:03.309541] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:03.312739] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=48.25%)
[2025-11-28T20:34:03.312995] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-11-28T20:34:03.313116] [INFO ] [sig       ] ZION: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:03.448913] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZION.txt
[2025-11-28T20:34:03.449041] [INFO ] [sig       ] [3593/3606] Completed ZION in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 4.3s
[2025-11-28T20:34:03.449079] [INFO ] [sig       ] [3594/3606] Forecasting ZIP...
[2025-11-28T20:34:03.449108] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-11-28T20:34:03.449137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-11-28T20:34:03.459241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-11-28T20:34:03.459552] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-11-28T20:34:03.460369] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-11-28T20:34:03.460423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:03.460465] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:03.460494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:03.460549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:03.516693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:03.517445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:03.517527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:03.517559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:03.636385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:03.636533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:03.636586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:03.636617] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:03.639792] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=40.82%)
[2025-11-28T20:34:03.640077] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-11-28T20:34:03.640193] [INFO ] [sig       ] ZIP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:03.775936] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZIP.txt
[2025-11-28T20:34:03.776066] [INFO ] [sig       ] [3594/3606] Completed ZIP in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 4.0s
[2025-11-28T20:34:03.776104] [INFO ] [sig       ] [3595/3606] Forecasting ZLAB...
[2025-11-28T20:34:03.776132] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-11-28T20:34:03.776162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-11-28T20:34:03.786425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-11-28T20:34:03.786768] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-11-28T20:34:03.787516] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-11-28T20:34:03.787566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:03.787626] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:03.787664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:03.787742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:03.847491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:03.848276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:03.848355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:03.848387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:03.975949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:03.976105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:03.976146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:03.976174] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:03.979791] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-11-28T20:34:03.980055] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-11-28T20:34:03.980174] [INFO ] [sig       ] ZLAB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:04.122556] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZLAB.txt
[2025-11-28T20:34:04.122710] [INFO ] [sig       ] [3595/3606] Completed ZLAB in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 3.7s
[2025-11-28T20:34:04.122749] [INFO ] [sig       ] [3596/3606] Forecasting ZM...
[2025-11-28T20:34:04.122778] [INFO ] [sig       ] Generating forecast for: ZM
[2025-11-28T20:34:04.122807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-11-28T20:34:04.132684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-11-28T20:34:04.132979] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-11-28T20:34:04.133755] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-11-28T20:34:04.133803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:04.133833] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:04.133857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:04.133912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:04.188586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:04.189182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:04.189255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:04.189286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:04.306716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:04.306857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:04.306910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:04.306938] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:04.310185] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-11-28T20:34:04.310441] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-11-28T20:34:04.310560] [INFO ] [sig       ] ZM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:04.446365] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZM.txt
[2025-11-28T20:34:04.446494] [INFO ] [sig       ] [3596/3606] Completed ZM in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 3.3s
[2025-11-28T20:34:04.446533] [INFO ] [sig       ] [3597/3606] Forecasting ZNTL...
[2025-11-28T20:34:04.446561] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-11-28T20:34:04.446609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-11-28T20:34:04.456795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-11-28T20:34:04.457053] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-11-28T20:34:04.457817] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-11-28T20:34:04.457866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:04.457895] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:04.457921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:04.457976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:04.512287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:04.512994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:04.513096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:04.513128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:04.631861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:04.632001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:04.632038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:04.632066] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:04.635305] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=69.30%)
[2025-11-28T20:34:04.635561] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-11-28T20:34:04.635698] [INFO ] [sig       ] ZNTL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:34:04.771595] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ZNTL.txt
[2025-11-28T20:34:04.771743] [INFO ] [sig       ] [3597/3606] Completed ZNTL in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 3.0s
[2025-11-28T20:34:04.771783] [INFO ] [sig       ] [3598/3606] Forecasting ZS...
[2025-11-28T20:34:04.771812] [INFO ] [sig       ] Generating forecast for: ZS
[2025-11-28T20:34:04.771843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-11-28T20:34:04.781991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-11-28T20:34:04.782290] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-11-28T20:34:04.783046] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-11-28T20:34:04.783096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:04.783127] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:04.783153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:04.783207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:04.838063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:04.838832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:04.838909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:04.838940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:04.962408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:04.962601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:04.962665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:04.962711] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:04.967752] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=23.83%)
[2025-11-28T20:34:04.968147] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-11-28T20:34:04.968320] [INFO ] [sig       ] ZS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:05.133094] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZS.txt
[2025-11-28T20:34:05.133247] [INFO ] [sig       ] [3598/3606] Completed ZS in 0.4s | 2.99 sym/s | Total: 20.0m | ETA: 2.7s
[2025-11-28T20:34:05.133284] [INFO ] [sig       ] [3599/3606] Forecasting ZTO...
[2025-11-28T20:34:05.133313] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-11-28T20:34:05.133343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-11-28T20:34:05.143671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-11-28T20:34:05.143995] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-11-28T20:34:05.144735] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-11-28T20:34:05.144785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:05.144815] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:05.144841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:05.144895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:05.198519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:05.199179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:05.199256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:05.199286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:05.319891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:05.320042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:05.320080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:05.320106] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:05.323466] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=4.28%)
[2025-11-28T20:34:05.323755] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-11-28T20:34:05.323879] [INFO ] [sig       ] ZTO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:05.471960] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZTO.txt
[2025-11-28T20:34:05.472322] [INFO ] [sig       ] [3599/3606] Completed ZTO in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 2.3s
[2025-11-28T20:34:05.472363] [INFO ] [sig       ] [3600/3606] Forecasting ZTS...
[2025-11-28T20:34:05.472393] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-11-28T20:34:05.472422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-11-28T20:34:05.484963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-11-28T20:34:05.485395] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-11-28T20:34:05.486456] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-11-28T20:34:05.486507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:05.486553] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:05.486600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:05.486658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:05.542960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:05.543852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:05.543953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:05.543984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:05.676241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:05.676416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:05.676468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:05.676508] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:05.680214] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=85.62%)
[2025-11-28T20:34:05.680528] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-11-28T20:34:05.680683] [INFO ] [sig       ] ZTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:34:05.839885] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ZTS.txt
[2025-11-28T20:34:05.840135] [INFO ] [sig       ] [3600/3606] Completed ZTS in 0.4s | 2.99 sym/s | Total: 20.0m | ETA: 2.0s
[2025-11-28T20:34:05.840194] [INFO ] [sig       ] [3601/3606] Forecasting ZUMZ...
[2025-11-28T20:34:05.840237] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-11-28T20:34:05.840279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-11-28T20:34:05.851809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-11-28T20:34:05.852262] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-11-28T20:34:05.853268] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-11-28T20:34:05.853332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:05.853369] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:05.853397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:05.853453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:05.910343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:05.911222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:05.911306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:05.911338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:06.068516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:06.068723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:06.068790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:06.068838] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:06.074275] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=27.32%)
[2025-11-28T20:34:06.074833] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-11-28T20:34:06.075032] [INFO ] [sig       ] ZUMZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:06.251154] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZUMZ.txt
[2025-11-28T20:34:06.251382] [INFO ] [sig       ] [3601/3606] Completed ZUMZ in 0.4s | 2.99 sym/s | Total: 20.0m | ETA: 1.7s
[2025-11-28T20:34:06.251441] [INFO ] [sig       ] [3602/3606] Forecasting ZURA...
[2025-11-28T20:34:06.251483] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-11-28T20:34:06.251521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-11-28T20:34:06.264949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-11-28T20:34:06.265363] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-11-28T20:34:06.266207] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-11-28T20:34:06.266259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:06.266291] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:06.266319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:06.266375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:06.344755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:06.345647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:06.345744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:06.345778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:06.472033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:06.472185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:06.472234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:06.472269] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:06.475610] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=81.74%)
[2025-11-28T20:34:06.475912] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-11-28T20:34:06.476039] [INFO ] [sig       ] ZURA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:34:06.630658] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ZURA.txt
[2025-11-28T20:34:06.630815] [INFO ] [sig       ] [3602/3606] Completed ZURA in 0.4s | 2.99 sym/s | Total: 20.1m | ETA: 1.3s
[2025-11-28T20:34:06.630855] [INFO ] [sig       ] [3603/3606] Forecasting ZVIA...
[2025-11-28T20:34:06.630885] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-11-28T20:34:06.630914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-11-28T20:34:06.642244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-11-28T20:34:06.642593] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-11-28T20:34:06.643378] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-11-28T20:34:06.643429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:06.643462] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:06.643488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:06.643543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:06.702382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:06.703246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:06.703333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:06.703366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:06.829596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:06.829746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:06.829786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:06.829816] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:06.833158] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-11-28T20:34:06.833424] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-11-28T20:34:06.833546] [INFO ] [sig       ] ZVIA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:06.972026] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZVIA.txt
[2025-11-28T20:34:06.972171] [INFO ] [sig       ] [3603/3606] Completed ZVIA in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 1.0s
[2025-11-28T20:34:06.972212] [INFO ] [sig       ] [3604/3606] Forecasting ZVRA...
[2025-11-28T20:34:06.972248] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-11-28T20:34:06.972279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-11-28T20:34:06.983224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-11-28T20:34:06.983612] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-11-28T20:34:06.984368] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-11-28T20:34:06.984418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:06.984476] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:06.984508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:06.984605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:07.040041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:07.040940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:07.041020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:07.041059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:07.162958] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:07.163230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:07.163288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:07.163325] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:07.170154] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-11-28T20:34:07.170606] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-11-28T20:34:07.170798] [INFO ] [sig       ] ZVRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-11-28T20:34:07.317128] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ZVRA.txt
[2025-11-28T20:34:07.317303] [INFO ] [sig       ] [3604/3606] Completed ZVRA in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 0.7s
[2025-11-28T20:34:07.317348] [INFO ] [sig       ] [3605/3606] Forecasting ZWS...
[2025-11-28T20:34:07.317380] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-11-28T20:34:07.317411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-11-28T20:34:07.328322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-11-28T20:34:07.328672] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-11-28T20:34:07.329441] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-11-28T20:34:07.329490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:07.329522] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:07.329548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:07.329619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:07.389698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:07.390661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:07.390753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:07.390791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:07.518731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:07.518896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:07.518957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:07.519000] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:07.522776] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=49.18%)
[2025-11-28T20:34:07.523120] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-11-28T20:34:07.523275] [INFO ] [sig       ] ZWS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:07.672468] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZWS.txt
[2025-11-28T20:34:07.672637] [INFO ] [sig       ] [3605/3606] Completed ZWS in 0.4s | 2.99 sym/s | Total: 20.1m | ETA: 0.3s
[2025-11-28T20:34:07.672679] [INFO ] [sig       ] [3606/3606] Forecasting ZYME...
[2025-11-28T20:34:07.672707] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-11-28T20:34:07.672737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-11-28T20:34:07.683027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-11-28T20:34:07.683358] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-11-28T20:34:07.684116] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-11-28T20:34:07.684165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-28T20:34:07.684195] [DEBUG] [FORECASTER] Starting train method
[2025-11-28T20:34:07.684220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-28T20:34:07.684274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-28T20:34:07.738842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-28T20:34:07.739620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-28T20:34:07.739700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-28T20:34:07.739731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-28T20:34:07.858814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-28T20:34:07.858965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-28T20:34:07.859002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-28T20:34:07.859030] [INFO ] [FORECASTER] Training complete
[2025-11-28T20:34:07.862324] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=25.21%)
[2025-11-28T20:34:07.862629] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-11-28T20:34:07.862762] [INFO ] [sig       ] ZYME: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-11-28T20:34:07.997246] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ZYME.txt
[2025-11-28T20:34:07.997393] [INFO ] [sig       ] [3606/3606] Completed ZYME in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 0.0s
[2025-11-28T20:34:07.997431] [INFO ] [sig       ] ==================================================
[2025-11-28T20:34:07.997460] [INFO ] [sig       ] Forecasts complete: 3606/3606 symbols succeeded
[2025-11-28T20:34:07.997491] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-11-28T20:34:07.997518] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-11-28T20:34:07.997760] [INFO ] [sig       ] Found 34 forecast dates to process
[2025-11-28T20:34:07.997799] [INFO ] [sig       ] [1/34] Processing report for 2025-10-10...
[2025-11-28T20:34:07.997834] [INFO ] [sig       ] [1/34] Report for 2025-10-10 already exists, skipping...
[2025-11-28T20:34:07.997862] [INFO ] [sig       ] [2/34] Processing report for 2025-10-13...
[2025-11-28T20:34:07.997902] [INFO ] [sig       ] [2/34] Report for 2025-10-13 already exists, skipping...
[2025-11-28T20:34:07.997938] [INFO ] [sig       ] [3/34] Processing report for 2025-10-14...
[2025-11-28T20:34:07.997979] [INFO ] [sig       ] [3/34] Report for 2025-10-14 already exists, skipping...
[2025-11-28T20:34:07.998029] [INFO ] [sig       ] [4/34] Processing report for 2025-10-15...
[2025-11-28T20:34:07.998060] [INFO ] [sig       ] [4/34] Report for 2025-10-15 already exists, skipping...
[2025-11-28T20:34:07.998084] [INFO ] [sig       ] [5/34] Processing report for 2025-10-16...
[2025-11-28T20:34:07.998113] [INFO ] [sig       ] [5/34] Report for 2025-10-16 already exists, skipping...
[2025-11-28T20:34:07.998137] [INFO ] [sig       ] [6/34] Processing report for 2025-10-17...
[2025-11-28T20:34:07.998175] [INFO ] [sig       ] [6/34] Report for 2025-10-17 already exists, skipping...
[2025-11-28T20:34:07.998229] [INFO ] [sig       ] [7/34] Processing report for 2025-10-20...
[2025-11-28T20:34:07.998262] [INFO ] [sig       ] [7/34] Report for 2025-10-20 already exists, skipping...
[2025-11-28T20:34:07.998287] [INFO ] [sig       ] [8/34] Processing report for 2025-10-21...
[2025-11-28T20:34:07.998316] [INFO ] [sig       ] [8/34] Report for 2025-10-21 already exists, skipping...
[2025-11-28T20:34:07.998340] [INFO ] [sig       ] [9/34] Processing report for 2025-10-22...
[2025-11-28T20:34:07.998369] [INFO ] [sig       ] [9/34] Report for 2025-10-22 already exists, skipping...
[2025-11-28T20:34:07.998393] [INFO ] [sig       ] [10/34] Processing report for 2025-10-23...
[2025-11-28T20:34:07.998422] [INFO ] [sig       ] [10/34] Report for 2025-10-23 already exists, skipping...
[2025-11-28T20:34:07.998446] [INFO ] [sig       ] [11/34] Processing report for 2025-10-24...
[2025-11-28T20:34:07.998474] [INFO ] [sig       ] [11/34] Report for 2025-10-24 already exists, skipping...
[2025-11-28T20:34:07.998498] [INFO ] [sig       ] [12/34] Processing report for 2025-10-27...
[2025-11-28T20:34:07.998526] [INFO ] [sig       ] [12/34] Report for 2025-10-27 already exists, skipping...
[2025-11-28T20:34:07.998551] [INFO ] [sig       ] [13/34] Processing report for 2025-10-28...
[2025-11-28T20:34:07.998597] [INFO ] [sig       ] [13/34] Report for 2025-10-28 already exists, skipping...
[2025-11-28T20:34:07.998625] [INFO ] [sig       ] [14/34] Processing report for 2025-10-30...
[2025-11-28T20:34:07.998655] [INFO ] [sig       ] [14/34] Report for 2025-10-30 already exists, skipping...
[2025-11-28T20:34:07.998680] [INFO ] [sig       ] [15/34] Processing report for 2025-10-31...
[2025-11-28T20:34:07.998710] [INFO ] [sig       ] [15/34] Report for 2025-10-31 already exists, skipping...
[2025-11-28T20:34:07.998734] [INFO ] [sig       ] [16/34] Processing report for 2025-11-03...
[2025-11-28T20:34:07.998763] [INFO ] [sig       ] [16/34] Report for 2025-11-03 already exists, skipping...
[2025-11-28T20:34:07.998789] [INFO ] [sig       ] [17/34] Processing report for 2025-11-04...
[2025-11-28T20:34:07.998818] [INFO ] [sig       ] [17/34] Report for 2025-11-04 already exists, skipping...
[2025-11-28T20:34:07.998843] [INFO ] [sig       ] [18/34] Processing report for 2025-11-05...
[2025-11-28T20:34:07.998872] [INFO ] [sig       ] [18/34] Report for 2025-11-05 already exists, skipping...
[2025-11-28T20:34:07.998896] [INFO ] [sig       ] [19/34] Processing report for 2025-11-06...
[2025-11-28T20:34:07.998926] [INFO ] [sig       ] [19/34] Report for 2025-11-06 already exists, skipping...
[2025-11-28T20:34:07.998951] [INFO ] [sig       ] [20/34] Processing report for 2025-11-07...
[2025-11-28T20:34:07.998980] [INFO ] [sig       ] [20/34] Report for 2025-11-07 already exists, skipping...
[2025-11-28T20:34:07.999004] [INFO ] [sig       ] [21/34] Processing report for 2025-11-10...
[2025-11-28T20:34:07.999034] [INFO ] [sig       ] [21/34] Report for 2025-11-10 already exists, skipping...
[2025-11-28T20:34:07.999058] [INFO ] [sig       ] [22/34] Processing report for 2025-11-11...
[2025-11-28T20:34:07.999087] [INFO ] [sig       ] [22/34] Report for 2025-11-11 already exists, skipping...
[2025-11-28T20:34:07.999111] [INFO ] [sig       ] [23/34] Processing report for 2025-11-12...
[2025-11-28T20:34:07.999140] [INFO ] [sig       ] [23/34] Report for 2025-11-12 already exists, skipping...
[2025-11-28T20:34:07.999164] [INFO ] [sig       ] [24/34] Processing report for 2025-11-13...
[2025-11-28T20:34:07.999194] [INFO ] [sig       ] [24/34] Report for 2025-11-13 already exists, skipping...
[2025-11-28T20:34:07.999218] [INFO ] [sig       ] [25/34] Processing report for 2025-11-17...
[2025-11-28T20:34:07.999247] [INFO ] [sig       ] [25/34] Report for 2025-11-17 already exists, skipping...
[2025-11-28T20:34:07.999273] [INFO ] [sig       ] [26/34] Processing report for 2025-11-18...
[2025-11-28T20:34:07.999302] [INFO ] [sig       ] [26/34] Report for 2025-11-18 already exists, skipping...
[2025-11-28T20:34:07.999333] [INFO ] [sig       ] [27/34] Processing report for 2025-11-19...
[2025-11-28T20:34:07.999363] [INFO ] [sig       ] [27/34] Report for 2025-11-19 already exists, skipping...
[2025-11-28T20:34:07.999388] [INFO ] [sig       ] [28/34] Processing report for 2025-11-20...
[2025-11-28T20:34:07.999418] [INFO ] [sig       ] [28/34] Report for 2025-11-20 already exists, skipping...
[2025-11-28T20:34:07.999442] [INFO ] [sig       ] [29/34] Processing report for 2025-11-21...
[2025-11-28T20:34:07.999471] [INFO ] [sig       ] [29/34] Report for 2025-11-21 already exists, skipping...
[2025-11-28T20:34:07.999496] [INFO ] [sig       ] [30/34] Processing report for 2025-11-24...
[2025-11-28T20:34:07.999526] [INFO ] [sig       ] [30/34] Report for 2025-11-24 already exists, skipping...
[2025-11-28T20:34:07.999550] [INFO ] [sig       ] [31/34] Processing report for 2025-11-25...
[2025-11-28T20:34:07.999600] [INFO ] [sig       ] [31/34] Report for 2025-11-25 already exists, skipping...
[2025-11-28T20:34:07.999628] [INFO ] [sig       ] [32/34] Processing report for 2025-11-26...
[2025-11-28T20:34:07.999659] [INFO ] [sig       ] [32/34] Report for 2025-11-26 already exists, skipping...
[2025-11-28T20:34:07.999683] [INFO ] [sig       ] [33/34] Processing report for 2025-11-28...
[2025-11-28T20:34:07.999713] [INFO ] [sig       ] [33/34] Report for 2025-11-28 already exists, skipping...
[2025-11-28T20:34:07.999738] [INFO ] [sig       ] [34/34] Processing report for 2025-12-01...
[2025-11-28T20:34:08.061436] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.061781] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.062061] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.062368] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.062643] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.063048] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.063349] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.063605] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.063889] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.064173] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.064414] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.064715] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.064960] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.065233] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.065459] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.065683] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.065963] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.067001] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.067317] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.067662] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.067927] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.068271] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.068554] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.068880] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.069153] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.069414] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.069667] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.069966] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.070205] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.070446] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.070687] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.070931] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.071444] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.071709] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.071990] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.072058] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.072328] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.072597] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.072862] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.073106] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.073365] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.073605] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.073889] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.074137] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.074365] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.074602] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.074834] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.075076] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.075315] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.075542] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.075839] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.076064] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.076304] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.076370] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.076606] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.076830] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.077048] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.077434] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.078456] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.078741] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.078988] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.080019] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.080261] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.080505] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.080759] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.081770] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.082022] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.082270] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.082501] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.082754] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.083003] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.083306] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.083374] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.083606] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.084548] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.084819] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.085048] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.085281] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.086284] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.086528] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.086798] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.087079] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.087328] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.087610] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.087836] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.088086] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.088312] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.088536] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.088785] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.089032] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.089370] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.089607] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.089843] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.090126] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.090358] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.090594] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.090825] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.091106] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.091330] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.091589] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.091839] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.092063] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.092305] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.092526] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.092788] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.092855] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.093123] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.093396] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.093638] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.093882] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.094108] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.094335] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.094561] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.094807] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.095082] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.095307] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.095547] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.095810] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.096055] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.096309] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.096585] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.096655] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.096880] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-11-28T20:34:08.097120] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.097360] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.097426] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.097692] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.097975] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.098279] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.098518] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.098781] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.099058] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.099331] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.099554] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.099812] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-11-28T20:34:08.100051] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.100328] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.100566] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.100867] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.101880] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.102129] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.102379] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.102611] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.102898] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.103129] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.103354] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.103636] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.103909] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.104132] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.104407] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.104648] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.104889] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.105115] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.105387] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.105628] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.105904] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.106147] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.106388] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.106628] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.106868] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.107879] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.108148] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.108396] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.108640] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.108875] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.109119] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.109412] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.109658] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.109930] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.110204] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.110429] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.110669] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.110953] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.111193] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.111471] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.111728] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.112009] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.112316] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.112607] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.112832] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.113694] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.113945] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.114228] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.114482] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.114549] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.114796] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.115027] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.115262] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.115509] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.115809] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.115878] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.116117] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.116358] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.116599] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.116825] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.117066] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.117347] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.117601] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.117845] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.118121] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.118498] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.118753] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.119003] [DEBUG] [LOCAL     ] Loaded configuration for GDHG: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.119285] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.119566] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.119871] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.120118] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.120358] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.120598] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.120824] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.121094] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.121333] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.121591] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.121661] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.121934] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.122170] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.122388] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.122610] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.122851] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.123132] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.123356] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.123606] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.123832] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.124104] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.124328] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.124565] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.124828] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.125050] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.125273] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.125339] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.125397] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.125612] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.125852] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.126075] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.126488] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.126734] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.126965] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.127974] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.128246] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.128499] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.129312] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.129598] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.129851] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.130134] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.130385] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.130646] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.130910] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.131915] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.132200] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.132481] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.132729] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.132971] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.133221] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.133446] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.133669] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.133938] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.134208] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.134432] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.134671] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.134909] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.135146] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.135416] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.135636] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.135857] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.136097] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.136367] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.136608] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.136831] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.137048] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.137324] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.137597] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.137837] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.138062] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.138293] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-11-28T20:34:08.138517] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.138781] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.139057] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.139294] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.140083] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.140368] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.140620] [DEBUG] [LOCAL     ] Loaded configuration for HSII: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.140864] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.141095] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.141328] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.141613] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.141886] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.142114] [DEBUG] [LOCAL     ] Loaded configuration for ODP: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.142336] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.142560] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.142648] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.142969] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.143217] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.143447] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.143694] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.143995] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.144063] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.144281] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.144566] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.144824] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.145047] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.145266] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-11-28T20:34:08.145509] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.145768] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.146030] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.146253] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.146498] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.146919] [DEBUG] [LOCAL     ] Loaded configuration for MOB: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.147201] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.147446] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.147695] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.147948] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.150976] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.151225] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.151464] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.151710] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.151948] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.152014] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.152294] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.152519] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.152763] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.153037] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.153310] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.153546] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.153794] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.154068] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.154323] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.154602] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.154829] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.155071] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.155314] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.155554] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.155795] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.156075] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.156297] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.156537] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.156780] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.157055] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.157327] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.157596] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.157819] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.158097] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.158323] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.158547] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.158810] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.159053] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.159293] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.159515] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.159608] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.159841] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.160115] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.160354] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.160601] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.160843] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.161066] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.161302] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-11-28T20:34:08.161534] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.161778] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.162018] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.162259] [DEBUG] [LOCAL     ] Loaded configuration for FITBP: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.162497] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.162736] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.162959] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.163198] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.163436] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.163714] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.163933] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.164155] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.164432] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.164654] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.164923] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.165161] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.165384] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.165625] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.165896] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.166153] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.166388] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.166624] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.167599] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.167831] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.168119] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.168402] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.168635] [DEBUG] [LOCAL     ] Loaded configuration for NXTG: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.168921] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.169203] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.169426] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.169666] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.169889] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.170198] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.170435] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.170708] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.170948] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.171171] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.171409] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.171652] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-11-28T20:34:08.171931] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.172154] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.172377] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.172619] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.172842] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.173061] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.173333] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.173560] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.173822] [DEBUG] [LOCAL     ] Loaded configuration for AKRO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.174093] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.174364] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.174611] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.174844] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.175127] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.175399] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.175700] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.175994] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.176258] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.176493] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.176558] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.176853] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.177089] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.177314] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.177554] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.177814] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.178063] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.178291] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.178509] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.178803] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.179079] [DEBUG] [LOCAL     ] Loaded configuration for CETY: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.179320] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.179548] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.179793] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.180064] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.180857] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.181133] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.181376] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.181603] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.181833] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.182081] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.182324] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.182606] [DEBUG] [LOCAL     ] Loaded configuration for ENTO: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.182879] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.183153] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.183375] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.183598] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.183838] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.184063] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.184301] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.184545] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.184851] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.185121] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.185365] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.185593] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.185834] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.186074] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.186342] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.186616] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.186855] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.187125] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.187364] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.187608] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.187842] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.188119] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.188355] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.188642] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.188881] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.189124] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.189404] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.189631] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.189856] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.190097] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.190319] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.190541] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.190835] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.191073] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.191338] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.191797] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.192276] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.192554] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.192885] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.193228] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.193535] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.194010] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.194262] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.194331] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.194550] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.194872] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.195105] [DEBUG] [LOCAL     ] Loaded configuration for MURA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.195381] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.195656] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.196120] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.196383] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.196658] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.197077] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.197306] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.197534] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.197788] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.198054] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.198335] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.198618] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.198907] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.199240] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.199539] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.199821] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.200064] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.200354] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.201397] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.201669] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.201904] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.202157] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.202458] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.202811] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.203142] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.203446] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.203987] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.204257] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.204600] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.205079] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.205359] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.205624] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.205980] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.206530] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.206864] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.207195] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.207496] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.207788] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.208326] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.208665] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.208944] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.209293] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.209630] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.209923] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.210219] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.210497] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.210813] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.211101] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.211425] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.211709] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.211984] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-11-28T20:34:08.212264] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.212557] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.212870] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-11-28T20:34:08.213205] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.213479] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.213957] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.214311] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.214614] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.214913] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.215210] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.215508] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.216025] [DEBUG] [LOCAL     ] Loaded configuration for QABA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.216321] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.216655] [DEBUG] [LOCAL     ] Loaded configuration for DVY: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.216734] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.217012] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.217095] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.217411] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.217703] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.218048] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.218330] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.218610] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.219028] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.219408] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.219704] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.220206] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.220485] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.220984] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.221314] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.221607] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.222127] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.222453] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.222736] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.223135] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.223428] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.224327] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.224603] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.224905] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.225229] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.225520] [DEBUG] [LOCAL     ] Loaded configuration for TNYA: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.226013] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.226346] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.226626] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.227260] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.227608] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.227944] [DEBUG] [LOCAL     ] Loaded configuration for SWKH: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.228271] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.228975] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.229273] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.229608] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.229904] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.230888] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.231186] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.231555] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.231899] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.232225] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.232507] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.232892] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.237023] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.237361] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.237661] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.237749] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.238065] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.238367] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.238699] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.238970] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.239243] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.240435] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.240721] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.241002] [DEBUG] [LOCAL     ] Loaded configuration for DOOO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.241334] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.241412] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.241700] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.241998] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.242329] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.242628] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.242921] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.243302] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.243637] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.244115] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.244412] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.244711] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.245041] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.245372] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.245714] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.245994] [DEBUG] [LOCAL     ] Loaded configuration for APOS: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.246303] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.246613] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.247418] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.247940] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.248273] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.248609] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.249125] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.249457] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.249938] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-11-28T20:34:08.250234] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.250531] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.250849] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.251127] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.252060] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.253110] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.255140] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.255469] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.255546] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.255891] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.256191] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.258176] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.258617] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.258912] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.259207] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.259507] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.259988] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.260285] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.260933] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.261228] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.261553] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-11-28T20:34:08.261904] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.262552] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.263106] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.263394] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.263651] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.263920] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.264239] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.264509] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.265057] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.265337] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.265615] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.266020] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.266342] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.266626] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.266726] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.267291] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.267640] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.268127] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.268406] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.268686] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.268965] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.269244] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.269545] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.269993] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.270301] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.270612] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.270872] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.273441] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.273767] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.274054] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.274338] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.274656] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.275137] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.276082] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.276387] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.276632] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.277120] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.277420] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.277715] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.277785] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.278071] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.278432] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.278693] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.279072] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.279337] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.279605] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-11-28T20:34:08.279872] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.280128] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.280398] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.280697] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.280935] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.281168] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.281452] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.281684] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.281966] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.282215] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.282531] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.282862] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.283092] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.283354] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.283602] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.284360] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.284833] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.285140] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.285405] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.285653] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.285895] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.286138] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.286370] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.286658] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.289940] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-11-28T20:34:08.290245] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.290544] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.290854] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.291128] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.291629] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.291920] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.292270] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.292537] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.293165] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.293410] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.293657] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.293892] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.294148] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-11-28T20:34:08.294425] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.294677] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-11-28T20:34:08.294967] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.295245] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.295472] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.295758] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.295991] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.296221] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.296465] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.296718] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-11-28T20:34:08.296994] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.297269] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.297518] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.297811] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.298652] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.298932] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.299171] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.299420] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.299669] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.299902] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.300178] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.300413] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.300658] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.301463] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-11-28T20:34:08.301769] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.302024] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.302777] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.303019] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.303299] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.303604] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.303896] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.304183] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.304466] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-11-28T20:34:08.307619] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.307928] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.308266] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.310767] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.311805] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.311874] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.312164] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.312448] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.312724] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.313008] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.313241] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.313521] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.313902] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.314139] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.314569] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.314874] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.315167] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.315476] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.315741] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.315992] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.316330] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.316584] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-11-28T20:34:08.316836] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.317096] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-11-28T20:34:08.317384] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.318124] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.318421] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.318657] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.318726] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.319217] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.319498] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.319804] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.320055] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.320364] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.320624] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.320869] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.321142] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.321414] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.321699] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.321927] [DEBUG] [LOCAL     ] Loaded configuration for CASI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.322166] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.322410] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.322636] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.323642] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.323890] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.325367] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.325669] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.325929] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.326176] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.326405] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.328541] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.328829] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.329078] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.329657] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.329917] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.330165] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.330424] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.330707] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.330988] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-11-28T20:34:08.331214] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.331434] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.331663] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.331927] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.332156] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.332410] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.333075] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.333362] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.334200] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.334491] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.334818] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.335700] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.335968] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.336223] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.336806] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.337077] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.337311] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.337557] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.337826] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.337897] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.338130] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.338413] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.338662] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.338888] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.339129] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.339404] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.339693] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.340003] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.342727] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.343016] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.343299] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.343564] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.344781] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.345784] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.346467] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.347454] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.347690] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.347761] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.348025] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.348316] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.348593] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.348905] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.349133] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.349408] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.349662] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.349967] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.350244] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.350468] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.350744] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.351387] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.351624] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.351880] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.352164] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.352669] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.352902] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.353132] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.353380] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.353633] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.353954] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.354261] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.354531] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.354817] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.355559] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.355902] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.356192] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.360011] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.360286] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.360530] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.360646] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.360918] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.361253] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.361550] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.361861] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.362110] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.362409] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.362663] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.362938] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.363164] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.363403] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.363628] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.363900] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.364129] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.364372] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.364690] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.364922] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.365198] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.365428] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.365713] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.365945] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.366315] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.366563] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.366832] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.367078] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.367358] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.367600] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.367886] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.368120] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-11-28T20:34:08.368398] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.369095] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.369365] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.369635] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.369880] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.369947] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.370219] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.370287] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.370559] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.370828] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.371110] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.371336] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.371564] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.371859] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.372115] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.372442] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.372675] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.372955] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.373204] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.373517] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.378161] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.378441] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.378864] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.379114] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.379435] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.379677] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.379957] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.380243] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.380490] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-11-28T20:34:08.380812] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.381055] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.381279] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.381943] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.382188] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.382436] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.382719] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.382999] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.383225] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.383449] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.383673] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.383911] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.384601] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.384852] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.385083] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.385309] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.385606] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.385899] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.386183] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.386425] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.386699] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.386975] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.387248] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.387529] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.387821] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.388089] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.388333] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.388607] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.388841] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.389114] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.389385] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.389626] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.389850] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.390135] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.390408] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.390627] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.390914] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.391153] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.391375] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.394458] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.394749] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.395045] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.395332] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.395603] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.396009] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.396417] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.397502] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.397807] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.398149] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.398428] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.399290] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.399714] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.399984] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.400291] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.400548] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.400874] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.401918] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.402221] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.402489] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.402778] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.403049] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.403373] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.403705] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.403994] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.404319] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.404716] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.405080] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.405367] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.405598] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.405898] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.406191] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.406482] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.406740] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.407011] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.407235] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.407457] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.407766] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.408021] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.408275] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.408619] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.408923] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.408993] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.409232] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.409468] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.409863] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.410120] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.410386] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.410640] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.410889] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.411142] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.411369] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.411437] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.411671] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.411950] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.412232] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.412519] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.412781] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.413010] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.413284] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.413541] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.413862] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.414099] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.414336] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.414591] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.414834] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.415077] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.415300] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.415594] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.415906] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.416170] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.416443] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.416668] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.416941] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.417246] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.417483] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.417758] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.418001] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.418298] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.418522] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.418784] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.419058] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.419281] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.419552] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.420154] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.420392] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.420629] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.420858] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.421137] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.421416] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.421658] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.421928] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.422209] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.422507] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.422750] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.422973] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.423212] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.423434] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.423667] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.423943] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.424183] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.424421] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.424660] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.424880] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.425119] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.425392] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.425631] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.425853] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.426097] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.426335] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.426596] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.426869] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.427107] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.430936] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.431982] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.433695] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.433949] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.434184] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.434649] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.434883] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.435172] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.435427] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-11-28T20:34:08.435661] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.435914] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.436233] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.436566] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.436865] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.437093] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.437335] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.437404] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.437648] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.437875] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.438156] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.438386] [DEBUG] [LOCAL     ] Loaded configuration for FENC: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.438626] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-11-28T20:34:08.438908] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.439186] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.439475] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.439701] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.439976] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.440255] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.440529] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.440830] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.441105] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.441381] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.441654] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.441898] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.442217] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.442441] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.442748] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.443015] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.443289] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.443752] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.444008] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.444238] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.444515] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.444780] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.445060] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.445363] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.445636] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.445905] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.446594] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.446863] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.447092] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.447353] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.447610] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.447873] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-11-28T20:34:08.448109] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.448336] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.448554] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.448858] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.449087] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.449308] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.449530] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.449792] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.450070] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.450291] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.453682] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.455178] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.455402] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.455681] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.455981] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.456262] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.456489] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-11-28T20:34:08.456759] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.457030] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.457268] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-11-28T20:34:08.457502] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.457775] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.458059] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.458393] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.458631] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.458956] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.459188] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.459469] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.459756] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.460010] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.460257] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-11-28T20:34:08.460516] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.460767] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.461045] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.461277] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.461523] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.461826] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.462053] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.462326] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.462551] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.462816] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.462885] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.463105] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.463381] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.463625] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.463850] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.464101] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.464325] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.464589] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.465088] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.465341] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.466354] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.466616] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.466898] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.467180] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.468196] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.468480] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.468729] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.468980] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.471319] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.471400] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.471627] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.471907] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.472186] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.472430] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.472713] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.473906] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.474186] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.474454] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.474735] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.474964] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.475191] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.475461] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.475849] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.476080] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.476325] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.476556] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.476805] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.477088] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.477154] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.477417] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.477689] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.478501] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.478804] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.479048] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.479293] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.480302] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.480951] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.481234] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.481532] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.482205] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.482668] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.482896] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-11-28T20:34:08.483146] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.483377] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.483627] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.483871] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.484146] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.484391] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.485401] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.489331] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.490723] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.490976] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.492085] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.492393] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.492700] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.492953] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.493023] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.493245] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.493531] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.493882] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.494165] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.494414] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.494662] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.494896] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.495138] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.495414] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.496268] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.496517] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.496815] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.497101] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-11-28T20:34:08.497334] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.497626] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.497931] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.498267] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.498527] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.498801] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.499170] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.499802] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.500235] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.500488] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.500723] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.501006] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.501470] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.501750] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.501987] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.502232] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.502484] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.502769] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.502855] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.503153] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.503401] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.503654] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.503915] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.504157] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.504403] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.504630] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.505888] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.506140] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.506374] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.506625] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.507196] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.507442] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.507724] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.507974] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.508857] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.509156] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.509440] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.509722] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.509974] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.510807] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.511270] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.511553] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.511803] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.512046] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.512331] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.512407] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.512659] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.512887] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.513161] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.513435] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.513674] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.513958] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-11-28T20:34:08.514214] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-11-28T20:34:08.514518] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.514770] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.515049] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.515272] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.515516] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.515792] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.516058] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.516297] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.516535] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.516806] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.517032] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.517646] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.517896] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.518205] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-11-28T20:34:08.518455] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.518734] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.518980] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.519275] [DEBUG] [LOCAL     ] Loaded configuration for RDN: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.519535] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.519784] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.520022] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.520242] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.520485] [DEBUG] [LOCAL     ] Loaded configuration for TPCS: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.520723] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.520800] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.521033] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.524131] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.524361] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.524608] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.524852] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.525097] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.525420] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.525700] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.525932] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.528155] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.528400] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.528830] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.529085] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.529392] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.529695] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.529765] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.530059] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.530671] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.531090] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.531161] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.532160] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.532741] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.532810] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.533037] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.533287] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.533522] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.533778] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.534059] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.534806] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.535090] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.535323] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.535558] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.535815] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.535887] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.536166] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.536413] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.536638] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.536920] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-11-28T20:34:08.537220] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.541427] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.541732] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.541984] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.542055] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.542347] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.542615] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.542851] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.543074] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.543350] [DEBUG] [LOCAL     ] Loaded configuration for SWVL: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.545142] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.545441] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.545722] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.546004] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.546319] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.546567] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.546870] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.547102] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.547618] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.547898] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.548220] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.548468] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.548717] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.549064] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.549295] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.549635] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.550086] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.550382] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.550668] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.550897] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.551137] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.551363] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.551746] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.552026] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.552256] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.552502] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.552732] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.553076] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.553325] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.553569] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.553871] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.554152] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.554400] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.554628] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.554941] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.555180] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.555469] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.555729] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.555986] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.556275] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.556512] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.556776] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.557002] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.557225] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.557462] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.557737] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.557971] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.558273] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.558500] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.558739] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.559011] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.559278] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.559545] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.560567] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.560873] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.561858] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.562089] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.562367] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.562616] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.562896] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.563175] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.563416] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.563698] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.563972] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.564242] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.564487] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.564727] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.564966] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.565185] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.565425] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.565667] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.565890] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.566114] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.566777] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.567007] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.567886] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.568142] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.568432] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.568682] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.568917] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.569169] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.569415] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.569654] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.569881] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.570673] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.570905] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.571154] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.571439] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.571675] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.571908] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.572155] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.572430] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.572711] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.573083] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.574029] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.574311] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.578279] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.579304] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.579532] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.579843] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.580123] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.580858] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.581087] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.581370] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.582589] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.582867] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.583137] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.583596] [DEBUG] [LOCAL     ] Loaded configuration for K: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.583829] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.584078] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.584326] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.584559] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.584893] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.585122] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.585406] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.585653] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.585897] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.586169] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.586394] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.586616] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.586841] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.587066] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.587341] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.587627] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.587881] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.588126] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-11-28T20:34:08.588358] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.588648] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.588911] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.589377] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.589617] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.589905] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.590161] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.590451] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.590739] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.591049] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.591741] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.592027] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.592290] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.592612] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.592889] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.593211] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.593450] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.593751] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.594032] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.594278] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.594556] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.594805] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.595049] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.595327] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.597665] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.597950] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.598265] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.598595] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.598917] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.599225] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.599517] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.599772] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.600004] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.600986] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.601243] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.601499] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.601785] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.602075] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.602313] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.602601] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.602902] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.603181] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.603484] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.603730] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.604010] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.604255] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.604521] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.604788] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.605105] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.605338] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.605678] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.606008] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.606341] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.606631] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.606891] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.607149] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.607457] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.607796] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.608086] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.608372] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.608726] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.609011] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.609338] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.609627] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.609952] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.610232] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.610499] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.610784] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.611102] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.611381] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.611642] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.611898] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.611976] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.612241] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.612585] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.612855] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.613119] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.613397] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.613709] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.613995] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.614308] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.614606] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.614898] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.615194] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.615490] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.615785] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.616133] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.616412] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.616661] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.616969] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.617227] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.617505] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.617764] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.618027] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.618261] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.618502] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.618760] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.619003] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.619245] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-11-28T20:34:08.619499] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.619724] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.619970] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.620271] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.620609] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.620895] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.621156] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.621696] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.621947] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.622235] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.622489] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.622777] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.623069] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.623321] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.623570] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.623863] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.627613] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.627864] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.628159] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.628411] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.630791] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.631039] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.631369] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.631615] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.632493] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.632783] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.633038] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.633277] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.633531] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.633841] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.634131] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.634370] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.634652] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.634898] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.635127] [DEBUG] [LOCAL     ] Loaded configuration for AA: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.635197] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.635470] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.635725] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.635977] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.636228] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.636479] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.637494] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.637783] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.638078] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.638333] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.638624] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.638884] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.639117] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.639351] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.639601] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.639855] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.640367] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.640674] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.640915] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.641204] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.641530] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.641812] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.642050] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.642338] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.642668] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.642907] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.643162] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.643402] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.647218] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.647290] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.647522] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.647786] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.648062] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.648355] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.650501] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.650768] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.651062] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.651619] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-11-28T20:34:08.651860] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.652150] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.652409] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.652700] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.653549] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.653974] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.654227] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.654483] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.654765] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.655047] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.655299] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.655598] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.655837] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-11-28T20:34:08.656092] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.656340] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.657024] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.657285] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.658156] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.658741] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.659033] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.659333] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.659612] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.659895] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.660156] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.660467] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.660725] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.661022] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.661307] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.664886] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.665140] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.665403] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.665696] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.665955] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.668001] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.668305] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.668550] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.668850] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.669131] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.669380] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.669456] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.669707] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.669960] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.670252] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.670487] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.670743] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.671029] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.671633] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.672270] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-11-28T20:34:08.672529] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.672810] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.673072] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.673330] [DEBUG] [LOCAL     ] Loaded configuration for SONN: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.673598] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.673898] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.674185] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.674472] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.674777] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.675211] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.675468] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.675763] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.676001] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.676241] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.676501] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.676813] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.677101] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.677353] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.677606] [DEBUG] [LOCAL     ] Loaded configuration for TIVC: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.677843] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.678081] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.678319] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.678594] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.678849] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.679091] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.679338] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.679603] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.679675] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.679900] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.682741] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.682981] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.683239] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.684543] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.684805] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.685046] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.685283] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.685591] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.685836] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.687207] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.687461] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.687713] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.687969] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.688238] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.688543] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.688799] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.689048] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.689347] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.689615] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.689866] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.690355] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.690604] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.690861] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.691101] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.691344] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.691599] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.691890] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.692145] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.692395] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.692632] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.692918] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.693185] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.693420] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.693676] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.693960] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.694990] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.695251] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.695529] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.695849] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.696088] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.696372] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.700308] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.700815] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.701072] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.701362] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.701431] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.701676] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.701965] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.702199] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.702433] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.702680] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.702909] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.703143] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.703387] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.703634] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.703887] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.704173] [DEBUG] [LOCAL     ] Loaded configuration for FTXG: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.704404] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.704637] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.705006] [DEBUG] [LOCAL     ] Loaded configuration for BNRG: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.705261] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.705515] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.705838] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.706102] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.706371] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.706607] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.706854] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.707088] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.707951] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.708226] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.708482] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.708799] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.709087] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.709667] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.709916] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.710220] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.710503] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.710798] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.711048] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.711132] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.711415] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.711660] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.712009] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-11-28T20:34:08.712287] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-11-28T20:34:08.712528] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.712855] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.713117] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.713370] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.713650] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.713877] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-11-28T20:34:08.718153] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.719618] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.719928] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.720221] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.720510] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.720819] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.721113] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.721400] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.722445] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.722732] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.723019] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.723306] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.723559] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.723874] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.724123] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.724369] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.724616] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.724846] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-11-28T20:34:08.725131] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.725382] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.725614] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.725863] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.726143] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.726372] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-11-28T20:34:08.726620] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.726867] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.727098] [DEBUG] [LOCAL     ] Loaded configuration for IFRX: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.727329] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.727605] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.727846] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.728077] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.728356] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.728629] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.729015] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.729297] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.729364] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.729607] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.729674] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.729949] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.730203] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.730269] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.733812] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.734067] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.734300] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.734537] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.734861] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.735095] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.735377] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.735627] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.735854] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.736130] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.736406] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.736647] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.736883] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.737127] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.737192] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.737408] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.737643] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.737871] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.738100] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.738331] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.738671] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.738952] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.739224] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.739486] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.739798] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.740071] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.740355] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.740601] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.740834] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.741076] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.741300] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.741594] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.741826] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.742050] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.742290] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.742564] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.742815] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.743060] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.743435] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.743667] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.743929] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.744191] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.744476] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.744801] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.745067] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.745321] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.745600] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.745843] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.746125] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.746609] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.746844] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.747123] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.747370] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-11-28T20:34:08.747615] [DEBUG] [LOCAL     ] Loaded configuration for GRI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.747853] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.752723] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.753006] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.753293] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.753600] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.753857] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.754189] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.754441] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.754674] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.754953] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.755712] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.755959] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.756202] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.756450] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.756730] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.756959] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.757240] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.757511] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.757752] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.758053] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.758284] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.758558] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.758854] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.759308] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.759556] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.759858] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.760177] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.760457] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.760686] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.760993] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.761240] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.761481] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.761757] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.762008] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.762250] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.762477] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.762755] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.763047] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.763334] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.764341] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.764598] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.764864] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.765237] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.765527] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.765891] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.766209] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.766476] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.766743] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.767069] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.767345] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.767617] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.767721] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.768051] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.768346] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.768641] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.768889] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.769132] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.769422] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.769651] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.771880] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.772384] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.772651] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.772935] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.773005] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.773248] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-11-28T20:34:08.773497] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.773808] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.774093] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.774338] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.774915] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.775198] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.775486] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.775721] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.776007] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.776258] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.776541] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.776820] [DEBUG] [LOCAL     ] Loaded configuration for TLN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.777063] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.777306] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.777601] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.777882] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.778117] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.778702] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.778936] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.779699] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.779982] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.780537] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.780843] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.781080] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.781314] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.781597] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.781853] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.782137] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.782366] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.782642] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.782869] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.783097] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.783322] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.783596] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.785306] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.785603] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.785883] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.786830] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.787077] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.787325] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.787603] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.787851] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.788109] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.788339] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.788565] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.788811] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.789095] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.789372] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.789658] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.789916] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.790163] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.790390] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.790618] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.790863] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.791103] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.791379] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.791630] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.791871] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.792097] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.792370] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.792732] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.792963] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.793211] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.793444] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.793724] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.793958] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.794181] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.794964] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.795212] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.795494] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.795782] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.796017] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.796265] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.796511] [DEBUG] [LOCAL     ] Loaded configuration for ISPO: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.796847] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.797084] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.797372] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.797656] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.797906] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.797975] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.798271] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.798517] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.799032] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.799286] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.799587] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.799843] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.800094] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.800170] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.801162] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.801389] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-11-28T20:34:08.803609] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.803865] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.804115] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.804396] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.804650] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.804901] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.805126] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.805369] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.805610] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.805831] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.806113] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.806387] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.806662] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.806888] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.807115] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.807772] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.808049] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.808122] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.808400] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.808636] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.808866] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.809148] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.809380] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.809626] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.809970] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.810205] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.810944] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.811201] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.811435] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.811706] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.812106] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.812345] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.812630] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.812994] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.813270] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.814304] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.815007] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.815289] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.815535] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.815860] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.816217] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.816472] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.816727] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.820735] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.821025] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.821310] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.821562] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.822468] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.822755] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.822995] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.823281] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.823534] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.823818] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.824065] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.824307] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.824556] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.824825] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.825073] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.825302] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.825548] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.825798] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.826085] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.826320] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.826567] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.826836] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.827081] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.827357] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.827601] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.827833] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.828065] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.828302] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.828603] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.829225] [DEBUG] [LOCAL     ] Loaded configuration for MTEN: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.829701] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.830311] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.830549] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.830827] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.831114] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.831368] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.831603] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.831852] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.832083] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.832691] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.832974] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.833248] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.833531] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.833839] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.834077] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.834355] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-11-28T20:34:08.838986] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.839272] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.841705] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.841988] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.842250] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.842493] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.842775] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.843042] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.843337] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.843601] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.843887] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.844195] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.844487] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.844799] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.845123] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.845395] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.845680] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.846012] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.846339] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.846636] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.846879] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.847152] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.847435] [DEBUG] [LOCAL     ] Loaded configuration for NRUC: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.847660] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.848467] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.848726] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.848958] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.849189] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.849435] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.849668] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.850073] [DEBUG] [LOCAL     ] Loaded configuration for RETO: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.850305] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.850533] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.850863] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.851094] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.851338] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.851614] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.851839] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.852114] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.852350] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.856499] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.856859] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.859077] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.859331] [DEBUG] [LOCAL     ] Loaded configuration for WOK: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.859566] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.859823] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.860738] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.860991] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.861240] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.861522] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.862258] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.862514] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.862784] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.863064] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.863315] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.863857] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.864106] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.864390] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.864672] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.864923] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.865170] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.865622] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.865924] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.866213] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.866872] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.867124] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.867354] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.867607] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.867856] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.868196] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.868436] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.868721] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.869008] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.869294] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.873119] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.873374] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-11-28T20:34:08.873659] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.873911] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.874145] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.874429] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.874660] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.874946] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.875229] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.875528] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.875650] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.875916] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.876245] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.876520] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.876865] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.877184] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.877478] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.877755] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.878021] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.878273] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.878519] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.878820] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.879057] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.879298] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.879584] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.879873] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.880101] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.880170] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.880410] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.880684] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.880959] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.881234] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.881478] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.881704] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.881947] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.882172] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.882400] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.882640] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.882974] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.883207] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.883443] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.883725] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.884162] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.884398] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.884631] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.884913] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.885149] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.885384] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.885628] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.885877] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.886104] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.886348] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.886597] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.887609] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.887845] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.888136] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.888428] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.888720] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.891114] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.891185] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.891436] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.891723] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.892007] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.892296] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.892600] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.892830] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.893057] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.893343] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-11-28T20:34:08.893652] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.893894] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.894120] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.894346] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.894604] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.894882] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.895136] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.895414] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.895694] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.895968] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.896213] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.896536] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.896834] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.897102] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.897388] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.897660] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.897929] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.898253] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.898588] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.898895] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.899174] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.899422] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.900035] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.900299] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.900610] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.900868] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.901116] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.901401] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.901716] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.901976] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.902223] [DEBUG] [LOCAL     ] Loaded configuration for ATPC: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.902522] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.902832] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.903127] [DEBUG] [LOCAL     ] Loaded configuration for SHPH: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.903382] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.903661] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.903910] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.904535] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.904995] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.905846] [DEBUG] [LOCAL     ] Loaded configuration for EME: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.906127] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-11-28T20:34:08.906353] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.906632] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.906924] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.907152] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.907428] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.907648] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.907869] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.908115] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.908403] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.908648] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.908891] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.910109] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-11-28T20:34:08.910388] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.910634] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.910880] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.911108] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.911834] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.912065] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.912351] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.912593] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.912878] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.913208] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.913454] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.913736] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.913983] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.914266] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.914641] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.915212] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.915457] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.915736] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.915977] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.916227] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.916503] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.916755] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.917364] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.917651] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.917934] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.918251] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.918545] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.918857] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.919155] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.919458] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.919788] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.920081] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.920408] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.920733] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.924368] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.924632] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.924916] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.925151] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.925384] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.925617] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.925855] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.926081] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.926324] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.926600] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.926839] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.927065] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.927291] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.927516] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.927610] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.927882] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.928128] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.928376] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.928446] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.928726] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.928971] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.929224] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.929479] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.929734] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.929981] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.930207] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.930434] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.930725] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.930968] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.931242] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.931485] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-11-28T20:34:08.931760] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.931984] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.932229] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.932510] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.932760] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.933037] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.933265] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.933333] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.933567] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.933831] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.934061] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.934336] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.934613] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-11-28T20:34:08.934915] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.935190] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.935432] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.935709] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.936473] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.936706] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.936939] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.937189] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.937426] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.937708] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.938118] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.938354] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.938602] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.938853] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.939101] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.939349] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.939745] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.940265] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.940546] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.940640] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.940882] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.941129] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.941450] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.941732] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.942055] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.942377] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.942698] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.942970] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-11-28T20:34:08.943258] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.943566] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.943836] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.944076] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-11-28T20:34:08.944357] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.944629] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.946823] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.948299] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.948554] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.948823] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.949111] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.949865] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.950093] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-11-28T20:34:08.950348] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.950603] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.950853] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.951096] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.951331] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.951593] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.951879] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.952104] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.952375] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.952625] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.952858] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.952924] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.953198] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-11-28T20:34:08.953475] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.953696] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-11-28T20:34:08.953916] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.954154] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.954219] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.954447] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.954721] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.954960] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.955235] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.955457] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.955702] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.955943] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.956217] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.956564] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.956836] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.957065] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.957313] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.957602] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.957848] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.958075] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.958329] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.958611] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.958853] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.959076] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.959348] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.959601] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.959883] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.960153] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.960376] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-11-28T20:34:08.960612] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.960887] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.961128] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.961354] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.961597] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.961879] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.962152] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.962392] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.963545] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-11-28T20:34:08.963893] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.964162] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-11-28T20:34:08.964488] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.964801] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.965081] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.965355] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.965638] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-11-28T20:34:08.965911] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.966191] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.966495] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.966832] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.967079] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.967149] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-11-28T20:34:08.967386] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.967663] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.967884] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.968136] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.968370] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.968649] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.968875] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-11-28T20:34:08.969118] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.969417] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.969649] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.969917] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.970259] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.970509] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.970824] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.971082] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.971366] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.971621] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.971865] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.972105] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.972378] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.972616] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.972903] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.973184] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-11-28T20:34:08.973413] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.973690] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.973974] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.974258] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.974544] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.974846] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.975163] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.975475] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.975767] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.976048] [DEBUG] [LOCAL     ] Loaded configuration for NVA: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.976283] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.976521] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.976788] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.977108] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.977361] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.977614] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-11-28T20:34:08.977898] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.978156] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.978404] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.978701] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.978980] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.979218] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.979457] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.979732] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.980014] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.980261] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.980504] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.980752] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.981030] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-11-28T20:34:08.981289] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.981513] [DEBUG] [LOCAL     ] Loaded configuration for FATBP: 3 features, 90.0% accuracy
[2025-11-28T20:34:08.981773] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.982047] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.982430] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.982675] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.982958] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-11-28T20:34:08.983279] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.983604] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.983935] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.984217] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.984496] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.984798] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.985136] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.985428] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.985675] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-11-28T20:34:08.985916] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.986186] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.986457] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.986705] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.986927] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.987164] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.987381] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.987625] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-11-28T20:34:08.988102] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.988338] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.988616] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.988961] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.989191] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.993971] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.994202] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.994605] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.994891] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-11-28T20:34:08.995121] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-11-28T20:34:08.995345] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.995603] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.995860] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-11-28T20:34:08.996082] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-11-28T20:34:08.996303] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.996543] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-11-28T20:34:08.996807] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-11-28T20:34:08.997078] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-11-28T20:34:08.997300] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.997520] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.997818] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-11-28T20:34:08.997887] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-11-28T20:34:08.998105] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.998390] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-11-28T20:34:08.998658] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-11-28T20:34:08.998903] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-11-28T20:34:08.999131] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-11-28T20:34:08.999356] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-11-28T20:34:08.999603] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-11-28T20:34:08.999848] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.000163] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-11-28T20:34:09.000415] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.000703] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-11-28T20:34:09.000961] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-11-28T20:34:09.001243] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.001527] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.001841] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.002072] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-11-28T20:34:09.003101] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.003387] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.003728] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.004057] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.004382] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.004670] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.004991] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.005311] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.005634] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.005711] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.005973] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.006285] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.006602] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.006862] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.007175] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.007488] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.007890] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.008289] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.008614] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.008991] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.009291] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.009391] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.009663] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.010024] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.010316] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.010589] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.010831] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.011079] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.011313] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.011607] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.011840] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.012115] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.012420] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.012664] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.012953] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.013243] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.013517] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.013830] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.014094] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.014359] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.014671] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.014951] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.015233] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.015308] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.015610] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.015928] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.016246] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.016527] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.016906] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.017173] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.017460] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.017783] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.018078] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.018404] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.018727] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.019010] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.019273] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.019615] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.019692] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.019997] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.020315] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.021379] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.021723] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.022016] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.022348] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-11-28T20:34:09.022621] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.022960] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.023272] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.023540] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.023965] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-11-28T20:34:09.024284] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.024602] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.024868] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-11-28T20:34:09.025130] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.025447] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-11-28T20:34:09.025761] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.026075] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-11-28T20:34:09.026350] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.026427] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.026726] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.027041] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.027320] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.027633] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.027892] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-11-28T20:34:09.028200] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.028512] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.028837] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.029169] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.029437] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.029691] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-11-28T20:34:09.029990] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.030241] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.030540] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.030826] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.031084] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.031334] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.031607] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.032044] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.032388] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-11-28T20:34:09.032719] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.033019] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.036564] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.036979] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.037295] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-11-28T20:34:09.037624] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.038016] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.038349] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.038709] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.039045] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-11-28T20:34:09.039319] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.039645] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.039932] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.040211] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.040283] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.040562] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.040925] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.041240] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.041638] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.041978] [DEBUG] [LOCAL     ] Loaded configuration for AMRK: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.042271] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.042612] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-11-28T20:34:09.042930] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.043266] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.043566] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.043898] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.044234] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.044540] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.044829] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.045135] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.045424] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.045721] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.046067] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.046451] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.046739] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.047051] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.047357] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.047630] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.047929] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.048210] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.048535] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.048860] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-11-28T20:34:09.049195] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.049548] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.049818] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-11-28T20:34:09.050053] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.050338] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.050605] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.050896] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.051183] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.051416] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.051668] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.051914] [DEBUG] [LOCAL     ] Loaded configuration for STZ: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.052168] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.052447] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-11-28T20:34:09.052687] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.052975] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.053223] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.053502] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.053800] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.054039] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.054320] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.054612] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.054848] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.055076] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.055358] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.055605] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.055892] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.056120] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.056348] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.056594] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.056879] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.057106] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.057341] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.058372] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.058674] [DEBUG] [LOCAL     ] Loaded configuration for HBI: 3 features, 50.0% accuracy
[2025-11-28T20:34:09.059002] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.059294] [DEBUG] [LOCAL     ] Loaded configuration for CNEY: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.059546] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.059837] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.060077] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.060384] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.060638] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.060870] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.061112] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-11-28T20:34:09.061345] [DEBUG] [LOCAL     ] Loaded configuration for BLNK: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.061597] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.061844] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.062076] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.062308] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.062599] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.062886] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.063118] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.063369] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.063651] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.063958] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.064239] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.064487] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.064740] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.064973] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-11-28T20:34:09.065258] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.065560] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.065830] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.066069] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-11-28T20:34:09.066319] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.066594] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.066670] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.066942] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.067195] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.067477] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-11-28T20:34:09.067725] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.067959] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.068228] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.068480] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.068762] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.069040] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.069321] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.069562] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.069816] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.070060] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.070308] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.070601] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.070854] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.071133] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.071442] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.071692] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-11-28T20:34:09.071926] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.072181] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.072417] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.072698] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.072967] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.073199] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.073477] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.073807] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-11-28T20:34:09.074102] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.074369] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.074608] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.074843] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.075130] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.075362] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.075647] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.075899] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.076152] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.076436] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.076722] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.076979] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.077212] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.077480] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.077763] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.078062] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.078354] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.078607] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.078851] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.079083] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.079363] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.079627] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.079930] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.080177] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.080410] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.081133] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.081385] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.081625] [DEBUG] [LOCAL     ] Loaded configuration for MEGL: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.081882] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-11-28T20:34:09.082172] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.082431] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.082685] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.082929] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.083588] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.083834] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.084884] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.085180] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.085851] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.086458] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.086746] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.087027] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.092131] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.092390] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.095057] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.095128] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.095355] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.095608] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.095842] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.096130] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-11-28T20:34:09.096369] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.096659] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.096919] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.097168] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.097419] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.097654] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.097938] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.098227] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.098479] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.098710] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.098964] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.099246] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-11-28T20:34:09.099501] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-11-28T20:34:09.099736] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.100020] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-11-28T20:34:09.100279] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.100561] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.101063] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.101332] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.101624] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.101929] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-11-28T20:34:09.102167] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-11-28T20:34:09.102455] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.102528] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.102888] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.103176] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.103412] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.104072] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-11-28T20:34:09.104331] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.104602] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-11-28T20:34:09.104858] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.105112] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.105183] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.105410] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.105659] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.105892] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.106140] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.106373] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.106618] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.106849] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.107137] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.107419] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.107670] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.107899] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-11-28T20:34:09.108168] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-11-28T20:34:09.109632] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.109922] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.109991] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-11-28T20:34:09.110222] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.110478] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-11-28T20:34:09.110768] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.111061] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.111347] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.111598] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.111830] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.112078] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.112328] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.112597] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.112826] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.113118] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.113408] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-11-28T20:34:09.113696] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.113929] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.114163] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.114397] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.114679] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.114932] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.115218] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.115451] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-11-28T20:34:09.115687] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-11-28T20:34:09.116412] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-11-28T20:34:09.116668] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.116937] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-11-28T20:34:09.117192] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.117431] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.117685] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.118002] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.118408] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.118742] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.118993] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.119458] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.119695] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.119950] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-11-28T20:34:09.120187] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.120476] [DEBUG] [LOCAL     ] Loaded configuration for WTO: 2 features, 100.0% accuracy
[2025-11-28T20:34:09.120715] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.121425] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.121716] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.121955] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.122212] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-11-28T20:34:09.126133] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.126422] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.127022] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.127275] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.127531] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.127841] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.128107] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.128401] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.128655] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.128907] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.129200] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-11-28T20:34:09.129434] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.129718] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-11-28T20:34:09.129949] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.130181] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.130464] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.130720] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.130971] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.131223] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-11-28T20:34:09.131507] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.131603] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.131885] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.132134] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.132405] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.132676] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.132915] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.133168] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.133399] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-11-28T20:34:09.133654] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-11-28T20:34:09.133906] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.134151] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.134435] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.134682] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.134935] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.135225] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.135510] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.135866] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.136111] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.136404] [DEBUG] [LOCAL     ] Loaded configuration for OBLG: 1 features, 40.0% accuracy
[2025-11-28T20:34:09.136664] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.136953] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.137243] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-11-28T20:34:09.137495] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.137742] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.138012] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.138311] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.138597] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-11-28T20:34:09.138886] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.139167] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.139452] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.139733] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.139960] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-11-28T20:34:09.140193] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-11-28T20:34:09.140454] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.140689] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.140973] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.141222] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.141474] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.141726] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-11-28T20:34:09.142010] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.142243] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.142493] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.142777] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.143060] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.143340] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.144386] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.144678] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.145464] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.145723] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.145975] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.146284] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.146596] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.146856] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.147145] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.147431] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.147665] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.147948] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.148263] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.148551] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.148806] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.148874] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.149094] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-11-28T20:34:09.149344] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-11-28T20:34:09.149627] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.149911] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.150162] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.150443] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.150674] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.150925] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.151173] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.151421] [DEBUG] [LOCAL     ] Loaded configuration for ADVM: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.151653] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.151937] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.152188] [DEBUG] [LOCAL     ] Loaded configuration for EKSO: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.152471] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-11-28T20:34:09.152707] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.152955] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-11-28T20:34:09.153239] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.153524] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.156178] [DEBUG] [LOCAL     ] Loaded configuration for CLSM: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.156438] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.156726] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.156983] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.157220] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.157459] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.157706] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.157941] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.158221] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.158780] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.159073] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.159337] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-11-28T20:34:09.159607] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.159848] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.160140] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.160392] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.160645] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.160933] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.161184] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.161428] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.161710] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.161994] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.162276] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.162594] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.162895] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.163264] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.163621] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.163965] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.164289] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.164609] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.164921] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-11-28T20:34:09.165263] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-11-28T20:34:09.165608] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.165893] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.166233] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.166562] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.166856] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-11-28T20:34:09.167113] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.167416] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-11-28T20:34:09.167661] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-11-28T20:34:09.167911] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-11-28T20:34:09.168261] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.168599] [DEBUG] [LOCAL     ] Loaded configuration for MHUA: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.168912] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.169177] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.169438] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.171283] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.171601] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.171913] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.172235] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.172495] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.172754] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.173034] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.173315] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.173598] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.173853] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.174162] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.174468] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.174780] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.175036] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-11-28T20:34:09.175339] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.175601] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.175851] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.176153] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-11-28T20:34:09.176454] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.176722] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.177020] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.177321] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.177601] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.177903] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.177967] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.178305] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.178611] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.178911] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.179216] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.179485] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.179740] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.180000] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.180292] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.180553] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.180874] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-11-28T20:34:09.181143] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-11-28T20:34:09.181433] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.181669] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.181957] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.182205] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.182492] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.182785] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.183040] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.183334] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.183664] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.183950] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.184210] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.184449] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.184717] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.185012] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.185314] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.185590] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.185848] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.186191] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.186465] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.186782] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.187113] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.187426] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.187739] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.188015] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.188285] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.188548] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.188837] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.189083] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-11-28T20:34:09.189397] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.189673] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.189961] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.190245] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.190534] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-11-28T20:34:09.190848] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-11-28T20:34:09.191133] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.191437] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.191718] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-11-28T20:34:09.191988] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.192285] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.192562] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.192854] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.193155] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.193398] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.193664] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.193957] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.194216] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.194466] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.194768] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.195036] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.195310] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.195609] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.195873] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.196145] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.196393] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.196650] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.196902] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.197197] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.197494] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.197766] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.198164] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.198425] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.198715] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.198961] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.199231] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.199535] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.199846] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.200098] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.200455] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.200727] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.201022] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.201324] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.201679] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.201930] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.202233] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.202535] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.202861] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.203136] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.203445] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.203750] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-11-28T20:34:09.204018] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.204291] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.204596] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.204841] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.205097] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.205352] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-11-28T20:34:09.205608] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.205908] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-11-28T20:34:09.207109] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.207427] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.207679] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.207950] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.208281] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.208599] [DEBUG] [LOCAL     ] Loaded configuration for CISS: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.208873] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.209183] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.209492] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-11-28T20:34:09.210537] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-11-28T20:34:09.210843] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.211144] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.212657] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.212933] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-11-28T20:34:09.213279] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.213602] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.213683] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.213977] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.214306] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.214607] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.214921] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.215179] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.215486] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.215794] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.216107] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.216362] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.216653] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.216923] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.217224] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.217477] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.217763] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.218081] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.218425] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.218688] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.218956] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-11-28T20:34:09.219245] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.219593] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.219916] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.220245] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.220527] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.220827] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.221110] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.221374] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-11-28T20:34:09.221683] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-11-28T20:34:09.221983] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.222283] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.222522] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-11-28T20:34:09.222791] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.223085] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-11-28T20:34:09.223383] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.223680] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.223977] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.224222] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.224517] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.224784] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.225084] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.225376] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.225663] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.225951] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.226244] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.226538] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.226826] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.227072] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.227340] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.227598] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.227899] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.228240] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.228521] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-11-28T20:34:09.228825] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.229090] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.229377] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.229640] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.229885] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.230150] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.230416] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-11-28T20:34:09.230701] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.230989] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-11-28T20:34:09.232023] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.232340] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.232604] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.232913] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.233219] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.233532] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.233812] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.234087] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.234153] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.234470] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.234729] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.234979] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-11-28T20:34:09.235279] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.235598] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.235855] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-11-28T20:34:09.236100] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.236346] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.236605] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.236861] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.237151] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.237447] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.237744] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.238017] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.238290] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.238552] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.238822] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-11-28T20:34:09.239098] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.239420] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.239683] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.239984] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.240233] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.240489] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.240737] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.241222] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.241467] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.241713] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.241965] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.242261] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-11-28T20:34:09.242510] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.242820] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.243116] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.243414] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.243709] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.243974] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.244265] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.244564] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.244884] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.245186] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.245486] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.245780] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.246026] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-11-28T20:34:09.246322] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.246618] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.246888] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.247137] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.247437] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-11-28T20:34:09.247697] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.248153] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.248225] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-11-28T20:34:09.248527] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.248934] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.249248] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.249498] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.249756] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.250038] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.250349] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.250618] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.250882] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.251150] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.251411] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.251722] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.252165] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.252413] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.252688] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.253076] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.253142] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.253411] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.253698] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.253950] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.254313] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.254635] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.255015] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.255317] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.255598] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.255666] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.255966] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.256241] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.256513] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-11-28T20:34:09.256844] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.257100] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.257167] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.257428] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.257687] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.258003] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.258276] [DEBUG] [LOCAL     ] Loaded configuration for VCIG: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.258525] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.258999] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.259312] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.259605] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.260039] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.260106] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.260376] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.260698] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-11-28T20:34:09.261007] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.261288] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.261550] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.261832] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.262110] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-11-28T20:34:09.262368] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.262680] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.262990] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.263266] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.263544] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-11-28T20:34:09.263856] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.264134] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.264381] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-11-28T20:34:09.264687] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.264959] [DEBUG] [LOCAL     ] Loaded configuration for MGRX: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.265208] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.265479] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.265782] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.265847] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-11-28T20:34:09.266098] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.266162] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.266424] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-11-28T20:34:09.266696] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-11-28T20:34:09.266948] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.267192] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.267487] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.267754] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.268036] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.268103] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.268349] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-11-28T20:34:09.268621] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.268688] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-11-28T20:34:09.268985] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.269235] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.269504] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.269793] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-11-28T20:34:09.270104] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.270370] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.270639] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.270962] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.271246] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.271524] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.271820] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.272090] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-11-28T20:34:09.272407] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-11-28T20:34:09.272475] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.272741] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.273004] [DEBUG] [LOCAL     ] Loaded configuration for GOOGL: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.273290] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-11-28T20:34:09.273599] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.273896] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-11-28T20:34:09.274156] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.274452] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.274739] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.275031] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.275328] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-11-28T20:34:09.275594] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.275897] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.276165] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-11-28T20:34:09.276464] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.276712] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-11-28T20:34:09.276974] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.277273] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.277539] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-11-28T20:34:09.277861] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.278123] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-11-28T20:34:09.278434] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.278735] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.279038] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-11-28T20:34:09.279309] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.279605] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-11-28T20:34:09.279869] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-11-28T20:34:09.280140] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-11-28T20:34:09.280407] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-11-28T20:34:09.280709] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.280977] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-11-28T20:34:09.281242] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-11-28T20:34:09.281511] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-11-28T20:34:09.281830] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.282101] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-11-28T20:34:09.282367] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-11-28T20:34:09.282677] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-11-28T20:34:09.282982] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-11-28T20:34:09.283282] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-11-28T20:34:09.284701] [INFO ] [LOCAL     ] Saved consolidated report: 3605 forecasts -> ./output/forecasts/full/2025-12-01.txt
[2025-11-28T20:34:09.284747] [INFO ] [sig       ] [34/34] Successfully generated report for 2025-12-01: 3605 entries
[2025-11-28T20:34:09.284777] [INFO ] [sig       ] ==================================================
[2025-11-28T20:34:09.284803] [INFO ] [sig       ] Report generation complete: 34/34 reports succeeded
[2025-11-28T20:34:09.991749] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-11-28T20:34:09.992020] [INFO ] [sig       ] Email notification sent
[2025-11-28T20:34:09.992688] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-11-28T20:34:09.992853] [INFO ] [STATE     ] Last completion updated: 2025-11-28T20:34:09.992751